Is NSGA-II Ready for Large-Scale Multi-Objective Optimization?

Is NSGA-II Ready for Large-Scale Multi-Objective Optimization?

NSGA-II is, by far, the most popular metaheuristic that has been adopted for solving multi-objective optimization problems. However, its most common usage, particularly when dealing with continuous problems, is circumscribed to a standard algorithmic configuration similar to the one described in its...

Full description

Bibliographic Details
Main Authors:	Antonio J. Nebro, Jesús Galeano-Brajones, Francisco Luna, Carlos A. Coello Coello
Format:	Article
Language:	English
Published:	MDPI AG 2022-11-01
Series:	Mathematical and Computational Applications
Subjects:	NSGA-II auto-configuration and auto-design of metaheuristics large-scale multi-objective optimization real-world problems optimization
Online Access:	https://www.mdpi.com/2297-8747/27/6/103

Similar Items

Evolver: Meta-optimizing multi-objective metaheuristics
by: José F. Aldana-Martín, et al.
Published: (2023-12-01)

Auto-tuning PVT data using multi-objective optimization: Application of NSGA-II algorithm
by: Abdolhadi Zarifi, et al.
Published: (2024-03-01)

Comparison of NSGA-II, MOALO and MODA for Multi-Objective Optimization of Micro-Machining Processes
by: Milan Joshi, et al.
Published: (2021-09-01)

Multi-objective Optimization Design of Micro-cultivator Gearbox based on NSGA-Ⅱ Algorithm
by: Zeng Chen, et al.
Published: (2016-01-01)

Test and Validation of the Surrogate-Based, Multi-Objective GOMORS Algorithm against the NSGA-II Algorithm in Structural Shape Optimization
by: Yannis Werner, et al.
Published: (2022-01-01)

Polar vessel hullform design based on the multi-objective optimization NSGA II
by: DUAN Fei, et al.
Published: (2017-12-01)

Many-Objective RadarCom Signal Design via NSGA-II Genetic Algorithm Implementation and Simulation Analysis
by: Richard Washington, et al.
Published: (2022-08-01)

Multi-objective automatic optimization of crystallography beamline based on NSGA-II
by: ZHANG Ding, et al.
Published: (2021-12-01)

Multi-Objective Optimal Design of SPMSM for Electric Compressor Using Analytical Method and NSGA-II Algorithm
by: Seong-Tae Jo, et al.
Published: (2022-10-01)

Datasets describing optimization of the cutting regime in the turning of AISI 316L steel for biomedical purposes based on the NSGA-II and NSGA-III multi-criteria algorithms
by: Hiovanis Castillo Pantoja, et al.
Published: (2023-10-01)

Innovative Design Method of Hydro-Pneumatic Suspension for Large High-Clearance Sprayer Based on Improved NSGA-II Algorithm
by: Fan Yang, et al.
Published: (2023-05-01)

Design of an Adiabatic Calorimeter for Cementitious Mixtures by Multi-Objective Optimization
by: Jhonatan A. Becerra-Duitama, et al.
Published: (2023-07-01)

ADVANCE HYDRAULIC SUPPORT MULTI-OBJECTIVE OPTIMIZATION DESIGN BASED ON NSGA-Ⅱ ALGORITHM
by: NIU YanQi, et al.
Published: (2015-01-01)

Maintenance Service Configuration Optimization for Complex Equipment
by: Chunliu Zhou, et al.
Published: (2023-01-01)

Optimizing Multi-Objective Federated Learning on Non-IID Data with Improved NSGA-III and Hierarchical Clustering
by: Jialin Zhong, et al.
Published: (2022-05-01)

Multi-objective Optimization of Volute Springs using an Improved NSGA II
by: navid moshtaghi yazdani
Published: (2020-12-01)

Design optimization of a shell-and-tube heat exchanger with disc-and-doughnut baffles for aero-engine using one hybrid method of NSGA II and MOPSO
by: Zhe Xu, et al.
Published: (2023-01-01)

Research on Multi-Objective Optimization Model of Foundation Pit Dewatering Based on NSGA-II Algorithm
by: Zhiheng Ma, et al.
Published: (2023-09-01)

