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CN114636237A - Method, apparatus and storage medium for constructing thermal comfort model - Google Patents

Method, apparatus and storage medium for constructing thermal comfort model
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CN114636237A
CN114636237ACN202210269554.6ACN202210269554ACN114636237ACN 114636237 ACN114636237 ACN 114636237ACN 202210269554 ACN202210269554 ACN 202210269554ACN 114636237 ACN114636237 ACN 114636237A
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user
model
sleep
metabolic rate
air conditioner
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CN114636237B (en
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付光军
魏伟
庄杰
郭鑫
刘维兵
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Qingdao Haier Air Conditioner Gen Corp Ltd
Qingdao Haier Air Conditioning Electric Co Ltd
Haier Smart Home Co Ltd
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Qingdao Haier Air Conditioner Gen Corp Ltd
Qingdao Haier Air Conditioning Electric Co Ltd
Haier Smart Home Co Ltd
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Abstract

The application relates to the technical field of model construction, and discloses a method for constructing a thermal comfort model, which comprises the following steps: determining the human body metabolic rate and the bedding and clothing surface coefficient of a user in a sleeping state; establishing a PMV model according to the human body metabolic rate and the bedding and clothing surface coefficient in a sleeping state; calculating a first correction amount for correcting the PMV model; and constructing an SPMV model according to the PMV model and the first correction quantity. With this scheme, solved current PMV model and can not characterize the drawback of the thermal comfort degree condition of user under the sleep state at night, promoted the accuracy that the thermal comfort degree of user sleep stage judged, for the user carries out air conditioner control under the sleep state and provides accurate data basis, satisfy the demand of user thermal comfort degree. The application also discloses a device and a storage medium for constructing the thermal comfort model.

Description

Translated fromChinese
用于构建热舒适度模型的方法、装置及存储介质Method, device and storage medium for constructing thermal comfort model

技术领域technical field

本申请涉及模型构建技术领域,例如涉及一种用于构建热舒适度模型的方法、装置及存储介质。The present application relates to the technical field of model building, for example, to a method, device and storage medium for building a thermal comfort model.

背景技术Background technique

随着人民的生活水平不断提高,智能家电设备也逐渐走入用户的生活。目前,随着用户对其所在环境的热舒适度需求不断提高,空调器成为了每个家庭必不可少的智能家电设备。With the continuous improvement of people's living standards, smart home appliances have gradually entered the lives of users. At present, as users' demands for thermal comfort of their environment continue to increase, air conditioners have become an indispensable smart home appliance for every family.

现阶段,为了满足不同用户的热舒适度需求,通常在空调器中预存PMV(PredictedMean Vote,预测平均投票数)模型,以通过将环境参数及用户清醒状态下的体征参数输入至PMV模型的情况下,获取PMV模型输出的热舒适度值,从而结合PMV模型输出的热舒适度值,控制空调器执行相应的操作模式,以满足用户的热舒适度需求。但现有技术中的PMV模型是基于用户日间清醒状态下的体征参数所建立的模型,该模型并不能够准确反映用户在夜间睡眠状态下的热舒适度情况。At this stage, in order to meet the thermal comfort requirements of different users, a PMV (Predicted Mean Vote) model is usually pre-stored in the air conditioner, so as to input the environmental parameters and the physical parameters of the user's awake state into the PMV model. Then, the thermal comfort value output by the PMV model is obtained, and the air conditioner is controlled to execute the corresponding operation mode in combination with the thermal comfort value output by the PMV model to meet the user's thermal comfort requirements. However, the PMV model in the prior art is a model established based on the physical parameters of the user in the waking state during the day, and the model cannot accurately reflect the thermal comfort of the user in the sleeping state at night.

因此,如何构建能够反映用户在夜间睡眠状态下的热舒适度情况的热舒适度模型成为亟需解决的技术问题。Therefore, how to construct a thermal comfort model that can reflect the user's thermal comfort in the sleep state at night has become an urgent technical problem to be solved.

发明内容SUMMARY OF THE INVENTION

为了对披露的实施例的一些方面有基本的理解,下面给出了简单的概括。所述概括不是泛泛评述,也不是要确定关键/重要组成元素或描绘这些实施例的保护范围,而是作为后面的详细说明的序言。In order to provide a basic understanding of some aspects of the disclosed embodiments, a brief summary is given below. This summary is not intended to be an extensive review, nor to identify key/critical elements or delineate the scope of protection of these embodiments, but rather serves as a prelude to the detailed description that follows.

本公开实施例提供了一种用于构建热舒适度模型的方法、装置及存储介质,以提供一种构建能够反映用户在夜间睡眠状态下的热舒适度情况的热舒适度模型的方法。Embodiments of the present disclosure provide a method, a device, and a storage medium for constructing a thermal comfort level model, so as to provide a method for constructing a thermal comfort level model that can reflect the thermal comfort level of a user in a sleep state at night.

在一些实施例中,所述用于构建热舒适度模型的方法包括:确定用户在睡眠状态下的人体代谢率及被服表面系数;根据睡眠状态下的人体代谢率及被服表面系数,建立PMV模型;计算用于修正PMV模型的第一修正量;根据PMV模型及第一修正量,构建SPMV模型。In some embodiments, the method for constructing a thermal comfort model includes: determining a user's human body metabolic rate and a clothing surface coefficient in a sleeping state; establishing a PMV model according to the human body metabolic rate and the clothing surface coefficient in a sleeping state ; Calculate the first correction amount for correcting the PMV model; build the SPMV model according to the PMV model and the first correction amount.

在一些实施例中,所述用于构建热舒适度模型的装置包括:处理器和存储有程序指令的存储器,处理器被配置为在运行程序指令时,执行前述的用于构建热舒适度模型的方法。In some embodiments, the apparatus for building a thermal comfort model comprises: a processor and a memory storing program instructions, the processor is configured to execute the aforementioned method for building a thermal comfort model when the program instructions are executed Methods.

在一些实施例中,所述存储介质包括:存储有程序指令,程序指令在运行时,执行前述的用于构建热舒适度模型的方法。In some embodiments, the storage medium includes: storing program instructions, and when the program instructions run, execute the aforementioned method for building a thermal comfort model.

本公开实施例提供的用于构建热舒适度模型的方法、装置及存储介质,可以实现以下技术效果:在确定用户睡眠状态下的人体代谢率及被服表面系数后,结合睡眠状态下的人体代谢率及被服表面系数建立PMV模型,并通过计算出的第一修正量对PMV模型进行修正,以得到能够反映用户在夜间睡眠状态下的热舒适度情况的SPMV模型。以此方案,解决了现有PMV模型并不能够表征用户在夜间睡眠状态下的热舒适度情况的弊端,提升了用户睡眠阶段的热舒适度判断的准确性,为用户在睡眠状态下进行空调器控制提供了准确的数据基础,满足用户热舒适度的需求。The method, device and storage medium for building a thermal comfort model provided by the embodiments of the present disclosure can achieve the following technical effects: after determining the human body metabolic rate and the clothing surface coefficient in the user's sleeping state, combined with the human body metabolism in the sleeping state The PMV model is established according to the rate and the clothing surface coefficient, and the PMV model is corrected by the calculated first correction amount to obtain the SPMV model that can reflect the thermal comfort of the user in the sleep state at night. This solution solves the disadvantage that the existing PMV model cannot represent the thermal comfort of the user in the sleep state at night, improves the accuracy of the thermal comfort judgment of the user in the sleep stage, and provides the user with air conditioning in the sleep state. The controller control provides an accurate data base to meet the user's thermal comfort requirements.

以上的总体描述和下文中的描述仅是示例性和解释性的,不用于限制本申请。The foregoing general description and the following description are exemplary and explanatory only and are not intended to limit the application.

附图说明Description of drawings

一个或多个实施例通过与之对应的附图进行示例性说明,这些示例性说明和附图并不构成对实施例的限定,附图中具有相同参考数字标号的元件示为类似的元件,附图不构成比例限制,并且其中:One or more embodiments are exemplified by the accompanying drawings, which are not intended to limit the embodiments, and elements with the same reference numerals in the drawings are shown as similar elements, The drawings do not constitute a limitation of scale, and in which:

图1是本公开实施例提供的一个用于构建热舒适度模型的方法示意图;1 is a schematic diagram of a method for constructing a thermal comfort model provided by an embodiment of the present disclosure;

图2是本公开实施例提供的一个用于确定用户在睡眠状态下的人体代谢率的方法示意图;2 is a schematic diagram of a method for determining a user's human body metabolic rate in a sleep state provided by an embodiment of the present disclosure;

图3是本公开实施例提供的一个用于确定被服表面系数的方法示意图;3 is a schematic diagram of a method for determining a clothing surface coefficient provided by an embodiment of the present disclosure;

图4是本公开实施例提供的一个用于控制空调器的方法示意图;4 is a schematic diagram of a method for controlling an air conditioner provided by an embodiment of the present disclosure;

图5是本公开实施例提供的一个用于构建热舒适度模型的装置示意图;5 is a schematic diagram of an apparatus for constructing a thermal comfort model provided by an embodiment of the present disclosure;

图6是本公开实施例提供的另一个用于构建热舒适度模型的装置示意图。FIG. 6 is a schematic diagram of another apparatus for constructing a thermal comfort model provided by an embodiment of the present disclosure.

具体实施方式Detailed ways

为了能够更加详尽地了解本公开实施例的特点与技术内容,下面结合附图对本公开实施例的实现进行详细阐述,所附附图仅供参考说明之用,并非用来限定本公开实施例。在以下的技术描述中,为方便解释起见,通过多个细节以提供对所披露实施例的充分理解。然而,在没有这些细节的情况下,一个或多个实施例仍然可以实施。在其它情况下,为简化附图,熟知的结构和装置可以简化展示。In order to understand the features and technical contents of the embodiments of the present disclosure in more detail, the implementation of the embodiments of the present disclosure will be described in detail below with reference to the accompanying drawings, which are for reference only and are not intended to limit the embodiments of the present disclosure. In the following technical description, for the convenience of explanation, numerous details are provided to provide a thorough understanding of the disclosed embodiments. However, one or more embodiments may be practiced without these details. In other instances, well-known structures and devices may be shown simplified in order to simplify the drawings.

