2066Accesses
Abstract
The process of information systems development (ISD) has been studied before to enhance generated information systems. It has been recognised recently that the use of knowledge management (KM) methodologies in ISD, so-called knowledge-based information systems (KIS), supports the acquisition and representation of knowledge, both from application domains and development processes. This is important when huge amounts of data from application domains require processing and massive knowledge is buried in the processes. A particular example of this problem lies in the wind industry, where offshore wind farms collect a massive amount of data, yet there is a lack of knowledge about the processes generating the data, which is overwhelming operators. However, there is a gap between KM and ISD, which still needs to be closed.
This chapter will attempt to bridge this gap in a step-by-step manner to analyse information to create knowledge in the following way.
Firstly, within the framework, we consider an organisation as a complex intelligent agent to handle internal and external information.
Secondly, we consider how the KM methods can be integrated with ISD, through those intelligent agents or multi-agents, to handle the domain and process knowledge.
Finally, we define a conceptual model of a KIS to support the ISD to derive enterprise-wide knowledge, experience and decision-making in a data-intensive and complex wind farm management. We develop a prototype KIS model and implement it on working wind farm data to evaluate and validate the proposed approach.
This is a preview of subscription content,log in via an institution to check access.
Access this chapter
Subscribe and save
- Get 10 units per month
- Download Article/Chapter or eBook
- 1 Unit = 1 Article or 1 Chapter
- Cancel anytime
Buy Now
- Chapter
- JPY 3498
- Price includes VAT (Japan)
- eBook
- JPY 34319
- Price includes VAT (Japan)
- Softcover Book
- JPY 42899
- Price includes VAT (Japan)
- Hardcover Book
- JPY 42899
- Price includes VAT (Japan)
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Abdullah MS, Kimble C, Benest I, Paige R (2006) Knowledge-based systems: a re-evaluation. J Knowl Manage 10(3):127
Apshvalka D, Grundspenkis J (2005) Personal knowledge management and intelligent agent perspective. In: Proceedings of the 14th international conference on information systems development pre-conference-ISD, Karlstad, Sweden, 14–17 August 2005
Benko C, McFarlan W (2003) Connecting the dots: aligning projects with objectives in unpredictable times. Harvard Business School Press, Boston
Feng Y, Tavner PJ, Long H (2010) Early experiences with UK round 1 offshore wind farms. Proc Inst Civil Eng Energy 163(4):167–181
Feng Y, Qiu Y, Crabtree C, Long H, Tavner PJ (2011) Use Of SCADA and CMS Signals for failure detection & Diagnosis of a wind turbine gearbox. In: EWEA, 2011, Brussels, Belgium
Fichman R, Keil M, Tiwana A (2005) Beyond valuation: real options thinking in IT project management. Calif Manage Rev 47(2):74–100
Grant R (1996) Prospering in dynamically-competitive environments: organizational capability as knowledge integration. Org Sci 7(4):375–387
Grundspenkis J (2006) Agent-based framework for modelling of organization and personal knowledge from knowledge management perspective. In: Knowledge enterprise: intelligent strategies in product design, manufacturing, and management, proceedings of PROLAMAT. Springer, Boston, pp 62–70
Grundspenkis J, Kirikova M (2005) Impact of the intelligent agent paradigm on knowledge management. In: Leondes CT (ed) Intelligent knowledge-based systems, vol 1, Knowledge-based systems. Kluwer, Boston
Harman KD, Raftery PG (2003) Analytical techniques for understanding the performance of operational wind farms. In: EWEC, 2003, Madrid, Spain
Meso P, Madey G, Troutt MD, Liegle J (2006) The knowledge management efficacy of matching information systems development methodologies with application characteristics—an experimental study. J Syst Softw 79(1):15–28
Nurcan S, Colette R (2003) A multi-method for defining the organizational change. Inf Softw Technol 45(2):61
Russell SJ, Norvig P (2003) Artificial intelligence: a modern approach, 2nd edn. Prentice Hall, Upper Saddle River,Chapter 2. ISBN 0-13-790395-2
Tavner PJ (2008) Wind power as a clean-energy contributor. Energy Policy 36(12):4397–4400
The Economics of Wind Energy (2009) A report by the European Wind Energy Association. Krohn S (ed). Poul-Erik Morthorst. Shimon Awerbuch
Tiwana A, Keil M, Fichman R (2006) IS project continuation in escalation situations: a real options model. Decis Sci J 37(3):357–391
Xia W, Lee G (2005) Complexity of information systems development projects: conceptualization and measurement development. J Manage Inf Syst 22(1):45–83
Author information
Authors and Affiliations
School of Engineering and Computing Science, Durham University, Durham, DH1 3LE, UK
Bindi Chen, William Wei Song, Yanhui Feng, Yingning Qiu & Peter Tavner
- Bindi Chen
You can also search for this author inPubMed Google Scholar
- William Wei Song
You can also search for this author inPubMed Google Scholar
- Yanhui Feng
You can also search for this author inPubMed Google Scholar
- Yingning Qiu
You can also search for this author inPubMed Google Scholar
- Peter Tavner
You can also search for this author inPubMed Google Scholar
Corresponding author
Correspondence toBindi Chen.
Editor information
Editors and Affiliations
Heriot-Watt University Edinburgh Dept. Computer Science, Edinburgh, United Kingdom
Rob Pooley
Heriot-Watt University Edinburgh Dept. Computer Science, Edinburgh, United Kingdom
Jennifer Coady
City University of Hong Kong, Kowloon, Hong Kong SAR
Christoph Schneider
Monash University Fac. Information Technology, Clayton, Victoria, Australia
Henry Linger
National University of Ireland, Galway, Ireland
Chris Barry
National University of Ireland, Galway, Ireland
Michael Lang
Rights and permissions
Copyright information
© 2013 Springer Science+Business Media New York
About this paper
Cite this paper
Chen, B., Song, W.W., Feng, Y., Qiu, Y., Tavner, P. (2013). Knowledge-Based Information Systems: A Wind Farm Case Study. In: Pooley, R., Coady, J., Schneider, C., Linger, H., Barry, C., Lang, M. (eds) Information Systems Development. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-4951-5_43
Download citation
Published:
Publisher Name:Springer, New York, NY
Print ISBN:978-1-4614-4950-8
Online ISBN:978-1-4614-4951-5
eBook Packages:Computer ScienceComputer Science (R0)
Share this paper
Anyone you share the following link with will be able to read this content:
Sorry, a shareable link is not currently available for this article.
Provided by the Springer Nature SharedIt content-sharing initiative