journal article·2024Open access

DeepSurNet-NSGA II: Deep Surrogate Model-Assisted Multi-Objective Evolutionary Algorithm for Enhancing Leg Linkage in Walking Robots

Sayat Ibrayev, Batyrkhan Omarov, Arman Ibrayeva, Zeinel Momynkulov

Computers, Materials & Continua· Volume 81· Issue 1

Abstract

This research paper presents a comprehensive investigation into the effectiveness of the DeepSurNet-NSGA II (Deep Surrogate Model-Assisted Non-dominated Sorting Genetic Algorithm II) for solving complex multi-objective optimi... | Find, read and cite all the research you need on Tech Science Press
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Research context

OpenAlex topics: Robotic Locomotion and Control · Vehicle Dynamics and Control Systems · Soil Mechanics and Vehicle Dynamics

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (39)

Show source-provided references
1. SoRTS: Learned tree search for long horizon social robot navigation10.1109/LRA.2024.3370051 ↗
2. Toward robust and accurate myoelectric controller design based on multi-objective optimization using evolutionary computation10.1109/JSEN.2023.3347949 ↗
3. Surrogate-assisted evolutionary multi-objective optimization of medium-scale problems by random grouping and sparse gaussian modeling
4. Hybrid surrogate assisted evolutionary multi-objective reinforcement learning for continuous robot control10.1007/978-3-031-56855-8_4 ↗
5. Multi-objective optimization design of recycled aggregate concrete mixture proportions based on machine learning and NSGA-II algorithm10.1016/j.advengsoft.2024.103631 ↗
6. A review of data-driven surrogate models for design optimization of electric motors
7. Aerodynamic shape optimization of a missile using a multi-objective genetic algorithm10.1155/2020/1528435 ↗
8. A knee-guided evolutionary algorithm for multi-objective air traffic flow management10.1109/TEVC.2023.3281810 ↗
9. Deep learning modelling techniques: Current progress, applications, advantages, and challenges10.1007/s10462-023-10466-8 ↗
10. Multi-strategy competitive-cooperative co-evolutionary algorithm and its application10.1016/j.ins.2023.03.142 ↗
11. A first runtime analysis of the NSGA-II on a multimodal problem10.1109/TEVC.2023.3250552 ↗
12. Optimal leg linkage design for horizontal propel of a walking robot using non-dominated sorting genetic algorithm10.1109/ACCESS.2024.3354384 ↗
13. Multi-objective optimization of a lower limb prosthesis for metabolically efficient walking assistance
14. Multi-objective energy consumption optimization of a flying-walking power transmission line inspection robot during flight missions using improved NSGA-II
15. Aerodynamic shape optimization of gas turbines: A deep learning surrogate model approach
16. Local fitness landscape exploration based genetic algorithms10.1109/ACCESS.2023.3234775 ↗
17. Probabilistic surrogate modeling by Gaussian process: A review on recent insights in estimation and validation
18. Addressing data scarcity in protein fitness landscape analysis: A study on semi-supervised and deep transfer learning techniques10.1016/j.inffus.2023.102035 ↗
19. Physics-informed deep learning for simultaneous surrogate modeling and PDE-constrained optimization of an airfoil geometry10.1016/j.cma.2023.116042 ↗
20. Meta reinforcement learning for optimal design of legged robots10.1109/LRA.2022.3211785 ↗
21. Multicriteria optimization of lower limb exoskeleton mechanism
22. Cost-aware scheduling systems for real-time workflows in cloud: An approach based on genetic algorithm and deep reinforcement learning10.1016/j.eswa.2023.120972 ↗
23. Deep-quantile-regression-based surrogate model for joint chance-constrained optimal power flow with renewable generation10.1109/TSTE.2022.3223764 ↗
24. EELS: Autonomous snake-like robot with task and motion planning capabilities for ice world exploration10.1126/scirobotics.adh8332 ↗
25. Optimal synthesis of walking robot leg
26. Single-leg structural design and foot trajectory planning for a novel bioinspired quadruped robot
27. Design and analysis of a multi-configuration wheel-leg hybrid drive robot machine10.1177/17298806231163828 ↗
28. A review of shape memory alloy artificial muscles in bionic applications10.1088/1361-665X/acf1e8 ↗
29. Computer-aided design of a leg for an energy efficient walking machine10.1016/0094-114X(84)90005-3 ↗
30. Analysis and experiment of a bioinspired multimode octopod robot
31. Watt-1 linkages with shunted chebyshev-dyads, producing symmetrical 6-bar curves10.1016/0094-114X(81)90061-6 ↗
32. Design and analysis of an adjustable Stephenson-III closed-chain leg mechanism and its application in multi-legged robot
33. Simulation and analysis of a single actuated quadruped robot10.5194/ms-13-137-2022 ↗
34. Modeling, comparison and evaluation of one-DOF six-bar bioinspired jumping leg mechanisms
35. Synthesis of a six-bar mechanism for generating knee and ankle motion trajectories using deep generative neural network10.1016/j.engappai.2022.105500 ↗
36. Surrogate-assisted and filter-based multi-objective evolutionary feature selection for deep learning
37. Artificial neural network structure optimisation for accurately prediction of exergy, comfort and life cycle cost performance of a low energy building
38. Multi-output regression algorithm-based non-dominated sorting genetic algorithm II optimization for L-shaped twisted tape insertions in circular heat exchange tubes
39. Remaining useful life indirect prediction of lithium-ion batteries using CNN-BiGRU fusion model and TPE optimization10.3934/energy.2023043 ↗