Markov-based optimization model for building facilities management

Zhang, X (2006) Markov-based optimization model for building facilities management. Journal of Construction Engineering and Management, 132(11), pp. 1203-1211. ISSN 0733-9364

Abstract

An effective and efficient building facilities management system calls for a systematic performance-based methodology. This paper proposes an integer-programming model based on the Markov decision process: Markov chains are used to model the change of condition index, a consistent scale to measure building performance, and integer programming employed to optimize annual management actions and annual budget allocation, subject to various types of constraints. A wide scope of useful outputs can be obtained from this model. This includes: (1) annual management actions to take; (2) annual budget allocation; (3) the expected condition index (CI) values at the beginning of each year before and after management actions are taken; (4) the expected annual performance levels; and (5) sensitivity analysis and corresponding outputs to different budget scenarios, for all the elements, components, systems and buildings of a building network and for each year over a long time horizon. As a general model, it can be applied in any type of building network.

Item Type: Article
Uncontrolled Keywords: assets; deterioration; facilities; Markov process; optimization; service life; stochastic processes
Index terms: methodology, programming, facilities management, performance-based, deterioration, sensitivity analysis, building performance, integer programming, service life, Markov chain, decision process
Subjects: decision analysis, asset management, quality assurance, environmental hazards, algorithms, research methods, performance measurement, management, material degradation and durability, mathematical modelling, programming
Topics: Business Strategy, Construction Materials, Research Practice, Risk Management, Sustainability, Digital Applications, Quality Management
Descriptive scope: 4 PCTA

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here