本公开实施例的说明书和权利要求书及上述附图中的术语“第一”、“第二”等是用于区别类似的对象,而不必用于描述特定的顺序或先后次序。应该理解这样使用的数据在适当情况下可以互换,以便这里描述的本公开实施例的实施例。此外,术语“包括”和“具有”以及他们的任何变形,意图在于覆盖不排他的包含。The terms "first", "second" and the like in the description and claims of the embodiments of the present disclosure and the above-mentioned drawings are used to distinguish similar objects, and are not necessarily used to describe a specific order or sequence. It should be understood that the data so used may be interchanged under appropriate circumstances for the purposes of implementing the embodiments of the disclosure described herein. Furthermore, the terms "comprising" and "having", and any variations thereof, are intended to cover non-exclusive inclusion.

除非另有说明,术语“多个”表示两个或两个以上。Unless stated otherwise, the term "plurality" means two or more.

本公开实施例中,字符“/”表示前后对象是一种“或”的关系。例如,A/B表示:A或B。In the embodiment of the present disclosure, the character "/" indicates that the preceding and following objects are in an "or" relationship. For example, A/B means: A or B.

术语“和/或”是一种描述对象的关联关系,表示可以存在三种关系。例如,A和/或B,表示:A或B,或,A和B这三种关系。The term "and/or" is an associative relationship describing objects, indicating that three relationships can exist. For example, A and/or B, means: A or B, or, A and B three relationships.

术语“对应”可以指的是一种关联关系或绑定关系,A与B相对应指的是A与B之间是一种关联关系或绑定关系。The term "correspondence" may refer to an association relationship or a binding relationship, and the correspondence between A and B refers to an association relationship or a binding relationship between A and B.

本公开实施例中,智能家电设备是指将微处理器、传感器技术、网络通信技术引入家电设备后形成的家电产品,具有智能控制、智能感知及智能应用的特征,智能家电设备的运作过程往往依赖于物联网、互联网以及电子芯片等现代技术的应用和处理,例如智能家电设备可以通过连接电子设备,实现用户对智能家电设备的远程控制和管理。In the embodiments of the present disclosure, smart home appliances refer to home appliances formed by introducing microprocessors, sensor technology, and network communication technology into home appliances, and have the characteristics of intelligent control, intelligent perception, and intelligent application. The operation process of smart home appliances is often Relying on the application and processing of modern technologies such as the Internet of Things, the Internet, and electronic chips, for example, smart home appliances can be connected to electronic devices to realize remote control and management of smart home appliances by users.

本公开实施例中,终端设备是指具有无线连接功能的电子设备,终端设备可以通过连接互联网,与如上的智能家电设备进行通信连接,也可以直接通过蓝牙、wifi等方式与如上的智能家电设备进行通信连接。在一些实施例中,终端设备例如为移动设备、电脑、或悬浮车中内置的车载设备等,或其任意组合。移动设备例如可以包括手机、智能家居设备、可穿戴设备、智能移动设备、虚拟现实设备等,或其任意组合,其中,可穿戴设备例如包括:智能手表、智能手环、计步器等。In the embodiments of the present disclosure, a terminal device refers to an electronic device with a wireless connection function. The terminal device can be connected to the Internet to communicate with the above-mentioned smart home appliances, or it can directly communicate with the above-mentioned smart home appliances through Bluetooth, wifi, etc. Make a communication connection. In some embodiments, the terminal device is, for example, a mobile device, a computer, an in-vehicle device built in a hover vehicle, or the like, or any combination thereof. Mobile devices may include, for example, mobile phones, smart home devices, wearable devices, smart mobile devices, virtual reality devices, etc., or any combination thereof, wherein the wearable devices include, for example, smart watches, smart bracelets, pedometers, and the like.

图1是本公开实施例提供的一个用于构建热舒适度模型的方法示意图;结合图1所示,本公开实施例提供一种用于构建热舒适度模型的方法,包括:1 is a schematic diagram of a method for building a thermal comfort model provided by an embodiment of the present disclosure; with reference to FIG. 1 , an embodiment of the present disclosure provides a method for building a thermal comfort model, including:

S11,空调器确定用户在睡眠状态下的人体代谢率及被服表面系数。S11, the air conditioner determines the human body metabolic rate and the clothing surface coefficient of the user in a sleeping state.

S12,空调器根据睡眠状态下的人体代谢率及被服表面系数,建立PMV模型。S12, the air conditioner establishes a PMV model according to the metabolic rate of the human body in the sleeping state and the surface coefficient of the clothing.

S13,空调器计算用于修正PMV模型的第一修正量。S13, the air conditioner calculates a first correction amount for correcting the PMV model.

S14,空调器根据PMV模型及第一修正量,构建SPMV模型。S14, the air conditioner constructs the SPMV model according to the PMV model and the first correction amount.

在本方案中,可以理解地,用户在睡眠状态下的人体代谢率与用户在清醒状态下的人体代谢率并不相同。因此,空调器可以通过获得用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量进行睡眠状态下的人体代谢率的确定。此外,空调器还可以通过获得被服热阻,确定被服表面系数。这里,不同季节下的被服热阻并不相同,相应地被服散热面积也不相同。进一步地,在空调器确定用户在睡眠状态下的人体代谢率及被服表面系数后,空调器可以结合睡眠状态下的人体代谢率及被服表面系数,建立PMV模型。这里,通过结合睡眠状态下的人体代谢率及被服表面系数建立的PMV模型能够在一定程度上表征用户在夜间睡眠状态下的热舒适度情况。进一步地,为了构建更加精准地能够表征用户在夜间睡眠状态下的热舒适度情况的SPMV模型,还需要计算用于修正PMV模型的第一修正量。这里,第一修正量为温度修正量,空调器能够通过第一修正量对PMV模型因环境温度变化而引起的波动情况进行修正。这样,在空调器计算出用于修正PMV模型的第一修正量后,可以结合PMV模型及第一修正量,构建更加精准地能够表征用户在夜间睡眠状态下的热舒适度情况的SPMV模型。In this solution, it can be understood that the metabolic rate of the human body of the user in the sleeping state is different from the metabolic rate of the human body of the user in the awake state. Therefore, the air conditioner can be performed by obtaining the average basal metabolic rate of the user in the waking period before entering the sleep stage, the average heart rate of the user in each sleep stage and the decline ratio of the waking period before entering the sleep stage, and the second correction amount for correcting the metabolic rate model. Determination of the human metabolic rate during sleep. In addition, the air conditioner can also determine the surface coefficient of the clothing by obtaining the thermal resistance of the clothing. Here, the thermal resistance of the quilt in different seasons is not the same, and the heat dissipation area of the quilt is also different accordingly. Further, after the air conditioner determines the user's human body metabolic rate and the clothing surface coefficient in the sleeping state, the air conditioner can combine the human body metabolic rate and the clothing surface coefficient in the sleeping state to establish a PMV model. Here, the PMV model established by combining the metabolic rate of the human body in the sleeping state and the surface coefficient of the clothing can characterize the thermal comfort of the user in the sleeping state at night to a certain extent. Further, in order to construct a SPMV model that can more accurately represent the thermal comfort of the user in a sleep state at night, it is also necessary to calculate a first correction amount for correcting the PMV model. Here, the first correction amount is a temperature correction amount, and the air conditioner can use the first correction amount to correct the fluctuation of the PMV model caused by the change of the ambient temperature. In this way, after the air conditioner calculates the first correction amount for correcting the PMV model, the PMV model and the first correction amount can be combined to construct an SPMV model that can more accurately represent the thermal comfort of the user in the nighttime sleep state.

采用本公开实施例提供的用于构建热舒适度模型的方法,在确定用户睡眠状态下的人体代谢率及被服表面系数后,结合睡眠状态下的人体代谢率及被服表面系数建立PMV模型,并通过计算出的第一修正量对PMV模型进行修正,以得到能够反映用户在夜间睡眠状态下的热舒适度情况的SPMV模型。以此方案,解决了现有PMV模型并不能够表征用户在夜间睡眠状态下的热舒适度情况的弊端,提升了用户睡眠阶段的热舒适度判断的准确性,为用户在睡眠状态下进行空调器控制提供了准确的数据基础,满足用户热舒适度的需求。Using the method for building a thermal comfort model provided by the embodiment of the present disclosure, after determining the human body metabolic rate and the clothing surface coefficient in the user's sleep state, the PMV model is established in combination with the human body metabolic rate and the clothing surface coefficient in the sleeping state, and The PMV model is corrected by the calculated first correction amount, so as to obtain the SPMV model that can reflect the thermal comfort of the user in the sleep state at night. This solution solves the disadvantage that the existing PMV model cannot represent the thermal comfort of the user in the sleep state at night, improves the accuracy of the thermal comfort judgment of the user in the sleep stage, and provides the user with air conditioning in the sleep state. The controller control provides an accurate data base to meet the user's thermal comfort requirements.

可选地,S14,空调器根据PMV模型及第一修正量,构建SPMV模型,包括:Optionally, S14, the air conditioner constructs the SPMV model according to the PMV model and the first correction amount, including:

SPMV=PMV+b(t)SPMV=PMV+b(t)

在本方案中,空调器可以结合PMV模型及第一修正量,构建SPMV模型。其中,b(t)为第一修正量,第一修正量为温度修正量,第一修正量用于对PMV模型因环境温度变化而引起的波动情况进行修正。SPMV模型包括:In this solution, the air conditioner can combine the PMV model and the first correction to construct the SPMV model. Among them, b(t) is the first correction amount, the first correction amount is the temperature correction amount, and the first correction amount is used to correct the fluctuation of the PMV model caused by the change of the ambient temperature. The SPMV model includes:

Figure BDA0003554050490000051
Figure BDA0003554050490000051

其中,M、Icl、W分别表示代谢率、被服热阻以及对外机械功,且对外机械功为0。ta、v、H、tr分别表示环境温度、风速、相对湿度以及平均辐射温度,且平均辐射温度tr与环境温度ta数值相等。Pa、fcl、hc、tcl分别表示水蒸气分压、被服表面系数、对流换热系数以及服装外表面温度。Among them, M, Icl , and W represent metabolic rate, thermal resistance of clothing and external mechanical work, respectively, and external mechanical work is 0. ta , v, H, and tr represent the ambient temperature, wind speed, relative humidity, and average radiation temperature, respectively, and the average radiation temperature tr is equal to the ambient temperatureta . Pa , fcl , hc , and tcl represent the partial pressure of water vapor, the surface coefficient of the clothing, the convective heat transfer coefficient and the outer surface temperature of the clothing, respectively.

