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Journal of Power Sources, ISSN 0378-7753, 03/2015, Volume 277, pp. 239 - 250
Journal Article
Energy and buildings, ISSN 0378-7788, 2014, Volume 81, pp. 287 - 295
...) for high performance buildings. Our research indicates that, in comparison to traditional model-based or data-driven methods, the combination of time series modeling and machine learning techniques produces higher accuracy... 
Support vector machines | HVAC | Parameter estimation | ARX model | Linear regression | Fault detection and diagnosis | ENGINEERING, CIVIL | CONSTRUCTION & BUILDING TECHNOLOGY | ENERGY & FUELS | STRATEGY | HVAC SYSTEMS | TOOL
Journal Article
Mechanical systems and signal processing, ISSN 0888-3270, 2018, Volume 106, pp. 40 - 48
....•Incorporate saturation in model structure. In this paper we consider the identification of a discrete-time nonlinear dynamical model for a cascade water tank process... 
Nonlinear systems | System identification | Piecewise ARX models | CLUSTERING TECHNIQUE | REGRESSION | LASSO | PIECEWISE AFFINE SYSTEMS | ENGINEERING, MECHANICAL
Journal Article
Energy, ISSN 0360-5442, 01/2017, Volume 119, pp. 483 - 496
...) model, indexed with respect to time and temperature, and used for hourly building thermal load prediction with an aim for integration with real time predictive control strategies... 
Validation | Field measurements | Uncertainty analysis | Autoregressive with exogenous (ARX) model | Thermal load prediction | REGRESSION | SYSTEM | THERMODYNAMICS | ENERGY & FUELS | ENERGY-CONSUMPTION | HEATING DEMAND | Models | Algorithms | Mechanical engineering | Analysis
Journal Article
International journal of adaptive control and signal processing, ISSN 0890-6327, 2019, Volume 33, Issue 1, pp. 157 - 174
Journal Article
Journal Article
Energies, ISSN 1996-1073, 2013, Volume 6, Issue 1, pp. 444 - 470
Journal Article
Automatica, ISSN 0005-1098, 2010, Volume 46, Issue 6, pp. 1107 - 1111
Segmentation of time-varying systems and signals into models whose parameters are piecewise constant in time is an important and well studied problem... 
Segmentation | ARX-models | Regularization | REGRESSION | SELECTION | AUTOMATION & CONTROL SYSTEMS | ENGINEERING, ELECTRICAL & ELECTRONIC | Automation | Least squares method | Tradeoffs | Segments | Mathematical models | Tuning
Journal Article
Journal of Power Sources, ISSN 0378-7753, 08/2015, Volume 287, pp. 108 - 118
To improve the suitability of lithium-ion battery model under varying scenarios, such as fluctuating temperature and SoC variation, dynamic model with parameters updated realtime should be developed... 
Incremental analysis | Online parameter estimation | Auto regressive exogenous (ARX) | Open-circuit voltage | Lithium-ion battery model | ELECTROCHEMISTRY | ENERGY & FUELS | MATERIALS SCIENCE, MULTIDISCIPLINARY | CHEMISTRY, PHYSICAL | IDENTIFICATION | ONLINE ESTIMATION | STATE-OF-CHARGE | HEALTH ESTIMATION | POWER CAPABILITY | Control systems | Algorithms | Batteries | Analysis | Yuan (China) | Mechanical engineering
Journal Article
International Journal of Adaptive Control and Signal Processing, ISSN 0890-6327, 08/2017, Volume 31, Issue 8, pp. 1184 - 1192
Journal Article
Electric Power Systems Research, ISSN 0378-7796, 07/2015, Volume 124, Issue C, pp. 1 - 9
•Preliminarily unveil the strong linearity of large-scale power systems.•Propose an innovative way to make usage of the wide area measurement data to build a linear power system dynamic model... 
Autoregressive with exogenous input (ARX) model | Phasor measurement unit (PMU) | Dynamic response estimation | Instability warning | Power system dynamic model | model | Autoregressive with exogenous input (ARX) | FREQUENCY | STATE ESTIMATION | ENGINEERING, ELECTRICAL & ELECTRONIC | Case studies | Measurement | Models | Electric power systems | Analysis
Journal Article