TR2016-049
Proportional--Integral Extremum Seeking for Vapor Compression Systems
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- "Proportional--Integral Extremum Seeking for Vapor Compression Systems", American Control Conference (ACC), DOI: 10.1109/ACC.2016.7525269, July 2016, pp. 2352-2357.BibTeX TR2016-049 PDF
- @inproceedings{Burns2016jul,
- author = {Burns, Daniel J. and Laughman, Christopher R. and Guay, Martin},
- title = {Proportional--Integral Extremum Seeking for Vapor Compression Systems},
- booktitle = {American Control Conference (ACC)},
- year = 2016,
- pages = {2352--2357},
- month = jul,
- doi = {10.1109/ACC.2016.7525269},
- url = {https://www.merl.com/publications/TR2016-049}
- }
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- "Proportional--Integral Extremum Seeking for Vapor Compression Systems", American Control Conference (ACC), DOI: 10.1109/ACC.2016.7525269, July 2016, pp. 2352-2357.
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Abstract:
In this paper, we optimize vapor compression system power consumption through the application of a newlydeveloped proportional--integral extremum seeking controller (PI-ESC) that converges at the same timescale as the process. This method modifies the control law to include terms proportional to the estimated gradient, but this modification of the control law requires a more sophisticated gradient estimator in order to avoid bias. We develop a PI-ESC for which this bias is eliminated. PI-ESC is applied to the problem of compressor discharge temperature setpoint selection for a vapor compression system where setpoints are automatically determined so that power consumption is minimized. The vapor compression system operates with a regulating feedback controller configured to drive the compressor discharge temperature to setpoints selected by the PI-ESC, and we use a physics-based simulation model to demonstrate that power consumption is minimized dramatically faster than by traditional perturbation-based methods.
Related News & Events
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NEWS MERL makes a strong showing at the American Control Conference Date: July 6, 2016 - July 8, 2016
Where: American Control Conference (ACC)
MERL Contacts: Scott A. Bortoff; Petros T. Boufounos; Stefano Di Cairano; Abraham Goldsmith; Christopher R. Laughman; Daniel N. Nikovski; Arvind Raghunathan; Yebin Wang; Avishai Weiss
Research Areas: Control, Dynamical Systems, Machine LearningBrief- The premier American Control Conference (ACC) takes place in Boston July 6-8. This year MERL researchers will present a record 20 papers(!) at ACC, with several contributions, especially in autonomous vehicle path planning and in Model Predictive Control (MPC) theory and applications, including manufacturing machines, electric motors, satellite station keeping, and HVAC. Other important themes developed in MERL's presentations concern adaptation, learning, and optimization in control systems.
Related Publication
- @article{Burns2018dec,
- author = {Burns, Daniel J. and Laughman, Christopher R. and Guay, Martin},
- title = {Proportional-Integral Extremum Seeking for Vapor Compression Systems},
- journal = {IEEE Transactions on Control Systems Technology},
- year = 2018,
- month = dec,
- doi = {10.1109/TCST.2018.2882772},
- issn = {.},
- url = {https://www.merl.com/publications/TR2019-032}
- }