采用上述SPMV模型,能够综合考虑人体参数因素、环境因素以及其他关联因素等,更加准确地构建与用户睡眠相关联的热舒适模型,与相关技术中所采用的PMV相比,可准确地反映出用户睡眠状态下实际的舒适度情况。其中,人体参数因素包括代谢率、被服热阻和对外机械功。环境因素包括环境温度、风速、相对湿度和平均辐射温度。其他关联因素包括水蒸气分压、被服表面系数、对流换热系数和服装外表面温度。The use of the above SPMV model can comprehensively consider human parameters, environmental factors and other related factors, and more accurately build a thermal comfort model related to user sleep. Compared with the PMV used in related technologies, it can accurately reflect The actual comfort level of the user in the sleep state. Among them, the parameters of human body include metabolic rate, thermal resistance of clothing and external mechanical work. Environmental factors include ambient temperature, wind speed, relative humidity, and average radiant temperature. Other relevant factors include water vapor partial pressure, clothing surface coefficient, convective heat transfer coefficient and clothing outer surface temperature.

可选地,S13,空调器计算用于修正PMV模型的第一修正量,包括:Optionally, S13, the air conditioner calculates a first correction amount for correcting the PMV model, including:

b(t)=at-cb(t)=at-c

其中,b(t)为第一修正量,a为第一比例系数,t为室内温度,c为第一修正常数。Among them, b(t) is the first correction amount, a is the first proportional coefficient, t is the indoor temperature, and c is the first correction constant.

在本方案中,可以对多个实验数据进行拟合,以获得拟合后的第一修正量的计算公式。这里,拟合后的第一修正量的计算公式具有良好的线性相关性。作为一种示例,在拟合优度R2为0.88的情况下,第一比例系数a为0.2294,第一修正常数c为6.4026。即第一修正量的计算公式为b(t)=0.2294t-6.4026。由此可见,第一修正量与室内温度的变化情况息息相关。以此方案,能够获得更加精准地第一修正量,为SPMV模型的构建过程提供了准确的数据基础。In this solution, a plurality of experimental data can be fitted to obtain a calculation formula of the fitted first correction amount. Here, the calculation formula of the fitted first correction amount has a good linear correlation. As an example, when the goodness of fit R2 is 0.88, the first proportional coefficient a is 0.2294, and the first correction constant c is 6.4026. That is, the calculation formula of the first correction amount is b(t)=0.2294t-6.4026. It can be seen that the first correction amount is closely related to the change of the indoor temperature. With this solution, a more accurate first correction amount can be obtained, which provides an accurate data basis for the construction process of the SPMV model.

图2是本公开实施例提供的一个用于确定用户在睡眠状态下的人体代谢率的方法示意图;结合图2所示,可选地,S11,空调器确定用户在睡眠状态下的人体代谢率,包括:Fig. 2 is a schematic diagram of a method for determining a user's human body metabolic rate in a sleeping state provided by an embodiment of the present disclosure; with reference to Fig. 2, optionally, S11, the air conditioner determines the user's human body metabolic rate in a sleeping state ,include:

S21,空调器获得用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量。S21 , the air conditioner obtains the average basal metabolic rate of the user in the waking period before entering the sleep stage, the average heart rate of the user in each sleep stage and the reduction ratio of the waking period before entering the sleep stage, and the second correction amount for correcting the metabolic rate model.

S22,空调器根据用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量,确定睡眠状态下的人体代谢率。S22, the air conditioner determines sleep according to the average basal metabolic rate of the user in the waking period before entering the sleep stage, the average heart rate of the user in each sleep stage and the reduction ratio of the waking period before entering the sleep stage, and the second correction amount used to correct the metabolic rate model state of the body's metabolic rate.

在本实施例中,用户进入睡眠阶段前清醒期的平均基础代谢率可以为40W/m2。还可以通过多种方式获得用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例:In this embodiment, the average basal metabolic rate in the waking period before the user enters the sleep stage may be 40W/m2 . The ratio of the average heart rate of the user in each sleep stage to the reduction in the waking period before entering the sleep stage can also be obtained in a number of ways:

在第一种方式中,在当前的室内温度为预设温度的情况下,空调器可以获得用户的性别信息、用户当前所处的睡眠周期信息及用户在其睡眠周期内的睡眠阶段信息;从而空调器可以根据预设的对应关系,将与用户的性别信息、用户当前所处的睡眠周期信息及用户在其所处睡眠周期内的睡眠阶段信息相对应的下降比例作为用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例。In the first method, when the current indoor temperature is the preset temperature, the air conditioner can obtain the user's gender information, the user's current sleep cycle information and the user's sleep stage information in the sleep cycle; thus The air conditioner can use the user's gender information, the user's current sleep cycle information, and the user's sleep stage information in the sleep cycle as the average of the user in each sleep stage according to the preset corresponding relationship. The ratio of heart rate to the drop in waking period before entering sleep phase.

在第二种方式中,在环境温度为26℃时,还可以针对男性用户和女性用户在各睡眠阶段与进入睡眠阶段前清醒期的下降比例进行汇总,并结合汇总后的表格数据,获得用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例,具体请参考表1与表2。这里,表1表示男性用户在环境温度为26℃时各睡眠阶段与进入睡眠阶段前清醒期的下降比例。表2表示女性用户在环境温度为26℃时各睡眠阶段与进入睡眠阶段前清醒期的下降比例。其中,W/m2为人体新陈代谢单位。In the second method, when the ambient temperature is 26°C, it is also possible to summarize the decline ratio of male users and female users in each sleep stage and the waking period before entering the sleep stage, and combine the summarized table data to obtain user The average heart rate in each sleep stage and the reduction ratio of the waking period before entering the sleep stage, please refer to Table 1 and Table 2 for details. Here, Table 1 shows the reduction ratio of each sleep stage and the awake period before entering the sleep stage when the ambient temperature of the male user is 26°C. Table 2 shows the reduction ratio of female users in each sleep stage and the waking period before entering the sleep stage when the ambient temperature is 26°C. Among them, W/m2 is the metabolic unit of human body.

表1Table 1

男性maleWWN1N1N2N2N3N3RR第一睡眠周期first sleep cycle007.13%7.13%15.66%15.66%15.83%15.83%9.62%9.62%第二睡眠周期second sleep cycle12%12%16.05%16.05%20.91%20.91%20.9%20.9%16.03%16.03%

表2Table 2

女性femaleWWN1N1N2N2N3N3RR第一睡眠周期first sleep cycle007.65%7.65%10.91%10.91%11.93%11.93%2.83%2.83%第二睡眠周期second sleep cycle3%3%14.9%14.9%18.86%18.86%17.81%17.81%12.21%12.21%

表1与表2中,W表示清醒期,N1表示浅睡期,N2/N3表示深睡期,R表示快速眼动期。第一睡眠周期被定义为用户入睡后的2.5小时。第二睡眠周期被定义为用户进入睡眠后除第一睡眠周期以外的其他睡眠阶段的时长。In Table 1 and Table 2, W represents the awake period, N1 represents the light sleep period, N2/N3 represents the deep sleep period, and R represents the rapid eye movement period. The first sleep cycle is defined as 2.5 hours after the user falls asleep. The second sleep cycle is defined as the duration of other sleep stages except the first sleep cycle after the user enters sleep.

由以上实验数据可知,用户在环境温度为26℃的环境中进入睡眠后,在不同的睡眠阶段,用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例f具有较大差异。由此,导致代谢率M数值也存在差异。由于影响SPMV模型输出量的因素包括有代谢率M,根据该SPMV模型所获得地用户在不同的睡眠阶段的舒适度值必然产生浮动,甚至出现超出舒适度上限阈值或者小于舒适度下限阈值的情况。与此同时,影响SPMV模型输出量的因素还包括环境温度、相对湿度、风速等。因此,在代谢率M发生变化且导致SPMV模型输出量超出预设范围时,可通过对环境温度、相对湿度和风速三种参数进行调控,以使经调控后再次获得的SPMV模型输出量位于预设范围内,从而提升用户睡眠阶段的舒适度。其中,预设范围为[舒适度下限阈值,舒适度上限阈值]。需要说明的是,舒适度下限阈值和舒适度上限阈值可根据用户需求设定。例如,舒适度下限阈值为-0.3,舒适度上限阈值为0.3。或者,舒适度下限阈值为-0.5,舒适度上限阈值为0.5。此外,在SPMV模型输出量高于舒适度上限阈值时,表明用户产生热感。且SPMV模型输出量与舒适度上限阈值的差值越大,用户的热感越强烈。在SPMV模型输出量低于舒适度下限阈值时,表明用户产生冷感。且SPMV模型输出量与舒适度下限阈值的差值的绝对值越大,用户的冷感越强烈。It can be seen from the above experimental data that after the user enters sleep in an environment with an ambient temperature of 26°C, in different sleep stages, the average heart rate of the user in each sleep stage and the reduction ratio f of the waking period before entering the sleep stage are quite different. As a result, the metabolic rate M values also differ. Since the factors affecting the output of the SPMV model include the metabolic rate M, the comfort level of the user in different sleep stages obtained according to the SPMV model will inevitably fluctuate, and even exceed the upper threshold of comfort or be smaller than the lower threshold of comfort. . At the same time, the factors that affect the output of the SPMV model also include ambient temperature, relative humidity, and wind speed. Therefore, when the metabolic rate M changes and the output of the SPMV model exceeds the preset range, the three parameters of ambient temperature, relative humidity and wind speed can be adjusted so that the output of the SPMV model obtained again after adjustment is within the preset range. within the set range, thereby improving the comfort of the user's sleep stage. Among them, the preset range is [the lower threshold of comfort, the upper threshold of comfort]. It should be noted that the lower threshold for comfort and the upper threshold for comfort may be set according to user requirements. For example, the lower threshold for comfort is -0.3 and the upper threshold for comfort is 0.3. Alternatively, the lower threshold for comfort is -0.5 and the upper threshold for comfort is 0.5. In addition, when the output of the SPMV model is higher than the upper threshold of comfort, it indicates that the user feels thermal. And the greater the difference between the output of the SPMV model and the upper threshold of comfort, the stronger the user's thermal sensation. When the output of the SPMV model is lower than the lower threshold of comfort, it indicates that the user feels cold. And the greater the absolute value of the difference between the output of the SPMV model and the lower threshold of comfort, the stronger the coldness of the user.

