Fuzzy modeling and control of HVAC systems - A review

Journal of Scientific and Industrial Research

Volumn 65, Issue 6, 2006, Pages 470-476

  Singh, Jagdev ^a   Singh, Nirmal ^a   Sharma, J K ^b  

^a BEANT COLLEGE OF ENGINEERING AND TECHNOLOGY   (India)

^b Swami Vivekanand College of Pharmacy   (India)

Author keywords

Fuzzy algorithm; Fuzzy logic; Fuzzy modeling; HVAC; Intelligent control

Indexed keywords

AIR CONDITIONING; ALGORITHMS; FUZZY CONTROL; HEATING; INTELLIGENT CONTROL; MATHEMATICAL MODELS; SYSTEMS ANALYSIS; VENTILATION;

AIR CONDITIONING; CONTROL SYSTEM; FUZZY MATHEMATICS; HEATING; NUMERICAL MODEL; VENTILATION;

EID: 33745405196     PISSN: 00224456     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Review

References (87)

1. Zadeh L A, Fuzzy sets, Information & Control, 8 (1965) 330-353.
2. Zadeh L A, Fuzzy algorithm, Information & Control, 12 (1968) 94-102.
3. Zadeh L A, Outline of a new approach to the analysis of complex system and decision processes, IEEE Transact Syst Man Cyber, 1 (1973) 28-44.
4. Zadeh L A, Commonsense Knowledge Representation Based on Fuzzy Logic, IEEE Comput, 10 (1983) 61-65.
5. Zadeh L A, Fuzzy logic, IEEE Comput, 2 (1988) 83-93.
6. Kickert W J M, Van H R & Lemke N, Application of a fuzzy controller in a warm water plant, Automatica, 12 (1976) 301-308.
7. Zadeh L A, Knowledge representation in fuzzy logic, IEEE Transact Knowledge & Data Engg, 1 (1989) 89-100.
8. Zadeh L A, The birth and evolution of fuzzy logic, Int J General Syst, 17 (1990) 95-105.
9. Zadeh L A, Fuzzy sets and systems, Int J General Syst, 17 (1990) 129-138.
10. Wang L X & Mendel J M, Generating of fuzzy rules by learning from examples, IEEE Transact Syst. Man Cyber. 22 (1992) 1414-1427.
11. Yeh Z M, A systematic method for design of multivariable fuzzy logic control systems, IEEE Transact Fuzzy Syst, 7(1999) 741-752.
12. Rojas I, Pomares H, Ortega J & Preito A, Self-organized fuzzy system generation from training examples, IEEE Transact Fuzzy Systs, 8(2000) 23-36.
13. Angelov P P & Buswell R A, Automatic generation of fuzzy rule-based models from data by genetic algorithms, Inform Sci, 150 (2003) 17-31.
14. Kang S J, Woo C H, Hwang H S & Woo K B, Evolutionary design of fuzzy rule base for nonlinear system modeling and control, IEEE Transact Fuzzy Syst, 8 (2000) 37-45.
15. Sugeno M & YasukawaT, A fuzzy-logic-based approach to qualitative modeling, IEEE Transact. Fuzzy Syst, 1(1993) 7-31.
16. Chen G, Pham T T &. Weiss J J, Fuzzy modeling of control systems, IEEE Transact Aerospace & Electronic Syst, 31 (1995) 414-429.
17. Takagi T & Sugeno M, Fuzzy identification of systems and its application to modeling and control", IEEE Transact Syst Man Cyber, 15 (1985) 116-132.
18. Zadeh L A, Some reflections on the anniversary of fuzzy sets and systems, Fuzzy Sets & Syst, 100 (1999) 1-3.
19. Cacciabue P C, Mancini G & Bersini U,A model of operator behaviour for man-machine system simulation, Automatica, 26 (1990) 1025-1034.
20. Wright J A & Boughazi L, Automatic analysis and correction of HVAC system simulated performance: A cooling coil case study, SL-90-10-4 (1990) 743-749.
21. Ying H, Siler W & Buckley J J, Fuzzy control theory: a nonlinear case, Automatica, 26 (1990) 513-520.
22. Ying H, Practical design of nonlinear fuzzy controllers with stability analysis for regulating processes with unknown mathematical models, Automatica, 30 (1994) 1184-1195.
23. Babuska R & Verbruggen H B, An overview of fuzzy modeling for control, Control Engg Pract, 4 (1996) 1593-1606.
24. Lewis F L & Liu K, Towards a paradigm for fuzzy logic control, Automatica, 32 (1996) 167-181.
25. Pedrycz W & Reformat M, Rule based modeling of nonlinear relationships, IEEE Transacts on Fuzzy Syst, 5(1997) 256-269.
26. Huang S H & Nelson R M, Development of a self -tuning fuzzy logic controller, ASHAE Transact: Res, (1995) 206-213.
27. Angelov P P, Buswell R A, Hanby V I & Wright J A, A methodology for modeling HVAC components using evolving fuzzy rules, IEEE, 2 (2000) 247-252.
28. Angelov P P, An evolutionary approach to fuzzy rule-based model synthesis using indices for rules, Fuzzy Sets & Syst, 137 (2003) 325-338.
