Energy Consumption Characterization in University Campus Microgrid Based on Power Data Analysis

被引:2
作者
Hajjaji, Imad [1 ,2 ]
El Alami, Hassan [3 ]
El Alami, Rafiq [2 ]
Dahmouni, Hamza [1 ]
机构
[1] Natl Inst Posts & Telecommun INPT, STRS Lab, Rabat, Morocco
[2] Mohammed VI Polytech Univ UM6P, Digital 4 Res Lab, Ben Guerir, Morocco
[3] Univ North Dakota, Sch Elect Engn & Comp Sci, Grand Forks, ND USA
来源
2022 9TH INTERNATIONAL CONFERENCE ON FUTURE INTERNET OF THINGS AND CLOUD, FICLOUD | 2022年
关键词
Smart-Grid; Power Consumption; Data Analysis; Data; Visualization; Energy;
D O I
10.1109/FiCloud57274.2022.00022
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the analysis of the consumption of electrical power in the university Campus Microgrid throughout one year. This research is conducted to fully understand our data and interpret the daily consumption of energy and its fluctuations for the different profiles. In our study, we analyze power consumption of five different buildings within the university campus: Teacher's office and labs, Classrooms, Restaurant, Exterior Lighting and, Student Room (Girls-ground floor). Each type of energy consumption is described by observations, graphs, plots and conclusions that properly highlight the most efficient characteristics. The paper begins with a description of the smart meters helping us record consumption history that constitutes our data. Data cleaning is one of the important steps before using the data. In this study, we begin with a general description of the aspects of consumption, using graphs in this way to clearly show the different changes. We then present our own interpretations of these changes in order to provide a general understanding of the energy load consumption.
引用
收藏
页码:107 / 112
页数:6
相关论文
共 11 条
[1]   MORED: A Moroccan Buildings' Electricity Consumption Dataset [J].
Ahajjam, Mohamed Aymane ;
Bonilla Licea, Daniel ;
Essayeh, Chaimaa ;
Ghogho, Mounir ;
Kobbane, Abdellatif .
ENERGIES, 2020, 13 (24)
[2]   Chasing the Negawatt: Visualization for Sustainable Living [J].
Bartram, Lyn ;
Rodgers, Johnny ;
Muise, Kevin .
IEEE COMPUTER GRAPHICS AND APPLICATIONS, 2010, 30 (03) :8-14
[3]  
Bayram IS, 2014, 2014 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP), P258, DOI 10.1109/GlobalSIP.2014.7032118
[4]  
Billard L., 2004, Computer Science
[5]   Evaluation of Artificial Intelligence Algorithms for Predicting Power Consumption in University Campus Microgrid [J].
Hajjaji, Imad ;
El Alami, Hassan ;
El-Fenni, Mohammed Raiss ;
Dahmouni, Hamza .
IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, :2121-2126
[6]  
Liu S, 2020, INT WIREL COMMUN, P103, DOI 10.1109/IWCMC48107.2020.9148515
[7]  
Mohamed A., 2020, Power Electronics and Drives, V4, P1
[8]  
Münch J, 2007, LECT NOTES COMPUT SC, V4336, P83
[9]  
Shuai Zhang, 2020, 2020 IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia), P1745, DOI 10.1109/ICPSAsia48933.2020.9208446
[10]  
Subho P., 2018, IEEE 8 POW IND INT C