A Game-Theoretic Approach to Energy-Efficient Elevator Scheduling in Smart Buildings

被引:4
|
作者
Maleki, Erfan Farhangi [1 ]
Bhatta, Dixit [1 ]
Mashayekhy, Lena [1 ]
机构
[1] Univ Delaware, Dept Comp & Informat Sci, Newark, DE 19716 USA
基金
美国国家科学基金会;
关键词
Cooperative game theory; elevator scheduling; smart buildings; CONTROL ALGORITHM; OPTIMIZATION;
D O I
10.1109/TSMC.2023.3237027
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Buildings, producing more carbon footprints than the transportation sector, account for a significant portion of the United States' total energy consumption. By designing modern automation techniques, smart buildings can significantly reduce energy consumption, protect the environment, and consequently improve quality of life. This article focuses on the automation of elevator scheduling, which is an NP-Hard problem, to reduce energy usage in smart buildings and improve users' quality of experience. We propose an optimal mathematical model for the elevator scheduling problem using integer programming. We then propose a novel game-theoretic approach that captures interactions within the elevator system to reduce energy consumption and enhance user experience. We propose a request coalition formation game, where nonoverlapping coalitions of user requests are served by elevators to minimize their movements and energy consumption while reducing service time and stops for users. We analyze the performance of our proposed approach using the optimal solution as a benchmark and Nearest Car and Fixed Sectoring algorithms as rivals. The experiments show that our approach is significantly efficient in terms of energy consumption and service time, making it suitable for smart buildings.
引用
下载
收藏
页码:3944 / 3955
页数:12
相关论文
共 50 条
  • [1] A Game-Theoretic Approach for Energy-Efficient Detection in Radar Sensor Networks
    Bacci, Giacomo
    Sanguinetti, Luca
    Greco, Maria S.
    Luise, Marco
    2012 IEEE 7TH SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP (SAM), 2012, : 157 - 160
  • [2] A Game-Theoretic Approach to Energy-Efficient Power Control and Adaptive Modulation
    Cheng Shi-lun
    Yang Zhen
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 1429 - 1432
  • [3] A game-theoretic approach to energy-efficient modulation in CDMA networks with delay constraints
    Meshkati, Farhad
    Goldsmith, Andrea J.
    Poor, H. Vincent
    Schwartz, Stuart C.
    2007 IEEE RADIO AND WIRELESS SYMPOSIUM, 2007, : 289 - 292
  • [4] A Game-Theoretic Approach for Energy-Efficient Power Control in Spectrum Sharing Networks
    Kwon, Younggap
    Hwang, Taewon
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2014, : 3493 - 3498
  • [5] A game-theoretic approach to energy-efficient power control in multicarrier CDMA systems
    Meshkati, Farhad
    Chiang, Mung
    Poor, H. Vincent
    Schwartz, Stuart C.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2006, 24 (06) : 1115 - 1129
  • [6] A Game-Theoretic Approach to Energy Trading in the Smart Grid
    Wang, Yunpeng
    Saad, Walid
    Han, Zhu
    Poor, H. Vincent
    Basar, Tamer
    IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (03) : 1439 - 1450
  • [7] A game-theoretic approach to energy-efficient modulation in CDMA networks with delay QoS constraints
    Meshkati, Farhad
    Goldsmith, Andrea J.
    Poor, H. Vincent
    Schwartz, Stuart C.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2007, 25 (06) : 1069 - 1078
  • [8] A Game-Theoretic Approach for Energy-Efficient Contention-Based Synchronization in OFDMA Systems
    Bacci, Giacomo
    Sanguinetti, Luca
    Luise, Marco
    Poor, H. Vincent
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (05) : 1258 - 1271
  • [9] Security attacks on smart grid scheduling and their defences: a game-theoretic approach
    M. Pilz
    F. Baghaei Naeini
    K. Grammont
    C. Smagghe
    M. Davis
    J.-C. Nebel
    L. Al-Fagih
    E. Pfluegel
    International Journal of Information Security, 2020, 19 : 427 - 443
  • [10] Energy-efficient self-backhauling in heterogeneous wireless networks: A game-theoretic approach
    Lashgari, Maryam
    Maham, Behrouz
    Kebriaei, Hamed
    PHYSICAL COMMUNICATION, 2018, 29 : 296 - 306