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Multiple ARX Model Based Identification for Switching/Nonlinear Systems with EM AlgorithmJin, Xing Unknown Date
No description available.
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Model predictive control of a thermoelectric-based heat pump.Petryna, Stephen 01 December 2013 (has links)
Government regulations and growing concerns regarding global warming has
lead to an increasing number of passenger vehicles on the roads today that are not
powered by the conventional internal combustion (IC) engine. Automotive manufacturers
have introduced electric powertrains over the last 10 years which have
introduced new challenges regarding powering accessory loads historically reliant on
the mechanical energy of the IC engine. High density batteries are used to store
the electrical energy required by an electric powertrain and due to their relatively
narrow acceptable temperature range, require liquid cooling. The cooling system in
place currently utilizes the A/C compressor for cooling and a separate electric element
for heating which is energy expensive when the source of energy is electricity.
The proposed solution is a thermoelectric heat pump for both heating and cooling.
A model predictive controller (MPC) is designed, implemented and tested to
optimize the operation of the thermoelectric heat pump. The model predictive
controller is chosen due to its ability to accept multiple constrained inputs and
outputs as well as optimize the system according to a cost function which may
consist of any parameters the designer chooses. The system is highly non-linear and
complex therefore both physical modelling and system identi cation were used to
derive an accurate model of the system. A steepest descent algorithm was used for
optimization of the cost function.
The controller was tested in a test bench environment. The results show the
thermoelectric heat pump does hold the battery at the speci ed set point however
more optimization was expected from the controller. The controller fell short of
expectation due to operational restriction enforced during design meant to simplify
the problem. The MPC controller is capable of much better performance through
adding more detail to the model, an improved optimization algorithm and allowing
more flexibility in set point selection.
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System identification of general aviation aircraft using the filter error technique /Patel, Dakshesh, January 2007 (has links) (PDF)
Thesis (M.S.)--Auburn University, 2007. / Abstract. Vita. Includes bibliographic references (ℓ. 91-98)
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Sampled-data frequency response system identification for large space structuresHammond, Thomas T. January 1988 (has links)
Thesis (M.S.)--Ohio University, June, 1988. / Title from PDF t.p.
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Nonlinear system identification /Ziegler, Edward H. January 1994 (has links)
Thesis (M.S.)--Rochester Institute of Technology, 1994. / Typescript. Includes bibliographical references (leaves 104-105).
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Investigation of different approaches for identification and control of complex and nonlinear systems using neural networks /Tripathi, Nishith D., January 1994 (has links)
Thesis (M.S.)--Virginia Polytechnic Institute and State University, 1994. / Vita. Abstract. Includes bibliographical references (leaves 107-113). Also available via the Internet.
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System identification and control of the standpipe in a cold flow circulating fluidized bedPark, Ju-chirl. January 1900 (has links)
Thesis (Ph. D.)--West Virginia University, 2004. / Title from document title page. Document formatted into pages; contains xiv, 98 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 91-98).
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Modeling and real-time feedback control of MEMS deviceWang, Limin, January 2004 (has links)
Thesis (Ph. D.)--West Virginia University, 2004. / Title from document title page. Document formatted into pages; contains v, 132 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 128-132).
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Computationally efficient weighted updating of statistical parameter estimates for time varying signals with application to power system identificationTuffner, Francis K. January 2008 (has links)
Thesis (Ph.D.)--University of Wyoming, 2008. / Title from PDF title page (viewed on August 5, 2009). Includes bibliographical references (p. 312-316).
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Identification of stationary/nonstationary systems using artificial neural networks /Park, Dong Chul. January 1990 (has links)
Thesis (Ph. D.)--University of Washington, 1990. / Vita. Includes bibliographical references (leaves [105]-112).
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