Supervisory Multi-Objective Economic Model Predictive Control for Heat Pump Water Heaters for Cost and Carbon Optimization

被引:0
|
作者
dela Rosa, Loren [1 ]
Mande, Caton [2 ,3 ]
Ellis, Matthew J. [1 ]
机构
[1] Univ Calif Davis, Dept Chem Engn, Davis, CA 95616 USA
[2] R&D Engn Western Cooling Efficiency Ctr, Davis, CA USA
[3] Univ Calif Davis, Dept Mech & Aerosp Engn, Davis, CA USA
来源
关键词
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Heat pump water heaters (HPWHs) offer an efficient way to heat water using electricity, which aligns with efforts toward decarbonization and better utilization of renewable energy sources. Economic model predictive control (EMPC) provides an automated way to provide load flexibility of this new electric load by accounting for exogenous inputs like time-varying electric rates or marginal greenhouse gas emissions. Furthermore, a cloud-based supervisory controller implementation of EMPC enables retrofitting existing HPWHs with cloud-connection. In this work, the formulation of a supervisory multi-objective EMPC for HPWH is presented. The formulation of a supervisory multi-objective EMPC for HPWH is presented for equipment with a single heat pump and up to two backup resistive heating elements. A temperature setpoint is computed from the EMPC decisions using a logic-based setpoint calculator so the existing HPWH rule-based control (RBC) strategy activates the desired heat sources when deemed optimal by the EMPC. The performance of the simulated testing results under the supervisory EMPC is compared against the performance under an RBC strategy and under a regulatory EMPC that directly controls the HPWH. The simulation results demonstrate that the RBC in the proposed control architecture, operates the HPWH heat sources in the optimal manner computed by the EMPC, which indicates that the setpoint calculator can translate EMPC decisions to appropriate temperature setpoints. To minimize heat pump cycling, the effect of increasing the minimum on-time for the heat pump is also considered and the results show that increasing the minimum on-time increases the operating cost.
引用
收藏
页码:517 / 525
页数:9
相关论文
共 50 条
  • [1] Multi-objective optimization for model predictive control
    Wojsznis, Willy
    Mehta, Ashish
    Wojsznis, Peter
    Thiele, Dirk
    Blevins, Terry
    ISA TRANSACTIONS, 2007, 46 (03) : 351 - 361
  • [2] TUNING OF MODEL PREDICTIVE CONTROL WITH MULTI-OBJECTIVE OPTIMIZATION
    Yamashita, A. S.
    Zanin, A. C.
    Odloak, D.
    BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING, 2016, 33 (02) : 333 - 346
  • [3] Multi-Objective Model Predictive Control
    Yun, Yeboon
    Nakayama, Hirotaka
    Yoon, Min
    2018 JOINT 10TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS (SCIS) AND 19TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (ISIS), 2018, : 304 - 308
  • [4] Multi-objective Model Predictive Control
    Nakayama, Hirotaka
    Yun, Yeboon
    Shirakawa, Masakazu
    MULTIPLE CRITERIA DECISION MAKING FOR SUSTAINABLE ENERGY AND TRANSPORTATION SYSTEMS: PROCEEDINGS OF THE 19TH INTERNATIONAL CONFERENCE ON MULTIPLE CRITERIA DECISION MAKING, 2010, 634 : 277 - 287
  • [5] Integrating Greenhouse Gas Emissions into Model Predictive Control of Heat Pump Water Heaters
    dela Rosa, Loren
    Mande, Caton
    Richardson, Henry
    Ellis, Matthew J.
    2023 AMERICAN CONTROL CONFERENCE, ACC, 2023, : 4044 - 4050
  • [6] Supervisory control of flotation columns using multi-objective optimization
    Chuk, Oscar Daniel
    Kuchen, Benjamin R.
    MINERALS ENGINEERING, 2011, 24 (14) : 1545 - 1555
  • [7] Economic COP Optimization of a Heat Pump with Hierarchical Model Predictive Control
    Tahersima, Fatemeh
    Stoustrup, Jakob
    Rasmussen, Henrik
    Meybodi, Soroush A.
    2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 7583 - 7588
  • [8] Multi-Objective Load Dispatch Control of Biomass Heat and Power Cogeneration Based on Economic Model Predictive Control
    Li, Lianming
    He, Defeng
    Jin, Jianrong
    Yu, Baoyun
    Gao, Xiang
    ENERGIES, 2021, 14 (03)
  • [9] Multi-objective optimization of a multi water-to-water heat pump system using evolutionary algorithm
    Murr, R.
    Thieriot, H.
    Zoughaib, A.
    Clodic, D.
    APPLIED ENERGY, 2011, 88 (11) : 3580 - 3591
  • [10] Development of an exergoeconomic model for analysis and multi-objective optimization of a thermoelectric heat pump
    Nemati, Arash
    Nami, Hossein
    Yari, Mortaza
    Ranjbar, Faramarz
    Kolvir, Hojjatollah Rashid
    ENERGY CONVERSION AND MANAGEMENT, 2016, 130 : 1 - 13