Multi-objective optimization design of gas turbine exhaust ejection device based on NSGA-II algorithm
by: Jihong HE, et al.
Published: (2022-12-01)

Optimization of designing multiple genes encoding the same protein based on NSGA-II for efficient execution on GPUs
by: Donghyeon Kim, et al.
Published: (2023-07-01)

Improving Multi-Objective Optimization Methods of Water Distribution Networks
by: Rahel Amare Kidanu, et al.
Published: (2023-07-01)

A Multi-Objective Multi-Period Low-Carbon Location-Routing Problem: Improved NSGA-II Approach
by: Binbin Chen, et al.
Published: (2024-01-01)

Numerical Simulation and Multi-Objective Optimization of Partition Cooling in Hot Stamping of the Automotive B-Pillar Based on RSM and NSGA-II
by: Maomao Cui, et al.
Published: (2020-09-01)

Stable Configurations of DOXH Interacting with Graphene: Heuristic Algorithm Approach Using NSGA-II and U-NSGA-III
by: Kanes Sumetpipat, et al.
Published: (2022-11-01)

Research on location and layout of auto-body sheet metal based on NSGA-Ⅱ and RBF neural network
by: Peng WANG, et al.
Published: (2019-06-01)

A Multi-Objective Optimization of 2D Materials Modified Surface Plasmon Resonance (SPR) Based Sensors: An NSGA II Approach
by: Pericle Varasteanu, et al.
Published: (2021-05-01)

Finite Element Based Overall Optimization of Switched Reluctance Motor Using Multi-Objective Genetic Algorithm (NSGA-II)
by: Mohamed El-Nemr, et al.
Published: (2021-03-01)

Optimal Lane Change Path Planning Based on the NSGA-II and TOPSIS Algorithms
by: Dongyi Wang, et al.
Published: (2023-01-01)

Multi-Objective Optimization of Two-Stage Helical Pairs in Helical Hydraulic Rotary Actuator Using Ensemble of Metamodels and NSGA-II
by: Song Liu, et al.
Published: (2023-10-01)

Optimal Design of MR Dampers Using NSGA-II Algorithm
by: Mehdi Babaei, et al.
Published: (2023-01-01)

An Integrated Flow Shop Scheduling Problem of Preventive Maintenance and Degradation With an Improved NSGA-II Algorithm
by: Yang Liu, et al.
Published: (2023-01-01)

Multi-Objective Optimization of Plate-Fin Heat Exchangers via Non-Dominated Sequencing Genetic Algorithm (NSGA-II)
by: Shengchen Li, et al.
Published: (2022-11-01)

Improved NSGA-III using transfer learning and centroid distance for dynamic multi-objective optimization
by: Haijuan Zhang, et al.
Published: (2021-11-01)

Multi-objective optimization of two-stage AC–DC power supply for reliability and efficiency using NSGA-II and meta-heuristic honey bee algorithms
by: Seyed Mehdi Nouri, et al.
Published: (2023-11-01)

Multi-objective Optimization of Land Use Allocation Using NSGA-II Algorithm (Case Study: Region 10 of Tabriz City)
by: Hassan Mahmood zadeh, et al.
Published: (2020-05-01)

Improved SparseEA for sparse large-scale multi-objective optimization problems
by: Yajie Zhang, et al.
Published: (2021-10-01)

Optimization of wake propeller based on Gaussian approximation and NSGA-II
by: Xu LIU, et al.
Published: (2023-08-01)

Design of LQG Controller for Nuclear Reactor Power Based on NSGA-Ⅱ Algorithm
by: JIN Xin;LI Dongyuan;QIN Ge;XU Jiaoshen;TANG Hui;WANG Xin
Published: (2022-10-01)

NSGA-II Genetic Algorithm Combined with Response Surface Methodology to Optimize the Extraction Process of Active Ingredients of Inonotus obliquus
by: Haocheng YUN, et al.
Published: (2022-09-01)

Optimization of Parameter Matching of Hybrid Power System for HEV based on NSGA-Ⅱ Algorithm
by: Deng Tao, et al.
Published: (2016-01-01)