在第三种方式中,还可以通过以下方式确定用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例:In the third method, the ratio of the average heart rate of the user in each sleep stage to the awake period before entering the sleep stage can also be determined in the following ways:

f=Ci·(t-26)+f(26)f=Ci ·(t-26)+f(26)

其中,f为用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例,Ci为第三比例系数,且其数值与睡眠周期相关联。在睡眠周期为第一睡眠周期时,C1=-0.0086。在睡眠周期为第二睡眠周期时,C2=-0.0203。t为室内温度,可以通过空调器关联的温度传感器检测获得,也可以通过空调器关联的终端设备采集天气信息后获得。Among them, f is the ratio of the average heart rate of the user in each sleep stage to the reduction ratio of the waking period before entering the sleep stage, and Ci is the third proportional coefficient, and its value is related to the sleep cycle. When the sleep cycle is the first sleep cycle, C1 =-0.0086. When the sleep cycle is the second sleep cycle, C2 =-0.0203. t is the indoor temperature, which can be detected by a temperature sensor associated with the air conditioner, or obtained by collecting weather information through a terminal device associated with the air conditioner.

以此方案,能够在空调器获得用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量后,通过用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量,确定更加精准地睡眠状态下的人体代谢率。With this solution, the air conditioner can obtain the average basal metabolic rate of the user in the waking period before entering the sleep stage, the average heart rate of the user in each sleep stage and the reduction ratio of the waking period before entering the sleep stage, and the second correction for correcting the metabolic rate model. After the user enters the sleep stage, the average basal metabolic rate of the waking period before the user enters the sleep stage, the average heart rate of the user in each sleep stage and the decline ratio of the waking period before entering the sleep stage, and the second correction amount used to correct the metabolic rate model, the determination is more accurate. Metabolic rate of the human body during sleep.

可选地,S22,空调器根据用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量,确定睡眠状态下的人体代谢率,包括:Optionally, S22, the air conditioner is based on the average basal metabolic rate of the user in the waking period before entering the sleep stage, the average heart rate of the user in each sleep stage and the decline ratio of the waking period before entering the sleep stage, and the second correction for correcting the metabolic rate model. amount to determine the body's metabolic rate during sleep, including:

M=MB·[1-c(t)·f]M =MB ·[1-c(t)·f]

其中,M为睡眠状态下的人体代谢率,MB为用户进入睡眠阶段前清醒期的平均基础代谢率,c(t)为第二修正量,f为用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例。Among them, M is the metabolic rate of the human body in the sleep state, MB is the average basal metabolic rate of the user in the waking period before entering the sleep stage, c(t) is the second correction amount, and f is the average heart rate of the user in each sleep stage and entering sleep. Decrease in the proportion of pre-stage wakefulness.

在本实施例中,由上述论述可知,f=Ci·(t-26)+f(26)。因此,还可以推导出睡眠状态下的人体代谢率为:M=MB·{1-c(t)·[(t-26)·Ci+f(26)]}。需要说明的是,前述公式不适用于第二睡眠周期清醒期代谢率的计算以及不适用于处于极端低温或者极端高温环境下代谢率的计算。以此方案,能够通过用户进入睡眠阶段前清醒期的平均基础代谢率、用户在各睡眠阶段平均心率与进入睡眠阶段前清醒期的下降比例及用于修正代谢率模型的第二修正量,确定更加精准地睡眠状态下的人体代谢率。In this embodiment, as can be seen from the above discussion, f=Ci ·(t-26)+f(26). Therefore, the metabolic rate of the human body in the sleep state can also be deduced:M =MB·{1-c(t)·[(t-26)·Ci +f(26)]}. It should be noted that the foregoing formula is not applicable to the calculation of the metabolic rate in the wake-up period of the second sleep cycle and is not applicable to the calculation of the metabolic rate in an environment of extreme low temperature or extreme high temperature. In this scheme, the average basal metabolic rate in the waking period before the user enters the sleep stage, the average heart rate of the user in each sleep stage and the reduction ratio of the waking period before entering the sleep stage, and the second correction amount used to correct the metabolic rate model can be determined. More accurate human metabolic rate in sleep state.

可选地,可以通过以下方式确定第二修正量:Optionally, the second correction amount can be determined in the following manner:

C(t)=kt-zC(t)=kt-z

其中,C(t)为第二修正量,k为第二比例系数,t为室内温度,z为第二修正常数。Among them, C(t) is the second correction amount, k is the second proportional coefficient, t is the indoor temperature, and z is the second correction constant.

在本方案中,可以对多个实验数据进行拟合,以获得拟合后的第二修正量的计算公式。这里,拟合后的第二修正量的计算公式具有良好的线性相关性。作为一种示例,在拟合优度R2为0.99的情况下,第二比例系数k为0.425,第二修正常数z为9.9283。即第二修正量的计算公式为C(t)=0.425t-9.9283。由此可见,第二修正量与室内温度的变化情况息息相关。以此方案,能够获得更加精准地第二修正量,为人体代谢率模型的构建过程提供了准确的数据基础。In this solution, a plurality of experimental data can be fitted to obtain a calculation formula of the fitted second correction amount. Here, the calculation formula of the second correction amount after fitting has a good linear correlation. As an example, when the goodness of fit R2 is 0.99, the second proportional coefficient k is 0.425, and the second correction constant z is 9.9283. That is, the calculation formula of the second correction amount is C(t)=0.425t-9.9283. It can be seen that the second correction amount is closely related to the change of the indoor temperature. In this way, a more accurate second correction amount can be obtained, which provides an accurate data basis for the construction process of the human metabolic rate model.

图3是本公开实施例提供的一个用于确定被服表面系数的方法示意图;结合图3所示,S11,空调器确定用户在睡眠状态下的人体代谢率及被服表面系数,包括:3 is a schematic diagram of a method for determining a clothing surface coefficient provided by an embodiment of the present disclosure; as shown in FIG. 3, S11, the air conditioner determines the user's human body metabolic rate and the clothing surface coefficient in a sleeping state, including:

S31,空调器获得被服热阻;S31, the air conditioner obtains the thermal resistance of the quilt;

S32,空调器根据被服热阻,确定被服表面系数。S32, the air conditioner determines the surface coefficient of the clothing according to the thermal resistance of the clothing.

可选地,S32,空调器根据被服热阻,确定被服表面系数,包括:Optionally, in S32, the air conditioner determines the surface coefficient of the clothing according to the thermal resistance of the clothing, including:

fcl=0.75(1+0.2Icl)fcl =0.75(1+0.2Icl )

其中,fcl为被服表面系数,Icl为被服热阻。Among them, fcl is the surface coefficient of the quilt, and Icl is the thermal resistance of the quilt.

在本实施例中,不同季节下的被服厚度及被服覆盖面积不同,相应地被服热阻也不相同。因此,空调器可以结合已获得的被服热阻确定被服表面系数。在另外一种示例中,空调器还可以获得当前的季节信息及用户处于睡眠状态时的裸露部位;并根据当前的季节信息确定被服散热面积;从而根据用户处于睡眠状态时的裸露部位及被服散热面积,确定被服表面系数。具体地,空调可以根据预设的对应关系,将与用户处于睡眠状态时的裸露部位及被服散热面积相对应的被服表面系数,确定为被服表面系数。在另外一种示例中,被服表面系数还可以通过查表的方式确定。待查询表格中可存储有用户在不同被服下的被服表面系数。在一种优化的方案中,空调器还可以获得当前的季节信息及用户处于睡眠状态时的裸露面积;并根据当前的季节信息确定被服散热面积;从而将被服散热面积与用户处于睡眠状态时的裸露面积的比值作为被服表面系数。这样,能够通过多种方式确定更加精准地被服表面系数。In this embodiment, the thickness of the quilt and the covering area of the quilt in different seasons are different, and the thermal resistance of the quilt is also different accordingly. Therefore, the air conditioner can determine the surface coefficient of the suit in combination with the obtained thermal resistance of the suit. In another example, the air conditioner can also obtain the current season information and the exposed parts of the user when the user is sleeping; and determine the heat dissipation area of the clothing according to the current season information; so as to dissipate heat according to the exposed parts of the user and the clothing when the user is sleeping area, determine the surface coefficient of the suit. Specifically, the air conditioner may determine the clothing surface coefficient corresponding to the exposed part of the user and the heat dissipation area of the clothing as the clothing surface coefficient according to the preset corresponding relationship. In another example, the clothing surface coefficient can also be determined by looking up a table. The table to be queried can store the clothing surface coefficients of the user under different clothing. In an optimized solution, the air conditioner can also obtain the current season information and the exposed area when the user is in a sleeping state; and determine the heat dissipation area of the clothing according to the current seasonal information; so as to compare the heat dissipation area of the clothing with the exposed area when the user is in a sleeping state. The ratio of the exposed area is used as the clothing surface coefficient. In this way, more accurate clothing surface coefficients can be determined in various ways.

可选地,S12,空调器根据睡眠状态下的人体代谢率及被服表面系数,建立PMV模型,包括:Optionally, in S12, the air conditioner establishes a PMV model according to the metabolic rate of the human body in the sleeping state and the surface coefficient of the clothing, including:

Figure BDA0003554050490000111
Figure BDA0003554050490000111

在本实施例中,M、Icl、W分别表示代谢率、被服热阻以及对外机械功,且对外机械功为0。ta、v、H、tr分别表示环境温度、风速、相对湿度以及平均辐射温度,且平均辐射温度tr与环境温度ta数值相等。Pa、fcl、hc、tcl分别表示水蒸气分压、被服表面系数、对流换热系数以及服装外表面温度。具体地,水蒸气分压Pa根据环境温度以及相对湿度确定,采用以下公式计算:In this embodiment, M, Icl , and W represent metabolic rate, thermal resistance of clothing and external mechanical work, respectively, and external mechanical work is 0. ta , v, H, and tr represent the ambient temperature, wind speed, relative humidity, and average radiation temperature, respectively, and the average radiation temperature tr is equal to the ambient temperatureta . Pa , fcl , hc , and tcl represent the partial pressure of water vapor, the surface coefficient of the clothing, the convective heat transfer coefficient and the outer surface temperature of the clothing, respectively. Specifically, the water vapor partial pressurePa is determined according to the ambient temperature and relative humidity, and is calculated by the following formula:

Figure BDA0003554050490000112
Figure BDA0003554050490000112

具体地,对流换热系数根据环境温度、平均辐射温度以及风速确定,具体采用以下公式计算:Specifically, the convective heat transfer coefficient is determined according to the ambient temperature, average radiation temperature and wind speed, and is calculated by the following formula:

Figure BDA0003554050490000113
Figure BDA0003554050490000113

具体地,服装外表面温度具体采用以下公式计算:Specifically, the outer surface temperature of the garment is calculated by the following formula:

tcl=35.7-0.0275(M-W)-0.155Icl[(M-W)-3.05(5.73-0.007(M-W)-Pa)-tcl =35.7-0.0275(MW)-0.155Icl [(MW)-3.05(5.73-0.007(MW)-Pa )-

0.42{(M-W)-58.15}-0.0173M(5.87-Pa)-0.0014M(34-ta)]0.42{(MW)-58.15}-0.0173M(5.87-Pa )-0.0014M(34-ta )]

以此方案,空调器能够结合睡眠状态下的人体代谢率及被服表面系数,建立PMV模型。In this way, the air conditioner can combine the metabolic rate of the human body and the surface coefficient of the clothing in the sleep state to establish a PMV model.

