Home Energy Management using Integer Programming

被引:0
|
作者
Hlabeli, Semela Abednico [1 ]
Langa, Hendrick Musa [1 ]
Djeumen, Jules Simplice [1 ]
机构
[1] Vaal Univ Technol, Dept Elect Engn, Vanderbijlpark, South Africa
关键词
Home energy management system; integer programming; prepaid billing; internet of things;
D O I
10.1109/SAUPEC60914.2024.10445073
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Over the years, countries have been exploring options to solve the current global energy crisis. It hinders economic development due to a lack of proper energy management infrastructure and higher energy consumption, resulting in an imbalance between demand and supply. Thus, this paper presents the application of integer programming in home energy management to develop an integer programming model that monitors and controls energy consumption trends in real-time while considering available energy units balance based on which devices are turned on at that particular time. The energy consumption optimization problem was formulated by considering prepaid billing consumers who can only switch their devices as per limited available energy at any given time. The devices were controlled with the help of a mobile application, and real-time power consumption was obtained from the deployed sensors on our system. The results confirm that the proposed model can predict the amount of time it takes for the available electricity balance to run out based on energy consumed by powered-on devices. This interval gets dynamically updated in real-time and also considers device status change. Hence, this will help consumers to make data-driven decisions on energy usage allocation and device activation prioritization while considering the availability of remaining energy units as one of the constraints leading to improved energy usage efficiency and sustainability as well as cost savings.
引用
收藏
页码:351 / 356
页数:6
相关论文
共 50 条
  • [1] Comprehensive smart home energy management system using mixed-integer quadratic-programming
    Killian, M.
    Zauner, M.
    Kozek, M.
    APPLIED ENERGY, 2018, 222 : 662 - 672
  • [2] Optimal energy management in public buildings using mixed-integer linear programming
    Vujkov, Barbara
    Dumnic, Boris
    Popadic, Bane
    Grbic, Tatjana
    Milicevic, Dragan
    PROCEEDINGS OF 2020 INTERNATIONAL CONFERENCE ON SMART SYSTEMS AND TECHNOLOGIES (SST 2020), 2020, : 225 - 228
  • [3] Optimizing home energy management systems: A mixed integer linear programming model considering battery cycle degradation
    Lima, Tayenne Dias de
    Faria, Pedro
    Vale, Zita
    ENERGY AND BUILDINGS, 2025, 329
  • [4] A Home Power Management System Using Mixed Integer Linear Programming for Scheduling Appliances and Power Resources
    Izmitligil, Hasan
    Ozkan, Hanife Apaydm
    2016 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2016,
  • [5] Multicarrier Energy System Management as Mixed Integer Linear Programming
    Afrashi, K.
    Bahmani-Firouzi, B.
    Nafar, M.
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2021, 45 (02) : 619 - 631
  • [6] Multicarrier Energy System Management as Mixed Integer Linear Programming
    K. Afrashi
    B. Bahmani-Firouzi
    M. Nafar
    Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 2021, 45 : 619 - 631
  • [7] Stochastic Optimization Model for Energy Management of a Hybrid Microgrid using Mixed Integer Linear Programming
    Franke, G.
    Schneider, M.
    Weitzel, T.
    Rinderknecht, S.
    IFAC PAPERSONLINE, 2020, 53 (02): : 12948 - 12955
  • [8] Scheduling Smart Home Appliances Using Mixed Integer Linear Programming
    Sou, Kin Cheong
    Weimer, James
    Sandberg, Henrik
    Johansson, Karl Henrik
    2011 50TH IEEE CONFERENCE ON DECISION AND CONTROL AND EUROPEAN CONTROL CONFERENCE (CDC-ECC), 2011, : 5144 - 5149
  • [9] A mixed integer linear programming based optimal home energy management scheme considering grid-connected microgrids
    Aslam, Sheraz
    Javaid, Nadeem
    Asif, Muhammad
    Iqbal, Umar
    Iqbal, Zafar
    Sarwar, Mian Ahmer
    2018 14TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2018, : 993 - 998
  • [10] MANAGEMENT DECISION AND INTEGER PROGRAMMING
    GLOVER, F
    ACCOUNTING REVIEW, 1969, 44 (02): : 300 - 316