29. Mamdani E H & Assilian S, Application of fuzzy algorithms for control of simple dynamic plant, Proc Inst Elec Eng, 121 (1974) 1585-1588.
30. Yen J, Wang H & Liao H, A method for automatic generation of a fuzzy model, IEEE Transact, 9 (1993) 88-92.
31. Ketata R Geest D D & Titli A, Fuzzy controller: Design, evaluation, parallel and hierarchical combination with a pid controllers, Fuzzy Sets & Syst, 71 (1995) 113-129.
32. Altrock C V, Practical fuzzy-logic design and circuit, Cellar: Comput Applicat J, 75 (1996) 1-5.
33. Cao S G, Rees N W & Feng G, Analysis and design of fuzzy control systems using dynamic fuzzy-state space models, IEEE Transact Fuzzy Syst, 7 (1999) 192-200.
34. Rovatti R & Guerrieri R, Fuzzy sets of rules for system identification, IEEE Transact Fuzzy Syst, 4 (1996) 89-102.
35. Moser B & Navara M, Fuzzy controller with conditionally firing rules", IEEE Transact Fuzzy Syst, 10 (2002) 340-348.
36. Cao S G, Rees N W & Feng G, Analysis and design for a class of complex control systems, part I: Fuzzy modeling and identification, Automatica, 33 (1997) 1017-1028.
37. Kim E, Park M, Ji S & Park M, A new approach to fuzzy modeling", IEEE Transact Fuzzy Syst, 5 (1997) 328-37.
38. Lygeros J, A formal approach to fuzzy modeling, IEEE Transact Fuzzy Syst, 5 (1997) 317-327.
39. Emami M R, Turksen I B & Goldenberg A A, Development of a systematic methodology of fuzzy logic modeling, IEEE Transact Fuzzy Syst, 6 (1998) 346-361.
40. Roubos J A, Mollov S, Babuska R & Verbruggen H B, Fuzzy model-based predictive control using takagi-sugeno models, Int J Approx Reasoning, 22 (1999) 3-30.
41. Wong C C & Fan C S, Rule mapping fuzzy controller design, Fuzzy Sets & Syst, 108 (1999) 253-261.
42. Reyes C A P & Sipper M, Fuzzy CoCo: A cooperative coevolutionary approach to fuzzy modeling, IEEE Transact Fuzzy Syst, 9 (2001) 727-737.
43. Schiavo A L & Luciano A M, Powerful and flexible fuzzy algorithm for nonlinear dynamic system identification, IEEE Transact Fuzzy Syst, 9 (2001) 828-835.
44. Sousa J M & Kaymak U, Model predictive control using fuzzy decision functions, IEEE Transact Syst Man Cyber-Part B: Cybernetics, 31 (2001) 54-65.
45. Wang L-X, Modeling and control of hierarchical systems with fuzzy systems, Automatica, 33 (1997) 1041-1053.
46. Cordon O, Herrera F & Zawir I, Linguistic modeling by hierarchical systems of linguistic rules, IEEE Transact Fuzzy Syst, 10 (2002) 2-20.
47. Cordon O, Herrera F & Zwir I, A hierarchical knowledge-based environment for linguistic modeling: Models and iterative methodology, J Fuzzy Sets & Syst, 138 (2003) 307-341.
48. Sanz M G, A reduced model of central heating systems as a realistic scenario for analyzing control strategies, Appl Math Model, 21 (1997) 535-545.
49. Huaguang Z & Yongbing Q, Modeling, identification and control of a class of nonlinear systems, IEEE Transact Fuzzy Syst, 9 (2001) 349-354.
50. Johansen T A & Babuska R, Multiobjective identification of Takagi-Sugeno fuzzy models, IEEE Transact Fuzzy Syst, 11 (2003) 847-860.
51. Pedrycz W & Reformat M, Evolutionary fuzzy modeling, IEEE Transact Fuzzy Syst, 11 (2003) 652-665.
52. Tang Y & Diaz D V, Robust fuzzy control of mechanical systems, IEEE Transact Fuzzy Syst, 11 (2003) 411-418.
53. Kohn-Rich S & Flashner H, Robust fuzzy logic control of mechanical systems, J Fuzzy Sets & Syst, 133 (2003) 77-108.
54. Becker M, Oestreich D, Hasse H & Litz L, Fuzzy control for temperature and humidity in refrigeration systems, IEEE Transact, FM-4-2 (1994) 1607-1611.
55. Davis L I, Sieja T F, Matteson R W & Dage G A, Fuzzy Logic for Vehicle Climate Control, IEEE, 94 (1994) 530-534.
56. Watanuki K & Murata T, Fuzzy-timing petri net model of temperature control for car air conditioning system, IEEE, 99 (1999) IV-618-IV 622.
57. Arima M, Hara E H & Katzberg J D, A fuzzy logic and rough sets controller for HVAC systems, IEEE WESCANEX'95 Proceed, 95 (1995) 133-138.
58. Dounis A I, Santamouris M J, Lefas C C & Argiriou A, Design of a fuzzy set environment comfort system, Ener Build, 22 (1995) 81-87.