图4是本公开实施例提供的一个用于控制空调器的方法示意图;结合图4所示,本公开实施例提供一种用于控制空调器的方法,包括:4 is a schematic diagram of a method for controlling an air conditioner provided by an embodiment of the present disclosure; with reference to FIG. 4 , an embodiment of the present disclosure provides a method for controlling an air conditioner, including:

S41,空调器获取空调器相关联的用户在睡眠阶段的当前睡眠状态。S41, the air conditioner acquires the current sleep state of the user associated with the air conditioner in the sleep stage.

S42,空调器获得用户相关联的SPMV模型的当前舒适度值。该当前舒适度值由SPMV模型输出量确定。S42, the air conditioner obtains the current comfort level value of the SPMV model associated with the user. This current comfort level is determined by the SPMV model output.

S43,空调器在当前舒适度值与预设舒适度值不匹配的情况下,根据当前睡眠状态,执行与当前睡眠状态对应的环境控制策略,以使经调节后的当前舒适度值与预设舒适度相匹配。S43: In the case that the current comfort level value does not match the preset comfort level value, the air conditioner executes an environmental control strategy corresponding to the current sleep state according to the current sleep state, so that the adjusted current comfort level value matches the preset comfort level value. Comfort to match.

在本方案中,空调器可通过与该空调器通信连接的睡眠监测设备获取用户在睡眠阶段的当前睡眠状态。作为一种示例,睡眠监测设备为睡眠枕,睡眠枕对用户睡眠阶段的运动强度进行检测,并根据运动强度确定用户的当前睡眠状态。作为一种示例,睡眠监测设备为智能手表,且智能手表被佩戴于用户腕部。智能手表配置有陀螺仪传感器以及心率传感器,陀螺仪传感器用于检测手腕的动作幅度和频率,心率传感器用于检测用户的心率值。智能手表获取手腕的动作幅度和频率以及心率值,并进行分析处理,生成用户的当前睡眠状态。对于空调器获取用户在睡眠阶段的当前睡眠状态的方式,本公开实施例对此可不做具体限定。In this solution, the air conditioner can obtain the current sleep state of the user in the sleep stage through a sleep monitoring device that is communicatively connected to the air conditioner. As an example, the sleep monitoring device is a sleep pillow, the sleep pillow detects the exercise intensity of the user in the sleep stage, and determines the current sleep state of the user according to the exercise intensity. As an example, the sleep monitoring device is a smart watch, and the smart watch is worn on the user's wrist. The smart watch is equipped with a gyroscope sensor and a heart rate sensor. The gyroscope sensor is used to detect the movement amplitude and frequency of the wrist, and the heart rate sensor is used to detect the user's heart rate value. The smart watch obtains the movement amplitude and frequency of the wrist, as well as the heart rate value, and analyzes it to generate the current sleep state of the user. The embodiments of the present disclosure may not specifically limit the manner in which the air conditioner obtains the current sleep state of the user in the sleep stage.

进一步地,空调器按照以下方式获得用户相关联的SPMV模型的当前舒适度值:获取用户的体征参数和用户所在环境的环境参数。将体征参数和环境参数输入至SPMV模型获得SPMV模型输出量,并将该SPMV模型输出量作为用户的当前舒适度值。其中,体征参数包括代谢率、被服热阻。环境参数包括环境温度、风速和相对湿度。可以理解地,在空调器对环境温度、风速和/或相对湿度中的一个或者多个进行调节后,可将更新后的环境参数输入至SPMV模型,以实现对用户的舒适度值的更新。Further, the air conditioner obtains the current comfort level value of the SPMV model associated with the user in the following manner: obtaining physical parameters of the user and environmental parameters of the environment where the user is located. The physical parameters and environmental parameters are input into the SPMV model to obtain the output of the SPMV model, and the output of the SPMV model is taken as the current comfort level of the user. Among them, physical parameters include metabolic rate, thermal resistance of clothing. Environmental parameters include ambient temperature, wind speed and relative humidity. It can be understood that after the air conditioner adjusts one or more of the ambient temperature, wind speed and/or relative humidity, the updated ambient parameters can be input into the SPMV model to update the user's comfort level.

采用本公开实施例提供的用于控制空调器的方法,通过SPMV模型输出量可准确地获知用户的当前舒适度值,当当前舒适度值与预设舒适度值不匹配时,执行与当前睡眠状态对应的环境控制策略,以使经调控后所获得SPMV模型输出量能够与预设舒适度值相匹配,使空调器能够根据用户睡眠阶段的舒适度需求对环境进行动态调控。该方法提升了用户睡眠阶段的舒适度判断的准确性,满足用户的舒适度需求。With the method for controlling an air conditioner provided by the embodiment of the present disclosure, the current comfort level of the user can be accurately obtained through the output of the SPMV model, and when the current comfort level does not match the preset comfort level The environment control strategy corresponding to the state, so that the output of the SPMV model obtained after adjustment can match the preset comfort value, so that the air conditioner can dynamically adjust the environment according to the user's sleep stage comfort requirements. The method improves the accuracy of judging the comfort level of the user's sleep stage and meets the comfort level of the user.

可选地,S43,空调器根据当前睡眠状态,执行与当前睡眠状态对应的环境控制策略,包括:Optionally, S43, the air conditioner executes an environmental control strategy corresponding to the current sleep state according to the current sleep state, including:

空调器在当前睡眠状态表示用户入睡的情况下,获取用户的睡眠迁移状态以及当前睡眠状态相关联的睡眠期;空调器根据睡眠迁移状态以及睡眠期,调节用户相关联的环境的温湿度值和/或风速。When the current sleep state indicates that the user is asleep, the air conditioner obtains the user's sleep transition state and the sleep period associated with the current sleep state; the air conditioner adjusts the temperature and humidity values of the environment associated with the user according to the sleep transition state and the sleep period. / or wind speed.

在本实施例中,睡眠迁移状态表示用户在某睡眠期内且在相邻睡眠阶段间切换。睡眠期表示用户睡眠时所处的睡眠周期。一完整的睡眠周期由时序连续的清醒、浅睡、深睡和快速眼动构成。不同的睡眠周期内,清醒、浅睡、深睡和快速眼动的持续时长具有差异。清醒、浅睡、深睡和快速眼动表示不同的睡眠阶段。这样,该方法实时地获取用户在睡眠阶段的睡眠迁移状态以及所处的睡眠期,并根据前述睡眠迁移状态和睡眠期,对用户所在的环境的温湿度值和/或风速进行相应地调控,以使经调控后所获得的SPMV模型输出量位于预设范围内,从而满足用户睡眠阶段的舒适度需求。In this embodiment, the sleep transition state indicates that the user switches between adjacent sleep stages within a certain sleep period. The sleep period represents the sleep cycle in which the user sleeps. A complete sleep cycle consists of consecutive wakefulness, light sleep, deep sleep and rapid eye movement. The duration of wakefulness, light sleep, deep sleep, and REM varies among different sleep cycles. Awake, light sleep, deep sleep, and rapid eye movement represent different sleep stages. In this way, the method acquires the sleep transition state of the user in the sleep stage and the sleep period in real time, and adjusts the temperature and humidity value and/or wind speed of the environment where the user is located according to the aforementioned sleep transition state and sleep period. So that the output of the SPMV model obtained after regulation is within a preset range, so as to meet the comfort requirements of the user's sleep stage.

可选地,空调器在当前舒适度值大于舒适度上限阈值的情况下,根据睡眠迁移状态以及睡眠期,调节用户相关联的环境的温湿度值和/或风速,包括:Optionally, when the current comfort level is greater than the comfort level upper threshold, the air conditioner adjusts the temperature and humidity values and/or wind speed of the environment associated with the user according to the sleep transition state and the sleep period, including:

空调器在睡眠迁移状态表示睡眠切换且睡眠期表示处于第一睡眠周期的情况下,控制风机增大风速。空调器在睡眠期表示处于第二睡眠周期且睡眠迁移状态表示持续处于当前睡眠阶段的情况下,降低环境的温度值,并控制风机降低风速。The air conditioner controls the fan to increase the wind speed when the sleep transition state indicates sleep switching and the sleep period indicates the first sleep cycle. When the sleep period indicates that the air conditioner is in the second sleep cycle and the sleep transition state indicates that the air conditioner is continuously in the current sleep stage, the air conditioner reduces the temperature value of the environment, and controls the fan to reduce the wind speed.

这样,在确定睡眠切换且用户处于第一睡眠周期时,说明用户已进入睡眠阶段。经过大量实验获知,与调节环境温湿度值相比,调节风速能够使更新的SPMV模型输出量更快速地降低。因此,空调器在用户已进入睡眠阶段的情况下,控制风机增大风速,以实现对SPMV模型输出量地快速调控。在确定用户持续处于当前睡眠阶段且用户处于第二睡眠周期时,说明用户睡眠较为平稳,用户体温小幅度下降。为降低风机运行所产生的噪音对用户的睡眠产生干扰,空调器控制风机降低风速。与此同时,为保持SPMV模型输出量位于预设范围内,空调器对环境温度进行调控。In this way, when the sleep switching is determined and the user is in the first sleep cycle, it means that the user has entered the sleep stage. After a large number of experiments, it is known that adjusting the wind speed can reduce the output of the updated SPMV model more quickly than adjusting the ambient temperature and humidity values. Therefore, when the user has entered the sleep stage, the air conditioner controls the fan to increase the wind speed, so as to realize the rapid regulation of the output of the SPMV model. When it is determined that the user is continuously in the current sleep stage and the user is in the second sleep cycle, it means that the user's sleep is relatively stable, and the user's body temperature drops slightly. In order to reduce the noise generated by the fan operation and interfere with the user's sleep, the air conditioner controls the fan to reduce the wind speed. At the same time, in order to keep the output of the SPMV model within the preset range, the air conditioner controls the ambient temperature.

