Fault-tolerant optimal control of a building heating , ventilation , and air conditioning system

Fault-tolerant optimal control of a building heating, ventilation, and air conditioning system Sorin C. Bengea, Pengfei Li, Soumik Sarkar, Sergey Vichik, Veronica Adetola, Keunmo Kang, Teems Lovett, Francesco Leonardi & Anthony D. Kelman a Control Systems group at the United Technologies Research Center, 411 Silver Lane, MS-129-85, East Hartford, CT 06108 b Thermo-Fluid Dynamics group at the United Technologies Research Center, East Hartford, CT c Mechanical Engineering Department at Iowa State University d Department of Mechanical Engineering, University of California, Berkeley, CA e Embedded Systems group at the United Technologies Research Center, East Hartford, CT Accepted author version posted online: 06 Jul 2015.

[1]  N Fernandez,et al.  Self-Correcting HVAC Controls: Algorithms for Sensors and Dampers in Air-Handling Units , 2009 .

[2]  Richard D. Braatz,et al.  Fault Detection and Diagnosis in Industrial Systems , 2001 .

[3]  Draguna Vrabie,et al.  Experimental Demonstration of Model Predictive Control in a Medium-Sized Commercial Building , 2014 .

[4]  Abhishek Srivastav,et al.  Maximally Bijective Discretization for data-driven modeling of complex systems , 2013, 2013 American Control Conference.

[5]  Francesco Borrelli,et al.  Constrained Optimal Control of Linear and Hybrid Systems , 2003, IEEE Transactions on Automatic Control.

[6]  Mato Baotic,et al.  On the Computation of Linear Model Predictive Control Laws , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[7]  Mary Ann Piette,et al.  Comparison of Demand Response Performance with an EnergyPlus Model in a Low Energy Campus Building , 2010 .

[8]  Francesco Borrelli,et al.  Implementation of model predictive control for an HVAC system in a mid-size commercial building , 2014 .

[9]  Philip Haves,et al.  Model predictive control for the operation of building cooling systems , 2010, Proceedings of the 2010 American Control Conference.

[10]  Jay H. Lee,et al.  Model predictive control: past, present and future , 1999 .

[11]  A. Bemporad,et al.  Efficient on-line computation of constrained optimal control , 2001, Proceedings of the 40th IEEE Conference on Decision and Control (Cat. No.01CH37228).

[12]  Amit Patra,et al.  Dynamic Model-Based Fault Tolerant Control of Variable Air Volume Air Conditioning System , 2010 .

[13]  Josef Kallrath,et al.  Modeling Languages in Mathematical Optimization , 2012 .

[14]  Philip Haves,et al.  Analysis of an information monitoring and diagnostic system to improve building operations , 2001 .

[15]  Matthew Brand,et al.  Pattern discovery via entropy minimization , 1999, AISTATS.

[16]  R. Radhakrishnan,et al.  A Comparison between Polynomial and Locally Weighted Regression for Fault Detection and Diagnosis of HVAC Equipment , 2006, IECON 2006 - 32nd Annual Conference on IEEE Industrial Electronics.

[17]  Lorenz T. Biegler,et al.  On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming , 2006, Math. Program..

[18]  Matthew Brand,et al.  Structure Learning in Conditional Probability Models via an Entropic Prior and Parameter Extinction , 1999, Neural Computation.

[19]  George E. Kelly.  Control system simulation in North America , 1988 .

[20]  David Q. Mayne,et al.  Constrained model predictive control: Stability and optimality , 2000, Autom..

[21]  Simeng Liu,et al.  Experimental Analysis of Model-Based Predictive Optimal Control for Active and Passive Building Thermal Storage Inventory , 2005 .

[22]  Frauke Oldewurtel,et al.  Experimental analysis of model predictive control for an energy efficient building heating system , 2011 .