Humanoid Robot Gait Optimization: Stretched Simulated Annealing and Genetic Algorithm a Comparative Study

被引:1
|
作者
Pereira, Ana I. [1 ,2 ]
Lima, Jose [1 ,3 ]
Costa, Paulo [3 ,4 ]
机构
[1] Polytech Inst Braganca, Braganca, Portugal
[2] Univ Minho, ALGORITHMI, P-4719 Braga, Portugal
[3] INESC TEC, Porto, Portugal
[4] Univ Porto, Fac Engn, P-4100 Porto, Portugal
关键词
Humanoid Gait; Simulated annealing; Genetic Algorithm; Optimization;
D O I
10.1063/1.4825562
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
There are several approaches to create the Humanoid robot gait planning. This problem presents a large number of unknown parameters that should be found to make the humanoid robot to walk. Optimization in simulation models can be used to find the gait based on several criteria such as energy minimization, acceleration, step length among the others. The presented paper addresses a comparison between two optimization methods, the Stretched Simulated Annealing and the Genetic Algorithm, that runs in an accurate and stable simulation model. Final results show the comparative study and demonstrate that optimization is a valid gait planning technique.
引用
收藏
页码:598 / 601
页数:4
相关论文
共 50 条
  • [21] Genetic Simulated Annealing Algorithm Used for PID Parameters Optimization
    Wang, Jiajia
    Jin, Guoqing
    Wang, Yaqun
    Chen, Xiaozhu
    2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL I, PROCEEDINGS, 2009, : 397 - 401
  • [22] Optimization of Procurement Strategy Supported by Simulated Annealing and Genetic Algorithm
    Niewiadomski, Szymon
    Mzyk, Grzegorz
    SYSTEM DEPENDABILITY-THEORY AND APPLICATIONS, DEPCOS-RELCOMEX 2024, 2024, 1026 : 196 - 205
  • [23] DESIGN OPTIMIZATION OF A BLDC MOTOR BY GENETIC ALGORITHM AND SIMULATED ANNEALING
    Rao, Kondapalli Siva Rama
    Bin Othman, Azrul Hisham
    ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, 2007, : 854 - +
  • [24] Applying genetic algorithm and simulated annealing to a combinatorial optimization problem
    Chakraborty, M
    Chakraborty, UK
    ICICS - PROCEEDINGS OF 1997 INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATIONS AND SIGNAL PROCESSING, VOLS 1-3: THEME: TRENDS IN INFORMATION SYSTEMS ENGINEERING AND WIRELESS MULTIMEDIA COMMUNICATIONS, 1997, : 929 - 933
  • [25] Comparative study of simulated annealing, tabu search, and the genetic algorithm for calibration of the microsimulation model
    Lidbe, Abhay D.
    Hainen, Alexander M.
    Jones, Steven L.
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2017, 93 (01): : 21 - 33
  • [26] FURTHER INVESTIGATION ON A COMPARATIVE-STUDY OF SIMULATED ANNEALING AND GENETIC ALGORITHM FOR WAVELENGTH SELECTION
    HORCHNER, U
    KALIVAS, JH
    ANALYTICA CHIMICA ACTA, 1995, 311 (01) : 1 - 13
  • [27] Simulated annealing, weighted simulated annealing and genetic algorithm at work
    Bergeret, F
    Besse, P
    COMPUTATIONAL STATISTICS, 1997, 12 (04) : 447 - 465
  • [28] Searching CPG parameters for humanoid gait using Particle Swarm Optimization and Genetic Algorithm
    de Paiva, Rafael Cortes
    Soares Romariz, Alexandre Ricardo
    Borges, Geovany Araujo
    2013 16TH INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS (ICAR), 2013,
  • [29] Optimal stable gait for nonlinear uncertain humanoid robot using central force optimization algorithm
    Tran Thien Huan
    Ho Pham Huy Anh
    ENGINEERING COMPUTATIONS, 2019, 36 (02) : 599 - 621
  • [30] Dynamic economic dispatch: a comparative study for differential evolution, particle swarm optimization, evolutionary programming, genetic algorithm, and simulated annealing
    Jagat Kishore Pattanaik
    Mousumi Basu
    Deba Prasad Dash
    Journal of Electrical Systems and Information Technology, 6 (1)