可选地,控制风机增大风速,包括:控制风机由初始风速以第一预设变化率升高。控制风机降低风速,包括:控制风机以第二预设变化率降低风速,直至降至初始风速;其中,第一预设变化率大于或者等于0.3米/秒且小于或者等于0.5米/秒。第二预设变化率大于或者等于0.3米/秒且小于或者等于0.5米/秒。Optionally, controlling the fan to increase the wind speed includes: controlling the fan to increase from the initial wind speed at a first preset rate of change. Controlling the fan to reduce the wind speed includes: controlling the fan to reduce the wind speed at a second preset rate of change until it falls to the initial wind speed; wherein the first preset rate of change is greater than or equal to 0.3 m/s and less than or equal to 0.5 m/s. The second preset rate of change is greater than or equal to 0.3 m/sec and less than or equal to 0.5 m/sec.

这样,风机在运行过程中会产生噪声,特别在风机以较高风速运行的场景中。为减低风机运行噪声对用户睡眠的影响,空调器可设置风机风速的预设风速范围。同时,在控制风机升高风速和降低风速过程中,若升速或降速过快,则影响用户的睡眠。因此,可设置第一预设变化率,使风速缓慢升速或者降速。前述预设风速范围为[0.1,1.2]米/秒。In this way, the fan will generate noise during operation, especially in the scenario where the fan runs at a high wind speed. In order to reduce the influence of the noise of the fan operation on the user's sleep, the air conditioner can set the preset wind speed range of the fan speed. Meanwhile, in the process of controlling the fan to increase the wind speed and decrease the wind speed, if the speed is increased or decreased too fast, the sleep of the user will be affected. Therefore, the first preset rate of change can be set to slowly increase or decrease the wind speed. The aforementioned preset wind speed range is [0.1, 1.2] m/s.

可选地,空调器在当前舒适度值小于舒适度下限阈值的情况下,根据睡眠迁移状态以及睡眠期,调节用户相关联的环境的温湿度值和/或风速,包括:Optionally, when the current comfort level is less than the lower threshold of comfort level, the air conditioner adjusts the temperature and humidity value and/or wind speed of the environment associated with the user according to the sleep transition state and the sleep period, including:

空调器在睡眠迁移状态表示睡眠切换且睡眠期表示处于第一睡眠周期的情况下,控制风机降低风速,并保持环境的温湿度值。空调器在睡眠期表示处于第二睡眠周期且睡眠迁移状态表示持续处于当前睡眠阶段的情况下,控制风机升高风速。When the sleep transition state indicates sleep switching and the sleep period indicates that the air conditioner is in the first sleep cycle, the air conditioner controls the fan to reduce the wind speed and maintain the temperature and humidity value of the environment. The air conditioner controls the fan to increase the wind speed when the sleep period indicates that the air conditioner is in the second sleep cycle and the sleep transition state indicates that the air conditioner is continuously in the current sleep stage.

这样,在当前舒适度值小于舒适度下限阈值时,说明SPMV模型输出量偏低。空调器在确定用户睡眠切换且处于第二睡眠周期时,可通过降低风速来进行输出量的调控。与此同时,空调器保持环境的温湿度值不变。在确定用户处于第二睡眠周期且用户持续处于当前睡眠阶段时,为使SPMV模型输出量由舒适度下限阈值降至预设范围内,空调器控制风机升高风速。In this way, when the current comfort value is less than the lower threshold of comfort, it means that the output of the SPMV model is low. When the air conditioner determines that the user is in a sleep switch and is in the second sleep cycle, the air conditioner can adjust the output by reducing the wind speed. At the same time, the air conditioner keeps the temperature and humidity of the environment unchanged. When it is determined that the user is in the second sleep cycle and the user continues to be in the current sleep stage, in order to reduce the output of the SPMV model from the lower comfort level threshold to a preset range, the air conditioner controls the fan to increase the wind speed.

可选地,在当前舒适度值小于舒适度下限阈值的情况下,空调器根据睡眠迁移状态以及睡眠期,调节用户相关联的环境的温湿度值和/或风速,包括:Optionally, when the current comfort level is less than the lower threshold of comfort level, the air conditioner adjusts the temperature and humidity value and/or wind speed of the environment associated with the user according to the sleep transition state and the sleep period, including:

空调器在睡眠迁移状态表示睡眠切换且睡眠期表示处于第一睡眠周期的情况下,控制风机降低风速,并保持环境的温湿度值。空调器在睡眠期表示处于第二睡眠周期且睡眠迁移状态表示持续处于当前睡眠阶段的情况下,控制风机升高风速。空调器重新获取新的当前舒适度值。空调器在新的当前舒适度值大于舒适度上限阈值的情况下,控制环境的温度以第一预设温度变化量降低。空调器在新的当前舒适度值小于舒适度下限阈值的情况下,控制环境的温度以第二预设温度变化量升高,并控制环境的相对湿度至预设相对湿度范围内。其中,预设相对湿度范围为[50%RH,65%RH]。When the sleep transition state indicates sleep switching and the sleep period indicates that the air conditioner is in the first sleep cycle, the air conditioner controls the fan to reduce the wind speed and maintain the temperature and humidity value of the environment. The air conditioner controls the fan to increase the wind speed when the sleep period indicates that the air conditioner is in the second sleep cycle and the sleep transition state indicates that the air conditioner is continuously in the current sleep stage. The air conditioner regains the new current comfort level. When the new current comfort level value of the air conditioner is greater than the comfort level upper threshold value, the temperature of the control environment is decreased by the first preset temperature change amount. The air conditioner controls the temperature of the environment to increase by the second preset temperature change amount when the new current comfort level value is less than the lower limit threshold value of the comfort level, and controls the relative humidity of the environment to be within a preset relative humidity range. The preset relative humidity range is [50%RH, 65%RH].

这样,经实验获知,在风速和相对湿度保持不变的情况下,SPMV模型输出量的变化量与温度的变化量呈正相关。具体地,温度升高1℃,SPMV模型输出量升高幅度约为0.5~0.6。温度下降1℃,SPMV模型输出量下降幅度约为0.5~0.6。基于以上实验数据,空调器在当前舒适度值大于舒适度上限阈值时,控制环境的温度以第一预设温度变化量降低,以使SPMV模型输出量小幅度下降。在当前舒适度值小于舒适度下限阈值时,控制环境的温度以第二预设温度变化量升高,并控制环境的相对湿度至预设相对湿度范围内,既调控SPMV模型输出量,又使调控后的相对湿度满足用户的舒适度需求。In this way, it is known through experiments that the variation of the output of the SPMV model is positively correlated with the variation of the temperature when the wind speed and relative humidity remain unchanged. Specifically, when the temperature increases by 1°C, the output of the SPMV model increases by about 0.5 to 0.6. When the temperature drops by 1°C, the output of the SPMV model decreases by about 0.5 to 0.6. Based on the above experimental data, when the current comfort level of the air conditioner is greater than the comfort level upper threshold, the temperature of the control environment is decreased by the first preset temperature change, so that the output of the SPMV model decreases slightly. When the current comfort value is less than the lower threshold of comfort, the temperature of the control environment is increased by the second preset temperature change, and the relative humidity of the environment is controlled to be within the preset relative humidity range, which not only regulates the output of the SPMV model, but also makes The regulated relative humidity meets the user's comfort requirements.

可选地,本公开实施例还提供一种用于控制空调器的方法,包括:Optionally, an embodiment of the present disclosure further provides a method for controlling an air conditioner, including:

空调器获取空调器相关联的用户在睡眠阶段的当前睡眠状态;空调器获得用户相关联的SPMV模型的当前舒适度值;空调器在当前舒适度值与预设舒适度值不匹配的情况下,获得用户相关联的环境参数的优先级,环境参数包括风速、相对湿度以及温度,以根据环境参数的优先级,对用户相关联的环境进行调控。The air conditioner obtains the current sleep state of the user associated with the air conditioner in the sleep stage; the air conditioner obtains the current comfort level value of the SPMV model associated with the user; the air conditioner obtains the current comfort level value that does not match the preset comfort level value , to obtain the priority of the environmental parameters associated with the user. The environmental parameters include wind speed, relative humidity, and temperature, so as to control the environment associated with the user according to the priority of the environmental parameters.

在本实施例中,因影响SPMV模型的输出量的因素较多,为兼顾空调器的调控效率以及能耗,空调器可预设环境参数的优先级。作为一种示例,优先级由高到低为风速、相对湿度、温度。作为另一种示例,优先级由高到低为风速、温度、相对湿度。可以理解地,由于调整风速对SPMV模型的输出量的变化量要高于调整温湿度对SPMV模型的输出量的变化量,并且环境温温度和相对湿度的升降需要时间,因此,将风速确定为最高优先级;空调器根据当前睡眠状态,执行与当前睡眠状态对应的环境控制策略,以使经调节后的当前舒适度值与预设舒适度相匹配。In this embodiment, since there are many factors affecting the output of the SPMV model, in order to take into account the regulation efficiency and energy consumption of the air conditioner, the air conditioner can preset the priority of the environmental parameters. As an example, the priorities from high to low are wind speed, relative humidity, and temperature. As another example, the priorities from high to low are wind speed, temperature, and relative humidity. Understandably, since the change of the output of the SPMV model by adjusting the wind speed is higher than the change of the output of the SPMV model by adjusting the temperature and humidity, and the rise and fall of the ambient temperature and relative humidity takes time, therefore, the wind speed is determined as The highest priority; the air conditioner executes an environmental control strategy corresponding to the current sleep state according to the current sleep state, so that the adjusted current comfort level matches the preset comfort level.

采用本公开实施例提供的用于控制空调器的方法,既有效地提升用户睡眠阶段的舒适度判断的准确性,又提高空调器的环境调控效率。并且降低能耗。可以理解地,风速、温度、相对湿度三种类型的环境参数。空调器在实际调控过程中,若仅调控其中一项环境参数,无法使SPMV模型的输出量落入预设舒适度范围内,可调控其他两项环境参数或者调控其他两项中任一项环境参数,以调控SPMV模型的输出量。具体地,风速偏大将影响用户睡眠,因此,设置预设风速范围为0.1m/s~1.2m/s。相对湿度过高或者过低会造成用户不适,设置预设相对湿度范围为40%~70%。Using the method for controlling an air conditioner provided by the embodiments of the present disclosure not only effectively improves the accuracy of judging the comfort level of the user in the sleep stage, but also improves the environmental regulation efficiency of the air conditioner. and reduce energy consumption. Understandably, there are three types of environmental parameters: wind speed, temperature, and relative humidity. In the actual control process of the air conditioner, if only one of the environmental parameters is regulated, the output of the SPMV model cannot fall within the preset comfort level range, and the other two environmental parameters can be regulated or any one of the other two environmental parameters can be regulated. parameters to regulate the output of the SPMV model. Specifically, if the wind speed is too high, the user's sleep will be affected. Therefore, the preset wind speed range is set to be 0.1m/s to 1.2m/s. If the relative humidity is too high or too low, it will cause discomfort to the user. The preset relative humidity range is 40% to 70%.

