Author(s)

Yuhang Bi ¹, Qinghua Zhao ²

Affiliation(s)

¹ Department of Planning Management, Expresspay Card Co., Ltd, No.23, Zhongshan East 1st Rd., Huangpu District, Shanghai, China
² Department of Strategic Development, Ningbo Citizen Card Operation Co., Ltd., 12F, Block A, Hebang Building, No933, North Tiantong Road, Ningbo, China

Corresponding Author

Yuhang Bi

ABSTRACT

Evolutionary multi-objective optimization (EMO) algorithm is a new multi-objective optimization algorithm developed in recent years, which has a broad application prospect in dealing with multi-objective optimization problems. This paper recognizes some recent efforts and discusses some feasible directions to develop potential EMO algorithms for solving high-dimensional objective optimization problems. A many-objective evolutionary strategy based on angle dominance (MaOES-AD) is proposed. The proposed MaOES -AD is applied to a many-objective test problem with multiple objectives and compared with recently proposed algorithms. It is proved that the proposed MaOES-AD algorithm achieves satisfactory results on all the considered problems.

KEYWORDS

Evolutionary multi-objective optimization, many-objective optimization problems, angle dominance, large dimension

CITE THIS PAPER

Yuhang Bi, Qinghua Zhao, A Many-Objective Evolutionary Strategy Based on Angle Dominance. Advances in Computer, Signals and Systems (2023) Vol. 7: 1-11. DOI: http://dx.doi.org/10.23977/acss.2023.070101.

REFERENCES

[1] Zitzler E, Laumanns M, Thiele L. SPEA2: Improving the strength Pareto evolutionary algorithm. TIK-report, 2001, 103. 
[2] Deb K, Pratap A, Agarwal S, et al. A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE transactions on evolutionary computation, 2002, 6(2): 182-197.
[3] Laumanns M, Thiele L, Deb K, et al. Combining convergence and diversity in evolutionary multiobjective optimization. Evolutionary computation, 2002, 10(3): 263-282.
[4] Di Pierro F, Khu S T, Savic D A. An investigation on preference order ranking scheme for multiobjective evolutionary optimization. IEEE transactions on evolutionary computation, 2007, 11(1): 17-45.
[5] Wang G, Jiang H. Fuzzy-dominance and its application in evolutionary many objective optimization//2007 International Conference on Computational Intelligence and Security Workshops (CISW 2007). IEEE, 2007: 195-198.
[6] He Z, Yen G G, Zhang J. Fuzzy-based Pareto optimality for many-objective evolutionary algorithms. IEEE Transactions on Evolutionary Computation, 2013, 18(2): 269-285.
[7] Zou X, Chen Y, Liu M, et al. A new evolutionary algorithm for solving many-objective optimization problems. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 2008, 38(5): 1402-1412.
[8] Yang S, Li M, Liu X, et al. A grid-based evolutionary algorithm for many-objective optimization. IEEE Transactions on Evolutionary Computation, 2013, 17(5): 721-736.
[9] Zitzler E, Thiele L. Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach. IEEE transactions on Evolutionary Computation, 1999, 3(4): 257-271.
[10] Deb K, Agrawal R B. Simulated binary crossover for continuous search space. Complex systems, 1995, 9(2): 115-148.
[11] Deb K, Goyal M. A combined genetic adaptive search (GeneAS) for engineering design. Computer Science and informatics, 1996, 26: 30-45.
[12] Li M, Yang S, Liu X. Shift-based density estimation for Pareto-based algorithms in many-objective optimization. IEEE Transactions on Evolutionary. 2014.
[13] Deb K, Thiele L, Laumanns M, et al. Scalable test problems for evolutionary multiobjective optimization// Evolutionary multiobjective optimization. Springer, London, 2005: 105-145.
[14] Bosman P A N, Thierens D. The balance between proximity and diversity in multiobjective evolutionary algorithms. IEEE transactions on evolutionary computation, 2003, 7(2): 174-188.

Sponsors, Associates, and Links

---

• Power Systems Computation
  
  
• Internet of Things (IoT) and Engineering Applications
  
  
• Computing, Performance and Communication Systems
  
  
• Journal of Artificial Intelligence Practice
  
  
• Journal of Network Computing and Applications
  
  
• Journal of Web Systems and Applications
  
  
• Journal of Electrotechnology, Electrical Engineering and Management
  
  
• Journal of Wireless Sensors and Sensor Networks
  
  
• Journal of Image Processing Theory and Applications
  
  
• Mobile Computing and Networking
  
  
• Vehicle Power and Propulsion
  
  
• Frontiers in Computer Vision and Pattern Recognition
  
  
• Knowledge Discovery and Data Mining Letters
  
  
• Big Data Analysis and Cloud Computing
  
  
• Electrical Insulation and Dielectrics
  
  
• Crypto and Information Security
  
  
• Journal of Neural Information Processing
  
  
• Collaborative and Social Computing
  
  
• International Journal of Network and Communication Technology
  
  
• File and Storage Technologies
  
  
• Frontiers in Genetic and Evolutionary Computation
  
  
• Optical Network Design and Modeling
  
  
• Journal of Virtual Reality and Artificial Intelligence
  
  
• Natural Language Processing and Speech Recognition
  
  
• Journal of High-Voltage
  
  
• Programming Languages and Operating Systems
  
  
• Visual Communications and Image Processing
  
  
• Journal of Systems Analysis and Integration
  
  
• Knowledge Representation and Automated Reasoning
  
  
• Review of Information Display Techniques
  
  
• Data and Knowledge Engineering
  
  
• Journal of Database Systems
  
  
• Journal of Cluster and Grid Computing
  
  
• Cloud and Service-Oriented Computing
  
  
• Journal of Networking, Architecture and Storage
  
  
• Journal of Software Engineering and Metrics
  
  
• Visualization Techniques
  
  
• Journal of Parallel and Distributed Processing
  
  
• Journal of Modeling, Analysis and Simulation
  
  
• Journal of Privacy, Trust and Security
  
  
• Journal of Cognitive Informatics and Cognitive Computing
  
  
• Lecture Notes on Wireless Networks and Communications
  
  
• International Journal of Computer and Communications Security
  
  
• Journal of Multimedia Techniques
  
  
• Automation and Machine Learning
  
  
• Computational Linguistics Letters
  
  
• Journal of Computer Architecture and Design
  
  
• Journal of Ubiquitous and Future Networks