Design of a Wrist Rehabilitation System with a Novel Mixed Structural Optimization Applying Improved Harmony Search

被引:0
|
作者
Vega-Alvarado, Eduardo [1 ]
Vazquez-Castillo, Valentin [1 ]
Portilla-Flores, Edgar Alfredo [1 ]
Calva-Yanez, Maria Barbara [1 ]
Sepulveda-Cervantes, Gabriel [1 ]
机构
[1] Inst Politecn Nacl, CIDETEC, Mexico City 07700, DF, Mexico
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 04期
关键词
harmony search; optimization; engineering hard problems; wrist rehabilitation; PARAMETER OPTIMIZATION; SHAPE OPTIMIZATION; ALGORITHM; BEAMS;
D O I
10.3390/app11041766
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper presents the development of a wrist rehabilitation system with a novel approach for structural design, based on the modeling of an optimization problem solved by a metaheuristic algorithm, Improved Harmony Search (ImHS). It is part of a project for developing low-cost rehabilitation systems expressly designed for the population of Latin American countries. A mixed optimization problem is modeled for the design, where the material type is associated with an integer variable and the dimensions of the components are continuous parameters. The novelty is that each element is calculated individually, but considering the combined effect over the structure. The optimization works simultaneously on both the material selection and the meeting of the associated constraints, to guarantee that the system will not fail because of any load, neither it will be unsafe for the patients, since the operation will always be within the limits considered in the modeling. ImHS is a variant of the Harmony Search algorithm, modified to enhance the exploration and exploitation processes. It is a simple yet powerful metaheuristic, implemented in this development with additional modifications to handle constraints and mixed variables. The proposed approach produced quality results, indicating that ImHS can be applied to solve complex engineering problems, facilitating the manufacture and control processes.
引用
收藏
页码:1 / 11
页数:11
相关论文
共 50 条
  • [21] A Cascaded Improved Harmony Search for Line Impedance Estimation in a Radial Power System
    Park, Jaeyoung
    Kwon, Soonyoung
    Kim, Minho
    Han, Soohee
    IFAC PAPERSONLINE, 2017, 50 (01): : 3368 - 3375
  • [22] Performance evaluation of an improved harmony search algorithm for numerical optimization: Melody Search (MS)
    Ashrafi, S. M.
    Dariane, A. B.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2013, 26 (04) : 1301 - 1321
  • [23] Optimization of Seismic Base Isolation System Using Adaptive Harmony Search Algorithm
    Ocak, Ayla
    Nigdeli, Sinan Melih
    Bekdas, Gebrail
    Kim, Sanghun
    Geem, Zong Woo
    SUSTAINABILITY, 2022, 14 (12)
  • [24] An improved global-best harmony search algorithm for faster optimization
    Xiang, Wan-li
    An, Mei-qing
    Li, Yin-zhen
    He, Rui-chun
    Zhang, Jing-fang
    EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (13) : 5788 - 5803
  • [25] IIR filter optimization using improved chaotic harmony search algorithm
    Shafaati, Mehrnoosh
    Mojallali, Hamed
    AUTOMATIKA, 2018, 59 (3-4) : 331 - 339
  • [26] An Improved Harmony Search Approach for Block Placement for VLSI Design Automation
    Shaik Karimullah
    D. Vishnuvardhan
    Vidhyacharan Bhaskar
    Wireless Personal Communications, 2022, 127 : 3041 - 3059
  • [27] Novel derivative of harmony search algorithm for discrete design variables
    Geem, Zong Woo
    APPLIED MATHEMATICS AND COMPUTATION, 2008, 199 (01) : 223 - 230
  • [28] Parallel chaotic local search enhanced harmony search algorithm for engineering design optimization
    Jin Yi
    Xinyu Li
    Chih-Hsing Chu
    Liang Gao
    Journal of Intelligent Manufacturing, 2019, 30 : 405 - 428
  • [29] Parallel chaotic local search enhanced harmony search algorithm for engineering design optimization
    Yi, Jin
    Li, Xinyu
    Chu, Chih-Hsing
    Gao, Liang
    JOURNAL OF INTELLIGENT MANUFACTURING, 2019, 30 (01) : 405 - 428
  • [30] An improved particle swarm optimization particle filter algorithm based on harmony search
    Liu, Zhen-dong
    Fang, Yi-ming
    Liu, Le
    Zhao, Xiao-dong
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 1661 - 1666