A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B
Yazdani D, Cheng R, Yazdani D, Branke J, Jin Y, Yao X (2021)
IEEE Transactions on Evolutionary Computation 25(4): 630-650.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
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Autor*in
Yazdani, Danial;
Cheng, Ran;
Yazdani, Donya;
Branke, Jurgen;
Jin, YaochuUniBi
;
Yao, Xin
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Abstract / Bemerkung
This article presents the second Part of a two-Part survey that reviews evolutionary dynamic optimization (EDO) for single-objective unconstrained continuous problems over the last two decades. While in the first part, we reviewed the components of dynamic optimization algorithms (DOAs); in this part, we present an in-depth review of the most commonly used benchmark problems, performance analysis methods, static optimization methods used in the framework of DOAs, and real-world applications. Compared to the previous works, this article provides a new taxonomy for the benchmark problems used in the field based on their baseline functions and dynamics. In addition, this survey classifies the commonly used performance indicators into fitness/error-based and efficiency-based ones. Different types of plots used in the literature for analyzing the performance and behavior of algorithms are also reviewed. Furthermore, the static optimization algorithms that are modified and utilized in the framework of DOAs as the optimization components are covered. We then comprehensively review some real-world dynamic problems that are optimized by EDO methods. Finally, some challenges and opportunities are pointed out for future directions.
Erscheinungsjahr
2021
Zeitschriftentitel
IEEE Transactions on Evolutionary Computation
Band
25
Ausgabe
4
Seite(n)
630-650
ISSN
1089-778X
eISSN
1941-0026
Page URI
https://pub.uni-bielefeld.de/record/2978363
Zitieren
Yazdani D, Cheng R, Yazdani D, Branke J, Jin Y, Yao X. A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B. IEEE Transactions on Evolutionary Computation. 2021;25(4):630-650.
Yazdani, D., Cheng, R., Yazdani, D., Branke, J., Jin, Y., & Yao, X. (2021). A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B. IEEE Transactions on Evolutionary Computation, 25(4), 630-650. https://doi.org/10.1109/TEVC.2021.3060012
Yazdani, Danial, Cheng, Ran, Yazdani, Donya, Branke, Jurgen, Jin, Yaochu, and Yao, Xin. 2021. “A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B”. IEEE Transactions on Evolutionary Computation 25 (4): 630-650.
Yazdani, D., Cheng, R., Yazdani, D., Branke, J., Jin, Y., and Yao, X. (2021). A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B. IEEE Transactions on Evolutionary Computation 25, 630-650.
Yazdani, D., et al., 2021. A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B. IEEE Transactions on Evolutionary Computation, 25(4), p 630-650.
D. Yazdani, et al., “A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B”, IEEE Transactions on Evolutionary Computation, vol. 25, 2021, pp. 630-650.
Yazdani, D., Cheng, R., Yazdani, D., Branke, J., Jin, Y., Yao, X.: A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B. IEEE Transactions on Evolutionary Computation. 25, 630-650 (2021).
Yazdani, Danial, Cheng, Ran, Yazdani, Donya, Branke, Jurgen, Jin, Yaochu, and Yao, Xin. “A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B”. IEEE Transactions on Evolutionary Computation 25.4 (2021): 630-650.