Feed-forward active operation optimization for CCHP system considering thermal load forecasting

被引:16
|
作者
Kang, Ligai [1 ]
Yuan, Xiaoxue [1 ]
Sun, Kangjie [1 ]
Zhang, Xu [1 ]
Zhao, Jun [2 ]
Deng, Shuai [2 ]
Liu, Wei [3 ]
Wang, Yongzhen [4 ]
机构
[1] Hebei Univ Sci & Technol, Sch Civil Engn, Shijiazhuang 050018, Hebei, Peoples R China
[2] Tianjin Univ, MOE, Key Lab Efficient Utilizat Low & Medium Grade Ene, Tianjin 300072, Peoples R China
[3] Hebei Acad Sci, Inst Energy Resources, Shijiazhuang 050081, Hebei, Peoples R China
[4] Tsinghua Univ, Inst Energy Internet Innovat, Dept Elect Engn, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
CCHP system; Load forecasting; Operation optimization; Integrated performance; SOURCE HEAT-PUMP; OPTIMAL-DESIGN; GAS-TURBINE; ENERGY; PERFORMANCE; SOLAR; STRATEGY; POWER; USERS; CYCLE;
D O I
10.1016/j.energy.2022.124234
中图分类号
O414.1 [热力学];
学科分类号
摘要
Using simulated load obtained by energy consumption simulation software is a feasible way to optimize operation of combined cooling heating and power (CCHP) system. However, due to attenuation and delay of thermal energy on transmission, there may be a mismatch between real demand and supplied energy. To obtain more accurate assessment of supplied energy, this paper analyzes characteristics of thermal load through correlation analysis and principal component analysis. Then, the model of thermal load forecasting considering attenuation and delay on transmission is constructed and a case study with actual monitored data in an energy system is employed. Finally, a method of feed-forward active operation optimization for CCHP system is put forward. Based on forecasted thermal load on weekday and weekend in heating, transition and cooling season, dynamic matching optimization and evaluation were carried out. Results show that mean absolute percentage error are 5.43% for heating load forecasting and 6.84% for cooling load forecasting, respectively. The performances of CCHP system are better than that of separate system based on the forecasted thermal load and the maximum integrated performance index is 68.81%, obtained at weekend in cooling season. (C) 2022 Elsevier Ltd. All rights reserved.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Multi-time scale operation optimization of integrated power and thermal system considering load disturbance
    Chen, Qun
    Meng, Nan
    He, Ke-Lun
    Ma, Huan
    Gou, Xing
    ENERGY, 2024, 302
  • [42] A Modified Reference Signal Selection Method for Feed-Forward Active Road Noise Control System
    Zhou, Zhengdao
    Chen, Shuming
    Cai, Yaoyu
    Zhang, Zhang
    ACOUSTICS AUSTRALIA, 2023, 51 (02) : 243 - 253
  • [43] A Modified Reference Signal Selection Method for Feed-Forward Active Road Noise Control System
    Zhengdao Zhou
    Shuming Chen
    Yaoyu Cai
    Zhang Zhang
    Acoustics Australia, 2023, 51 : 243 - 253
  • [44] Performance improvement for a series active voltage quality regulator with source voltage feed-forward and load voltage feed-back control
    Xu, Feng
    Xiao, Guochun
    Hu, Zhiliang
    Nan, Changhe
    Wang, Zhaoan
    2006 IEEE POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-7, 2006, : 2570 - +
  • [45] Study on Optimization of CCHP System Based on Dynamic Load
    Song, Zhi-Hui
    Lin, Qi-Zhao
    Liu, Tao
    Liu, Yan-Ju
    Jiang, Xue-Dan
    Kung Cheng Je Wu Li Hsueh Pao/Journal of Engineering Thermophysics, 2020, 41 (10): : 2372 - 2379
  • [46] Optimization of a Feed-Forward Controller Using a CW-lidar System on the CART3
    Haizmann, Florian
    Schlipf, David
    Raach, Steffen
    Scholbrock, Andrew
    Wright, Alan
    Slinger, Chris
    Medley, John
    Harris, Michael
    Bossanyi, Ervin
    Cheng, Po Wen
    2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 3715 - 3720
  • [47] Optimization of capacity and operation for CCHP system by genetic algorithm
    Wang, Jiang-Jiang
    Jing, You-Yin
    Zhang, Chun-Fa
    APPLIED ENERGY, 2010, 87 (04) : 1325 - 1335
  • [48] Modular feed-forward active noise control units for ventilation ducts
    Gardonio, P.
    Rohlfing, J.
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2014, 136 (06): : 3051 - 3062
  • [49] Quantum teleportation over 143 kilometres using active feed-forward
    Xiao-Song Ma
    Thomas Herbst
    Thomas Scheidl
    Daqing Wang
    Sebastian Kropatschek
    William Naylor
    Bernhard Wittmann
    Alexandra Mech
    Johannes Kofler
    Elena Anisimova
    Vadim Makarov
    Thomas Jennewein
    Rupert Ursin
    Anton Zeilinger
    Nature, 2012, 489 : 269 - 273
  • [50] A MODEL FOR DYNAMIC FEED-FORWARD CONTROL OF A SEMI-ACTIVE DAMPER
    Unger, Andreas
    Pellegrini, Enrico
    Henning, Kay-Uwe
    Lohmann, Boris
    5TH INTERNATIONAL CONFERENCE ON INTEGRATED MODELING AND ANALYSIS IN APPLIED CONTROL AND AUTOMATION, IMAACA 2011, 2011, : 50 - 55