On a probability distribution model combining household power consumption, electric vehicle home-charging and photovoltaic power production

被引:67
|
作者
Munkhammar, Joakim [1 ]
Widen, Joakim [1 ]
Ryden, Jesper [2 ]
机构
[1] Uppsala Univ, Dept Engn Sci, Built Environm Energy Syst Grp, SE-75121 Uppsala, Sweden
[2] Uppsala Univ, Dept Math, SE-75106 Uppsala, Sweden
关键词
Probability density distributions; Household power consumption; Electric vehicle home-charging; Photovoltaic power production; BOTTOM-UP APPROACH; SOLAR-RADIATION; CLEARNESS INDEX; FREQUENCY-DISTRIBUTION; DENSITY DISTRIBUTIONS; ENERGY MANAGEMENT; SELF-CONSUMPTION; DAILY INSOLATION; DEMAND; LOAD;
D O I
10.1016/j.apenergy.2014.12.031
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
In this paper we develop a probability distribution model combining household power consumption, electric vehicle (EV) home-charging and photovoltaic (PV) power production. The model is set up using a convolution approach to merge three separate existing probability distribution models for household electricity use, EV home-charging and PV power production. This model is investigated on two system levels: household level and aggregate level of multiple households. Results for the household level show the power consumption/production mismatch as probability distributions for different time bins. This is further investigated with different levels of PV power production. The resulting yearly distribution of the aggregate scenario of multiple uncorrelated households with EV charging and PV power production is shown to not be normally distributed due to the mismatch of PV power production and household power consumption on a diurnal and annual basis. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:135 / 143
页数:9
相关论文
共 50 条
  • [11] Reducing the Impacts of Electric Vehicle Charging on Power Distribution Transformers
    Pradhan, Pravakar
    Ahmad, Iftekhar
    Habibi, Daryoush
    Kothapalli, Ganesh
    Masoum, Mohammad A. S.
    [J]. IEEE ACCESS, 2020, 8 : 210183 - 210193
  • [12] Power consumption prediction for electric vehicle charging stations and forecasting income
    K. C. Akshay
    G. Hannah Grace
    Kanimozhi Gunasekaran
    Ravi Samikannu
    [J]. Scientific Reports, 14
  • [13] Power consumption prediction for electric vehicle charging stations and forecasting income
    Akshay, K. C.
    Grace, G. Hannah
    Gunasekaran, Kanimozhi
    Samikannu, Ravi
    [J]. SCIENTIFIC REPORTS, 2024, 14 (01)
  • [14] Review of probabilistic load flow approaches for power distribution systems with photovoltaic generation and electric vehicle charging
    Ramadhani, Umar Hanif
    Shepero, Mahmoud
    Munkhammar, Joakim
    Widen, Joakim
    Etherden, Nicholas
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2020, 120
  • [15] A Virtual Power Plant Management Model Based on Electric Vehicle Charging Infrastructure Distribution
    Musio, Maura
    Damiano, Alfonso
    [J]. 2012 3RD IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES EUROPE (ISGT EUROPE), 2012,
  • [16] Impact of Electric Vehicle Charging in Power Distribution Networks Using a Transport Model Approach
    Mendoza-Baeza, Jorge
    Cerda B, Rodrigo
    Lopez R, Francisco
    Caicedo M, Felix
    [J]. 2015 CHILEAN CONFERENCE ON ELECTRICAL, ELECTRONICS ENGINEERING, INFORMATION AND COMMUNICATION TECHNOLOGIES (CHILECON), 2015, : 517 - 522
  • [17] Revolutionizing photovoltaic consumption and electric vehicle charging: A novel approach for residential distribution systems
    Meng, Qinglin
    Tong, Xinyu
    Hussain, Sheharyar
    Luo, Fengzhang
    Zhou, Fei
    Liu, Lei
    He, Ying
    Jin, Xiaolong
    Li, Botong
    [J]. IET GENERATION TRANSMISSION & DISTRIBUTION, 2024, 18 (17) : 2822 - 2833
  • [18] Dynamic energy management of an electric vehicle charging station using photovoltaic power
    Kouka, Karima
    Masmoudi, Abdelkarim
    Abdelkafi, Achraf
    Krichen, Lotfi
    [J]. SUSTAINABLE ENERGY GRIDS & NETWORKS, 2020, 24
  • [19] Charging Power Forecasting for Electric Vehicle Based on Statistical Model
    Xing Yuhui
    Zhu Guiping
    [J]. 2012 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2012,
  • [20] Coordinated Electric Vehicle Charging With Reactive Power Support to Distribution Grids
    Wang, Jingyuan
    Bharati, Guna R.
    Paudyal, Sumit
    Ceylan, Oguzhan
    Bhattarai, Bishnu P.
    Myers, Kurt S.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2019, 15 (01) : 54 - 63