59. Eftekhari M, Marjanovic L & Angelov P P, Design and performance of a rule-based controller in a naturally ventilated room, Comput Indus, 51 (2003) 299-326.
60. Lea R N, Dohmann E, Prebilsky W & Jani Y, An HVAC fuzzy logic zone control system and performance results, IEEE, 3 (1996) 2175-2180.
61. Altrock C V, A fuzzy-logic thermostat, Circuit Cellar: Comput Applicat J, 75 (1996) 1-4.
62. Altrock C V, Fuzzy logic in automotive engineering, Circuit Cellar: Comput Applicat J, 88 (1997) 1-9.
63. Mraz M, The design of intelligent control of a kitchen refrigerator, Math Comput Simulat, 56 (2001) 259-267.
64. Betzaida A S & Miguel V R, Nonlinear control of a heating, ventilating, and air conditioning system with thermal load estimation, IEEE Transact Contr Syst Technol. 7 (1999) 56-63.
65. Li X., Chen J, Chen Z, Liu W, Hu W & Liu X, A new method for controlling refrigerant flow in automobile air conditioning, Appl Therm Engin, 24 (2004) 1073-1085.
66. Wu C, Xingxi Z & Shiming D, Development of control method and dynamic model for multi-evaporator air conditioners (MEAC), Ener Convers Manage, 6 (2004) 141-155.
67. Sousa J M, Babuska R & Verbruggen H B, Fuzzy predictive control applied to an air-conditioning system, Contr EnginPract, 5 (1997) 1395-1406.
68. Ghiaus C, Fuzzy model and control of a fan-coil, Ener Build, 33 (2001) 545-551.
69. Hamdi M & Lachiver G, A fuzzy control system based on the human sensation of thermal comfort, IEEE, 98 (1998) 487-492.
70. Chen P H, Lai J H & Lin C T, Application of fuzzy control to a road tunnel ventilation system, Fuzzy Sets & Syst, 100 (1998) 9-28.
71. Yang Y P & Huang B J, Fuzzy control on phase and stroke linear compressor of split-stirling cryocooler, Cryogenics, 38 (1998) 231-238.
72. Hamdi M, Lachiver G & Michaud F, A new predictive thermal sensation index of human response, Ener Build, 29 (1999) 167-178.
73. Calvino F, Gennusa M L, Rizzo G & Scaccianoce G, The control of indoor thermal comfort conditions: introducing a fuzzy adaptive controller, Ener Build, 36 (2004) 97-102.
74. Guoliang D, Chunlu Z, Tao Z & Hao L Compound fuzzy model for thermal performance of refrigeration compressors, Chin Sci Bull, 45 (2000) 1319-1322.
75. Aprea C, Mastrullo R & Renno C, Fuzzy control of the compressor speed in a refrigeration plant, Int J Refrigerat, 2 (2004) 134-143.
76. Lipo T A, Schnetzka H, Singh H & Homaifar A, Design and implementation of a fuzzy controller for thermally comfortable HVAC application, IEEE World Energy Engineering Congr, Atlanta GA, 77, 2001, 533-537.
77. Felsmann C & Knabe G, Simulation and optimal control strategies of HVAC systems", 7Th Int IBPSA Conf, Brazil, 1, 2001, 1233-1240.
78. Gates R S, Chao K & Sigrimis N, Identifying design parameters for fuzzy control of staged ventilation control systems, Comput Electron in Agric, 31 (2001) 61-74.
79. Zhang J, Ou J & Sun D, Study on fuzzy control for HVAC Systems, Part one: FFSI and development of single chip-fuzzy controller, ASHRAE Transact: Res, 4 (2003) 27-35.
80. Zhang J, Ou J & Sun D, Study on fuzzy control for HVAC systems part two: experiments of FFSI in testing room dynamic thermal system, ASHRAE Transact: Res, 4 (2003) 36-43.
81. Eftekhari M M & Marjanovic L D, Application of fuzzy control in naturally ventilated buildings for summer conditions, Ener Build, 35 (2003) 645-655.
82. Gottschalk K, Nagy L & Farkas I, Improved climate control for potato stores by fuzzy controllers, Comput Electron Agric, 40 (2003) 127-140.
83. Kolokotsa D, Comparison of the performance of fuzzy controllers for the management of the indoor environment", Build Environ, 38 (2003) 1439-1450.
84. Smith R M & Johansen T A, Multiple model approaches to nonlinear modeling and control, Taylor & Francis, 68 (1997) 12-15.
85. Johansen T A & Foss B A, Multiple model approaches to modeling and control (editorial), Int J Contr, 72 (1999) 7-8.
86. Dougherty D & Cooper D, A practical multiple model adaptive strategy for single-loop MPC, Contr Engg Pract, 11 (2003) 141-159.
87. He M, Cai W J & Li, S Y Multiple fuzzy model-based temperature predictive control for HVAC systems, Inform Sci, 16 (2004) 120-139.