A Hybrid Constraints Handling Strategy for Multiconstrained Multiobjective Optimization Problem of Microgrid EconomicalEnvironmental Dispatch
Joint Authors
Lai, Jingang
Li, Xin
Tang, Ruoli
Source
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-12-19
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Microgrid (MG) economical/environmental dispatch (MGEED) problem is a complex multiobjective optimization topic.
Since the generators are diversified and the operation mode changes frequently, the MGEEED problem always has different types of constraints, such as the load balance constraints and the ramp rates constraints, which make it a nonlinear, nonconvex optimization problem.
In this paper, the mathematical model of a typical MG system applied in northwest China is established.
Then, a hybrid constraints handling strategy (HCHS) based on nondominated sorting genetic algorithm II (NSGAII) is proposed to deal with the typical constraints, by which the constraints violations can be removed in several steps during the evolutionary process.
A dimensionality reduction method is introduced to simplify the optimization model.
And an individual repair approach is designed for the violations of ramp rates constraints.
In order to balance the weights of various types of constraints, the process of constraints handling in standard NSGAII is revised.
Thereafter, HCHS-NSGAII is applied to some typical MGEED problems, considering all kinds of typical constraints.
The results show that HCHS-NSGAII can obtain feasible Pareto sets with satisfactory convergence and distribution, which is efficient in handling complex practical industrial MGEED problems with the change of constraints combinations.
American Psychological Association (APA)
Li, Xin& Lai, Jingang& Tang, Ruoli. 2017. A Hybrid Constraints Handling Strategy for Multiconstrained Multiobjective Optimization Problem of Microgrid EconomicalEnvironmental Dispatch. Complexity،Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1143226
Modern Language Association (MLA)
Li, Xin…[et al.]. A Hybrid Constraints Handling Strategy for Multiconstrained Multiobjective Optimization Problem of Microgrid EconomicalEnvironmental Dispatch. Complexity No. 2017 (2017), pp.1-12.
https://search.emarefa.net/detail/BIM-1143226
American Medical Association (AMA)
Li, Xin& Lai, Jingang& Tang, Ruoli. A Hybrid Constraints Handling Strategy for Multiconstrained Multiobjective Optimization Problem of Microgrid EconomicalEnvironmental Dispatch. Complexity. 2017. Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1143226
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1143226