在实际应用中,空调器与睡眠枕通信连接,睡眠枕实时向空调器传输用户的当前睡眠状态。风机的初始风速为0.1m/s。第一预设变化率为0.3m/s。舒适度下限阈值以及舒适度上限阈值分别为-0.3,0.3。用于控制空调器的方法具体如下:In practical applications, the air conditioner is connected to the sleep pillow in communication, and the sleep pillow transmits the user's current sleep state to the air conditioner in real time. The initial wind speed of the fan is 0.1m/s. The first preset rate of change is 0.3m/s. The lower threshold of comfort and the upper threshold of comfort are -0.3 and 0.3, respectively. The method used to control the air conditioner is as follows:

空调器获取当前的环境参数并输入至SPMV模型,SPMV模型输出量为0.4。由此,确定当前舒适度值大于舒适度上限阈值。空调器接收睡眠枕发送的睡眠信号,该睡眠信号携带有睡眠迁移状态和用户当前的睡眠期。睡眠迁移状态为执行睡眠切换且当前的睡眠期为第一睡眠周期。空调器在初始风速基础上,以第一预设变化率提高风速值0.4m/s并以该风速持续运行5分钟。并且,空调器保持环境温湿度不变。空调器再次接收睡眠枕发送的新的睡眠信号,新的睡眠迁移状态为未迁移,新的睡眠期为第二睡眠周期。由于SPMV模型输出量的变化量与环境温度的变化量呈正相关,因此,空调器降低环境的温度值ΔT,并控制风机降低风速至初始风速。空调器重新获取SPMV模型输出量为0.18。由此,确定当前环境参数满足用户的舒适度需求。The air conditioner obtains the current environmental parameters and inputs them into the SPMV model, and the output of the SPMV model is 0.4. Thus, it is determined that the current comfort level value is greater than the comfort level upper threshold. The air conditioner receives the sleep signal sent by the sleep pillow, where the sleep signal carries the sleep transition state and the current sleep period of the user. The sleep transition state is to perform sleep switching and the current sleep period is the first sleep cycle. On the basis of the initial wind speed, the air conditioner increases the wind speed value by 0.4 m/s at the first preset rate of change and continues to run at this wind speed for 5 minutes. Moreover, the air conditioner keeps the ambient temperature and humidity unchanged. The air conditioner receives the new sleep signal sent by the sleep pillow again, the new sleep transition state is not transitioned, and the new sleep period is the second sleep cycle. Since the change in the output of the SPMV model is positively correlated with the change in the ambient temperature, the air conditioner reduces the ambient temperature value ΔT and controls the fan to reduce the wind speed to the initial wind speed. The air conditioner regains the SPMV model output as 0.18. Thereby, it is determined that the current environmental parameters meet the comfort requirements of the user.

图5是本公开实施例提供的一个用于构建热舒适度模型的装置示意图;结合图5所示,本公开实施例提供一种用于构建热舒适度模型的装置,包括确定模块51、建立模块52、计算模块53及构建模块54。确定模块51被配置为确定用户在睡眠状态下的人体代谢率及被服表面系数;建立模块52被配置为根据睡眠状态下的人体代谢率及被服表面系数,建立PMV模型;计算模块53被配置为计算用于修正PMV模型的第一修正量,构建模块54被配置为根据PMV模型及第一修正量,构建SPMV模型。FIG. 5 is a schematic diagram of an apparatus for building a thermal comfort model provided by an embodiment of the present disclosure; with reference to FIG. 5 , an embodiment of the present disclosure provides an apparatus for building a thermal comfort model, including a determiningmodule 51 , establishing amodule 52 ,calculation module 53 andbuilding module 54 . Thedetermination module 51 is configured to determine the human body metabolic rate and the clothing surface coefficient of the user in the sleep state; theestablishment module 52 is configured to establish the PMV model according to the human body metabolic rate and the clothing surface coefficient in the sleep state; thecalculation module 53 is configured as A first correction for correcting the PMV model is calculated, and thebuilding module 54 is configured to construct the SPMV model based on the PMV model and the first correction.

采用本公开实施例提供的用于构建热舒适度模型的装置,在确定用户睡眠状态下的人体代谢率及被服表面系数后,结合睡眠状态下的人体代谢率及被服表面系数建立PMV模型,并通过计算出的第一修正量对PMV模型进行修正,以得到能够反映用户在夜间睡眠状态下的热舒适度情况的SPMV模型。以此方案,解决了现有PMV模型并不能够表征用户在夜间睡眠状态下的热舒适度情况的弊端,提升了用户睡眠阶段的热舒适度判断的准确性,为用户在睡眠状态下进行空调器控制提供了准确的数据基础,满足用户热舒适度的需求。Using the device for building a thermal comfort model provided by the embodiment of the present disclosure, after determining the human body metabolic rate and the clothing surface coefficient in the sleeping state of the user, the PMV model is established in combination with the human metabolic rate and the clothing surface coefficient in the sleeping state, and The PMV model is corrected by the calculated first correction amount, so as to obtain the SPMV model that can reflect the thermal comfort of the user in the sleep state at night. This solution solves the disadvantage that the existing PMV model cannot represent the thermal comfort of the user in the sleep state at night, improves the accuracy of the thermal comfort judgment of the user in the sleep stage, and provides the user with air conditioning in the sleep state. The controller control provides an accurate data base to meet the user's thermal comfort requirements.

图6是本公开实施例提供的另一个用于构建热舒适度模型的装置示意图;结合图6所示,本公开实施例提供一种用于构建热舒适度模型的装置,包括处理器(processor)100和存储器(memory)101。可选地,该装置还可以包括通信接口(Communication Interface)102和总线103。其中,处理器100、通信接口102、存储器101可以通过总线103完成相互间的通信。通信接口102可以用于信息传输。处理器100可以调用存储器101中的逻辑指令,以执行上述实施例的用于构建热舒适度模型的方法。6 is a schematic diagram of another apparatus for building a thermal comfort model provided by an embodiment of the present disclosure; with reference to FIG. 6 , an embodiment of the present disclosure provides an apparatus for building a thermal comfort model, including a processor ) 100 andmemory 101 . Optionally, the apparatus may further include a communication interface (Communication Interface) 102 and abus 103 . Theprocessor 100 , thecommunication interface 102 , and thememory 101 can communicate with each other through thebus 103 . Thecommunication interface 102 may be used for information transfer. Theprocessor 100 may invoke the logic instructions in thememory 101 to execute the method for building a thermal comfort model of the above-described embodiments.

此外,上述的存储器101中的逻辑指令可以通过软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。In addition, the above-mentioned logic instructions in thememory 101 can be implemented in the form of software functional units and can be stored in a computer-readable storage medium when sold or used as an independent product.

存储器101作为一种计算机可读存储介质,可用于存储软件程序、计算机可执行程序,如本公开实施例中的方法对应的程序指令/模块。处理器100通过运行存储在存储器101中的程序指令/模块,从而执行功能应用以及数据处理,即实现上述实施例中用于构建热舒适度模型的方法。As a computer-readable storage medium, thememory 101 can be used to store software programs and computer-executable programs, such as program instructions/modules corresponding to the methods in the embodiments of the present disclosure. Theprocessor 100 executes the function application and data processing by executing the program instructions/modules stored in thememory 101, that is, implements the method for constructing the thermal comfort model in the above-mentioned embodiment.

存储器101可包括存储程序区和存储数据区,其中,存储程序区可存储操作系统、至少一个功能所需的应用程序;存储数据区可存储根据终端设备的使用所创建的数据等。此外,存储器101可以包括高速随机存取存储器,还可以包括非易失性存储器。Thememory 101 may include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application program required for at least one function; the storage data area may store data created according to the use of the terminal device, and the like. In addition, thememory 101 may include high-speed random access memory, and may also include non-volatile memory.

本公开实施例提供了一种空调器,包含上述的用于构建热舒适度模型的装置。Embodiments of the present disclosure provide an air conditioner, including the above-mentioned apparatus for building a thermal comfort model.

采用本公开实施例提供的空调器,在确定用户睡眠状态下的人体代谢率及被服表面系数后,结合睡眠状态下的人体代谢率及被服表面系数建立PMV模型,并通过计算出的第一修正量对PMV模型进行修正,以得到能够反映用户在夜间睡眠状态下的热舒适度情况的SPMV模型。以此方案,解决了现有PMV模型并不能够表征用户在夜间睡眠状态下的热舒适度情况的弊端,提升了用户睡眠阶段的热舒适度判断的准确性,为用户在睡眠状态下进行空调器控制提供了准确的数据基础,满足用户热舒适度的需求。Using the air conditioner provided by the embodiment of the present disclosure, after determining the human body metabolic rate and the clothing surface coefficient in the sleeping state of the user, a PMV model is established in combination with the human body metabolic rate and the clothing surface coefficient in the sleeping state, and the calculated first correction The PMV model is modified to obtain the SPMV model that can reflect the thermal comfort of the user in the sleep state at night. This solution solves the disadvantage that the existing PMV model cannot represent the thermal comfort of the user in the sleep state at night, improves the accuracy of the thermal comfort judgment of the user in the sleep stage, and provides the user with air conditioning in the sleep state. The controller control provides an accurate data base to meet the user's thermal comfort requirements.

本公开实施例提供了一种计算机可读存储介质,存储有计算机可执行指令,所述计算机可执行指令设置为执行上述用于构建热舒适度模型的方法。Embodiments of the present disclosure provide a computer-readable storage medium storing computer-executable instructions, where the computer-executable instructions are configured to execute the above method for building a thermal comfort model.

本公开实施例提供了一种计算机程序产品,所述计算机程序产品包括存储在计算机可读存储介质上的计算机程序,所述计算机程序包括程序指令,当所述程序指令被计算机执行时,使所述计算机执行上述用于构建热舒适度模型的方法。An embodiment of the present disclosure provides a computer program product, where the computer program product includes a computer program stored on a computer-readable storage medium, and the computer program includes program instructions that, when executed by a computer, cause all The computer performs the above-described method for building a thermal comfort model.

