Single and multi-objective operation management of micro-grid using krill herd optimization and ant lion optimizer algorithms

被引:25
|
作者
Fathy A. [1 ,2 ]
Abdelaziz A.Y. [3 ]
机构
[1] Electrical Engineering Department, Faculty of Engineering, Jouf University, Sakakah
[2] Electric Power and Machine Department, Faculty of Engineering, Zagazig University, Zagazig
[3] Electric Power and Machine Department, Faculty of Engineering, Ain Shams University, Cairo
关键词
Ant lion optimizer; Krill herd optimization algorithm; Micro-grid operation;
D O I
10.1007/s40095-018-0266-8
中图分类号
学科分类号
摘要
In this paper, two recent heuristic optimization algorithms are presented to optimally manage the operation of the micro-grid (MG) with installed renewable energy sources (RESs); krill herd (KH) optimization and ant lion optimizer (ALO) algorithms. The first algorithm is used for solving single-objective function represents either total operation cost or total pollutant emission injected from the installed generating units while ALO is applied to solve the multi-objective function of both total operating cost and emission. The problem is formulated as nonlinear constrained objective function with equality and inequality constraints. In this work; the devices installed in MGs are photovoltaic panel (PV), wind turbine (WT), micro-turbine (MT), fuel cell (FC), battery and grid. Two scenarios are studied; the first one is optimizing MG with installing all RESs within specified limits in addition to grid, while the second scenario is operating both PV and WT at their rated powers. The obtained results are compared with different reported algorithms like genetic algorithm (GA), Fuzzy self-adaptive PSO (FSAPSO) and others programmed like particle swarm optimization (PSO), grey-wolf optimizer (GWO) and whale optimization algorithm (WOA). For first scenario; the proposed KH gives the best optimal cost of 105.94 €ct while the best emission is 420.57 kg, the best optimal cost and emission of 592.86 €ct 339.71 kg are obtained via KH in the second scenario. © 2018, The Author(s).
引用
收藏
页码:257 / 271
页数:14
相关论文
共 50 条
  • [1] Multi-objective Optimal Scheduling of a Micro-grid Consisted of Renewable Energies using Multi-objective Ant lion Optimizer
    Hosseini, Kamran
    Araghi, Samad
    Ahmadian, Mohamad Bagher
    Asadian, Vli
    2017 SMART GRID CONFERENCE (SGC), 2017,
  • [2] Ant Colony Optimization-based Micro-grid Multi-Objective Optimization
    Zheng, Feng Xian
    Jun, Li Hong
    Ting, Zhang Ting
    Bin, Zhao
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, COMPUTER AND SOCIETY, 2016, 37 : 1618 - 1622
  • [3] An application of Wild Horse Optimizer to multi-objective energy management in a micro-grid
    Miloš Milovanović
    Dardan Klimenta
    Marija Panić
    Jelena Klimenta
    Bojan Perović
    Electrical Engineering, 2022, 104 : 4521 - 4541
  • [4] An application of Wild Horse Optimizer to multi-objective energy management in a micro-grid
    Milovanovic, Milos
    Klimenta, Dardan
    Panic, Marija
    Klimenta, Jelena
    Perovic, Bojan
    ELECTRICAL ENGINEERING, 2022, 104 (06) : 4521 - 4541
  • [5] Multi-objective energy management in a micro-grid
    Aghajani, Gholamreza
    Ghadimi, Noradin
    ENERGY REPORTS, 2018, 4 : 218 - 225
  • [6] Multi-objective ant lion optimizer: a multi-objective optimization algorithm for solving engineering problems
    Seyedali Mirjalili
    Pradeep Jangir
    Shahrzad Saremi
    Applied Intelligence, 2017, 46 : 79 - 95
  • [7] Multi-objective ant lion optimizer: a multi-objective optimization algorithm for solving engineering problems
    Mirjalili, Seyedali
    Jangir, Pradeep
    Saremi, Shahrzad
    APPLIED INTELLIGENCE, 2017, 46 (01) : 79 - 95
  • [8] Query Optimization in Crowd-Sourcing Using Multi-Objective Ant Lion Optimizer
    Kumar, Deepak
    Mehrotra, Deepti
    Bansal, Rohit
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2019, 14 (04) : 50 - 63
  • [9] Multi-objective Operation Optimization of a Micro-grid using Modified Honey Bee Mating Optimization Algorithm
    Wu, Lizhen
    Hao, Xiaohong
    CURRENT DEVELOPMENT OF MECHANICAL ENGINEERING AND ENERGY, PTS 1 AND 2, 2014, 494-495 : 1593 - 1597
  • [10] Multi-Objective Ant Lion Optimizer Based on TimeWeight
    Liu, Yi
    Qin, Wei
    Zhang, Jinhui
    Li, Mengmeng
    Zheng, Qibin
    Wang, Jichuan
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2021, E104D (06) : 901 - 904