Modelling Smart Buildings Using Fault Maintenance Trees

被引:1
作者
Abate, Alessandro [2 ]
Budde, Carlos E. [1 ]
Cauchi, Nathalie [2 ]
van Harmelen, Arnaud [1 ]
Hoque, Khaza Anuarul [4 ]
Stoelinga, Marielle [1 ,3 ]
机构
[1] Univ Twente, Formal Methods & Tools Grp, Enschede, Netherlands
[2] Univ Oxford, Dept Comp Sci, Oxford, England
[3] Radboud Univ Nijmegen, Dept Software Sci, Nijmegen, Netherlands
[4] Univ Missouri, Dept Elect Engn & Comp Sci, Columbia, MO 65211 USA
来源
COMPUTER PERFORMANCE ENGINEERING (EPEW 2018) | 2018年 / 11178卷
关键词
Fault maintenance trees; Reliability; Availability; Maintenance; Model checking; PMC; SMC; Smart buildings; HVAC; SYSTEMS;
D O I
10.1007/978-3-030-02227-3_8
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Increasingly many industrial spheres are enforced by law to satisfy strict RAMS requirements-reliability, availability, maintain-ability, and safety. Applied to Fault Maintenance Trees (FMTs), formal methods offer flexible and trustworthy techniques to quantify the resilience of (abstract models of) systems. However, the estimated metrics are relevant only as far as the model reflects the actual system: Refining an abstract model to reduce the gap with reality is crucial for the usefulness of the results. In this work, we take a practical approach at the challenge by studying a Heating, Ventilation and Air-Conditioning unit (HVAC), ubiquitous in smart buildings. Using probabilistic and statistical model checking, we assess RAMS metrics of a basic fault maintenance tree HVAC model. We then implement four modifications augmenting the expressivity of the FMT model, and show that reliability, availability, expected number of failures, and costs, can vary by orders of magnitude depending on involved modelling details.
引用
收藏
页码:110 / 125
页数:16
相关论文
共 24 条
[1]  
ASHRAE, 1996, HVAC SYST EQ
[2]   Enhancing building maintenance cost performance with proper management of spare parts [J].
Au-Yong, Cheong Peng ;
Ali, Azlan Shah ;
Ahmad, Faizah .
JOURNAL OF QUALITY IN MAINTENANCE ENGINEERING, 2016, 22 (01) :51-61
[3]  
Aven T., 1999, STOCHASTIC MODELS RE, P169, DOI [10.1007/978-0-387-22593-7, DOI 10.1007/978-0-387-22593-7]
[4]  
BANDERJE.SK, 1965, SCIENCE, V148, P1208
[5]   Efficient Probabilistic Model Checking of Smart Building Maintenance using Fault Maintenance Trees [J].
Cauchi, Nathalie ;
Hoque, Khaza Anuarul ;
Abate, Alessandro ;
Stoelinga, Marielle .
BUILDSYS'17: PROCEEDINGS OF THE 4TH ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILT ENVIRONMENTS, 2017,
[6]   Model-based predictive maintenance in building automation systems with user discomfort [J].
Cauchi, Nathalie ;
Macek, Karel ;
Abate, Alessandro .
ENERGY, 2017, 138 :306-315
[7]   AUTOMATIC VERIFICATION OF FINITE-STATE CONCURRENT SYSTEMS USING TEMPORAL LOGIC SPECIFICATIONS [J].
CLARKE, EM ;
EMERSON, EA ;
SISTLA, AP .
ACM TRANSACTIONS ON PROGRAMMING LANGUAGES AND SYSTEMS, 1986, 8 (02) :244-263
[8]  
Clarke EM, 1999, MODEL CHECKING, P1
[9]  
DAVID A., 1987, Stoch. Models, V3, P467
[10]   UPPAAL SMC tutorial [J].
David, Alexandre ;
Larsen, Kim G. ;
Legay, Axel ;
Mikuionis, Marius ;
Poulsen, Danny Bogsted .
INTERNATIONAL JOURNAL ON SOFTWARE TOOLS FOR TECHNOLOGY TRANSFER, 2015, 17 (04) :397-415