Model predictive control of non-domestic heating using genetic programming dynamic models
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{DOU:2020:ASC,
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author = "Tiantian Dou and Yuri {Kaszubowski Lopes} and
Peter Rockett and Elizabeth A. Hathway and Esmail Saber",
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title = "Model predictive control of non-domestic heating using
genetic programming dynamic models",
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journal = "Applied Soft Computing",
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year = "2020",
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volume = "97",
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number = "Part B",
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pages = "106695",
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month = dec,
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keywords = "genetic algorithms, genetic programming, Dynamic
non-linear system identification, Model predictive
control, Building energy management",
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ISSN = "1568-4946",
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URL = "http://www.sciencedirect.com/science/article/pii/S1568494620306335",
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URL = "https://jglobal.jst.go.jp/en/detail?JGLOBAL_ID=202002244243023276",
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DOI = "doi:10.1016/j.asoc.2020.106695",
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size = "13 pages",
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abstract = "We present a novel approach to obtaining dynamic
nonlinear models using genetic programming (GP) for the
model predictive control (MPC) of the indoor
temperatures of buildings. Currently, the large-scale
adoption of MPC in buildings is economically unviable
due to the time and cost involved in the design and
tuning of predictive models by expert control
engineers. We show that GP is able to automate this
process, and have performed open-loop system
identification over the data produced by an industry
grade building simulator. The simulated building was
subject to an amplitude modulated pseudo-random binary
sequence (APRBS), which allows the collected data to be
sufficiently informative to capture the underlying
system dynamics under relevant operating conditions. In
this initial report, we detail how we employed GP to
construct the predictive model for MPC for heating a
single-zone building in simulation, and report results
of using this model for controlling the internal
environmental conditions of the simulated single-zone
building. We conclude that GP shows great promise for
producing models that allow the MPC of building to
achieve the desired temperature band in a single zone
space",
- }
Genetic Programming entries for
Tiantian Dou
Yuri Kaszubowski Lopes
Peter I Rockett
Abigail Hathway
Esmail Mahmoudi Saber
Citations