上述的计算机可读存储介质可以是暂态计算机可读存储介质,也可以是非暂态计算机可读存储介质。The above-mentioned computer-readable storage medium may be a transient computer-readable storage medium, and may also be a non-transitory computer-readable storage medium.

本公开实施例的技术方案可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括一个或多个指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本公开实施例所述方法的全部或部分步骤。而前述的存储介质可以是非暂态存储介质,包括:U盘、移动硬盘、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、磁碟或者光盘等多种可以存储程序代码的介质,也可以是暂态存储介质。The technical solutions of the embodiments of the present disclosure may be embodied in the form of software products, and the computer software products are stored in a storage medium and include one or more instructions to enable a computer device (which may be a personal computer, a server, or a network equipment, etc.) to execute all or part of the steps of the methods described in the embodiments of the present disclosure. The aforementioned storage medium may be a non-transitory storage medium, including: U disk, removable hard disk, Read-Only Memory (ROM, Read-Only Memory), Random Access Memory (RAM, Random Access Memory), magnetic disk or optical disk, etc. A medium that can store program codes, and can also be a transient storage medium.

以上描述和附图充分地示出了本公开的实施例,以使本领域的技术人员能够实践它们。其他实施例可以包括结构的、逻辑的、电气的、过程的以及其他的改变。实施例仅代表可能的变化。除非明确要求,否则单独的部件和功能是可选的,并且操作的顺序可以变化。一些实施例的部分和特征可以被包括在或替换其他实施例的部分和特征。而且,本申请中使用的用词仅用于描述实施例并且不用于限制权利要求。如在实施例以及权利要求的描述中使用的,除非上下文清楚地表明,否则单数形式的“一个”(a)、“一个”(an)和“所述”(the)旨在同样包括复数形式。类似地,如在本申请中所使用的术语“和/或”是指包含一个或一个以上相关联的列出的任何以及所有可能的组合。另外,当用于本申请中时,术语“包括”(comprise)及其变型“包括”(comprises)和/或包括(comprising)等指陈述的特征、整体、步骤、操作、元素,和/或组件的存在,但不排除一个或一个以上其它特征、整体、步骤、操作、元素、组件和/或这些的分组的存在或添加。在没有更多限制的情况下,由语句“包括一个…”限定的要素,并不排除在包括所述要素的过程、方法或者设备中还存在另外的相同要素。本文中,每个实施例重点说明的可以是与其他实施例的不同之处,各个实施例之间相同相似部分可以互相参见。对于实施例公开的方法、产品等而言,如果其与实施例公开的方法部分相对应,那么相关之处可以参见方法部分的描述。The foregoing description and drawings sufficiently illustrate the embodiments of the present disclosure to enable those skilled in the art to practice them. Other embodiments may include structural, logical, electrical, process, and other changes. The examples represent only possible variations. Unless expressly required, individual components and functions are optional and the order of operations may vary. Portions and features of some embodiments may be included in or substituted for those of other embodiments. Also, the terms used in this application are used to describe the embodiments only and not to limit the claims. As used in the description of the embodiments and the claims, the singular forms "a" (a), "an" (an) and "the" (the) are intended to include the plural forms as well, unless the context clearly dictates otherwise. . Similarly, the term "and/or" as used in this application is meant to include any and all possible combinations of one or more of the associated listings. Additionally, as used in this application, the term "comprise" and its variations "comprises" and/or including and/or the like refer to stated features, integers, steps, operations, elements, and/or The presence of a component does not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components and/or groupings of these. Without further limitation, an element qualified by the phrase "comprising a..." does not preclude the presence of additional identical elements in the process, method, or device that includes the element. Herein, each embodiment may focus on the differences from other embodiments, and the same and similar parts between the various embodiments may refer to each other. For the methods, products, etc. disclosed in the embodiments, if they correspond to the method sections disclosed in the embodiments, reference may be made to the descriptions of the method sections for relevant parts.

本领域技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,可以取决于技术方案的特定应用和设计约束条件。所述技术人员可以对每个特定的应用来使用不同方法以实现所描述的功能,但是这种实现不应认为超出本公开实施例的范围。所述技术人员可以清楚地了解到,为描述的方便和简洁,上述描述的系统、装置和单元的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can realize that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented by electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software may depend on the specific application and design constraints of the technical solution. Skilled artisans may use different methods for implementing the described functionality for each particular application, but such implementations should not be considered beyond the scope of the disclosed embodiments. The skilled person can clearly understand that, for the convenience and brevity of description, the specific working process of the above-described systems, devices and units can refer to the corresponding processes in the foregoing method embodiments, and details are not repeated here.

本文所披露的实施例中,所揭露的方法、产品(包括但不限于装置、设备等),可以通过其它的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如,所述单元的划分,可以仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另外,所显示或讨论的相互之间的耦合或直接耦合或通信连接可以是通过一些接口,装置或单元的间接耦合或通信连接,可以是电性,机械或其它的形式。所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例。另外,在本公开实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。In the embodiments disclosed herein, the disclosed methods and products (including but not limited to apparatuses, devices, etc.) may be implemented in other ways. For example, the apparatus embodiments described above are only illustrative. For example, the division of the units may only be a logical function division. In actual implementation, there may be other division methods, for example, multiple units or components may be combined Either it can be integrated into another system, or some features can be omitted, or not implemented. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be through some interfaces, indirect coupling or communication connection of devices or units, and may be in electrical, mechanical or other forms. The units described as separate components may or may not be physically separated, and components displayed as units may or may not be physical units, that is, may be located in one place, or may be distributed to multiple network units. This embodiment may be implemented by selecting some or all of the units according to actual needs. In addition, each functional unit in the embodiment of the present disclosure may be integrated into one processing unit, or each unit may exist physically alone, or two or more units may be integrated into one unit.

附图中的流程图和框图显示了根据本公开实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段或代码的一部分,所述模块、程序段或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个连续的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这可以依所涉及的功能而定。在附图中的流程图和框图所对应的描述中,不同的方框所对应的操作或步骤也可以以不同于描述中所披露的顺序发生,有时不同的操作或步骤之间不存在特定的顺序。例如,两个连续的操作或步骤实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这可以依所涉及的功能而定。框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或动作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flowchart and block diagrams in the Figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to embodiments of the present disclosure. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code that contains one or more functions for implementing the specified logical function(s) executable instructions. In some alternative implementations, the functions noted in the blocks may occur out of the order noted in the figures. For example, two blocks in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. In the descriptions corresponding to the flowcharts and block diagrams in the accompanying drawings, operations or steps corresponding to different blocks may also occur in different sequences than those disclosed in the description, and sometimes there is no specific relationship between different operations or steps. order. For example, two consecutive operations or steps may, in fact, be performed substantially concurrently, or they may sometimes be performed in the reverse order, depending upon the functionality involved. Each block of the block diagrams and/or flowchart illustrations, and combinations of blocks in the block diagrams and/or flowchart illustrations, can be implemented in special purpose hardware-based systems that perform the specified functions or actions, or special purpose hardware implemented in combination with computer instructions.

Claims (10)

1. A method for constructing a thermal comfort model, comprising:
determining the human body metabolic rate and the bedding and clothing surface coefficient of a user in a sleeping state;
establishing a PMV model according to the human body metabolic rate and the bedding and clothing surface coefficient in the sleeping state;
calculating a first correction amount for correcting the PMV model;
and constructing the SPMV model according to the PMV model and the first correction quantity.
2. The method of claim 1, wherein constructing the SPMV model based on the PMV model and the first correction quantity comprises:
SPMV=PMV+b(t)
wherein b (t) is a first correction amount.
3. The method of claim 1, wherein calculating a first correction amount for correcting the PMV model comprises:
b(t)=at-c
wherein, b (t) is a first correction amount, a is a first proportional coefficient, t is the indoor temperature, and c is a first correction constant.
4. The method of claim 1, wherein determining the human body metabolic rate of the user in the sleep state comprises:
obtaining the average basal metabolic rate of the user in the waking period before the user enters the sleep stage, the descending proportion of the average heart rate of the user in each sleep stage to the waking period before the user enters the sleep stage, and a second correction quantity for correcting a metabolic rate model;
and determining the human body metabolic rate in the sleep state according to the average basal metabolic rate of the user in the waking period before the sleep stage, the reduction ratio of the average heart rate of the user in each sleep stage to the waking period before the sleep stage and a second correction quantity for correcting the metabolic rate model.
5. The method of claim 4, wherein determining the metabolic rate of the human body in the sleep state according to the average basal metabolic rate of the user in the waking period before the user enters the sleep stage, the ratio of the average heart rate of the user in each sleep stage to the decrease of the user in the waking period before the user enters the sleep stage, and a second correction amount for correcting the metabolic rate model comprises:
M=MB·[1-c(t)·f]
wherein M is the metabolic rate of the human body in the sleep state, MBThe average basal metabolic rate of the user in the waking period before the sleep stage, c (t) is a second correction quantity, and f is the reduction ratio of the average heart rate of the user in each sleep stage to the waking period before the sleep stage.
6. The method of claim 5, wherein the second correction amount is determined by:
C(t)=kt-z
wherein, C (t) is a second correction amount, k is a second proportionality coefficient, t is the indoor temperature, and z is a second correction constant.
7. The method of claim 1, wherein determining the surface coefficients of the clothing comprises:
fcl=0.75(1+0.2Icl)
wherein f isclIs the surface coefficient of the bedding and clothing, IclIs the thermal resistance of the bedding and clothing.
8. The method of claim 1, wherein establishing a PMV model based on the metabolic rate of the human body and the surface coefficients of the bedding and clothing in the sleep state comprises:
Figure FDA0003554050480000021
wherein M is the metabolic rate of the human body in the sleep state, W is the external mechanical work, PaIs the partial pressure of water vapor, taIs the ambient temperature, fclIs the coefficient of the surface, tclIs the temperature of the outer surface of the garment, hcIs the convective heat transfer coefficient.
9. An apparatus for constructing a thermal comfort model, comprising a processor and a memory having stored program instructions, characterized in that the processor is configured to perform the method for constructing a thermal comfort model according to any of claims 1 to 8 when executing the program instructions.
10. A storage medium storing program instructions, characterized in that the program instructions, when executed, perform a method for constructing a thermal comfort model according to any of claims 1 to 8.
CN202210269554.6A2022-03-182022-03-18 Method, device and storage medium for constructing thermal comfort modelActiveCN114636237B (en)

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