An optimal PID controller for a biped robot walking on flat terrain using MCIWO algorithms

被引:15
|
作者
Mandava, Ravi Kumar [1 ]
Vundavilli, Pandu R. [1 ]
机构
[1] IIT Bhubaneswar, Sch Mech Sci, Bhubaneswar 752050, Odisha, India
关键词
PID controller; Flat surface; Normality; PSO and MCIWO algorithms; INVASIVE WEED OPTIMIZATION;
D O I
10.1007/s12065-018-0184-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The design of appropriate controller plays an important role in achieving the dynamically balanced gaits of the biped robot. The present paper deals with the tuning of gains (K-p, K-d and K-i) of the proposed PID controller using two non-traditional global optimization algorithms, namely Particle Swarm Optimization (PSO) and a variant of Invasive Weed Optimization (IWO) called Modified Chaotic Invasive Weed Optimization (MCIWO) algorithms, which is newly proposed by the authors. The effectiveness of the newly proposed MCIWO algorithm has been verified with the help of benchmark functions by conducting the normality test, parametric and non-parametric tests. Further, the developed MCIWO algorithm is used to develop the optimal PID controller for the biped robot. Once the PID controllers are optimized, the performance of the controllers in terms of various performance measures of the biped robot are compared. Finally, the gait generated using the optimal PID controllers are tested on a real biped robot.
引用
收藏
页码:33 / 48
页数:16
相关论文
共 50 条
  • [41] Design of optimal PID controller for the reverse osmosis using teacher-learner-based-optimization
    Rathore, Natwar S.
    Singh, V. P.
    MEMBRANE WATER TREATMENT, 2018, 9 (02) : 129 - 136
  • [42] TRAJECTORY ANGLE CONTROL OF FISH-LIKE ROBOT MOTION BY USING FUZZY-PID CONTROLLER
    Hooshmand, Rahmat-Allah
    Nasiri, Ali Akbar
    Ataei, Mohammad
    INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2012, 27 (02): : 163 - 176
  • [43] Optimum Design of Fractional Order Pid Controller Using Chaotic Firefly Algorithms for a Control CSTR System
    Ravari, Mahdieh Alamdar
    Yaghoobi, Mahdi
    ASIAN JOURNAL OF CONTROL, 2019, 21 (05) : 2245 - 2255
  • [44] An Optimal Design of PID controller for DC-DC Zeta converter using Particle Swarm Optimization
    Nishat, Mirza Muntasir
    Shagor, Md Rafid Kaysar
    Akter, Hafsa
    Mim, Sayka Afreen
    Faisal, Fahim
    2020 23RD INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT 2020), 2020,
  • [45] Optimal Design and Simulation for PID Controller Using Fractional-Order Fish Migration Optimization Algorithm
    Guo, Baoyong
    Zhuang, Zhongjie
    Pan, Jeng-Shyang
    Chu, Shu-Chuan
    IEEE ACCESS, 2021, 9 : 8808 - 8819
  • [46] Optimal Tuning Of PID Controller For Switched Reluctance Motor Speed Control Using Particle Swarm Optimization
    Nimisha, K. K.
    Senthilkumar, R.
    2018 INTERNATIONAL CONFERENCE ON CONTROL, POWER, COMMUNICATION AND COMPUTING TECHNOLOGIES (ICCPCCT), 2018, : 487 - 491
  • [47] Optimal PID and fuzzy logic based position controller design of an overhead crane using the Bees Algorithm
    Esleman, Esmael Adem
    Onal, Gurol
    Kalyoncu, Mete
    SN APPLIED SCIENCES, 2021, 3 (10):
  • [48] Improved Performance of Battery Energy Storage in a Wind Energy Conversion System using an Optimal PID Controller
    Ghamari, SeyyedMorteza
    Ghahramani, Mehrdad
    Habibi, Daryoush
    Aziz, Asma
    2024 IEEE 34TH AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE, AUPEC 2024, 2024,
  • [49] Optimal PID and fuzzy logic based position controller design of an overhead crane using the Bees Algorithm
    Esmael Adem Esleman
    Gürol Önal
    Mete Kalyoncu
    SN Applied Sciences, 2021, 3
  • [50] Optimal PID Controller Design of DC-DC Buck Converter using Whale Optimization Algorithm
    Hekimoglu, Baran
    Ekinci, Serdar
    Kaya, Serhat
    2018 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP), 2018,