Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control

This paper proposes the online learning controller for PID gain tuning to regulate the speed of robot on parallel two-wheeled electric scooter. We define this speed regulation as “speed governing behavior”. The proposed system based on Iterative Feedback Tuning (IFT) contributes the online continuit...

Full description

Bibliographic Details
Main Authors: Kohei KIMURA, Hiroto MIZOHANA, Shunichi NOZAWA, Kei OKADA, Masayuki INABA
Format: Article
Language:Japanese
Published: The Japan Society of Mechanical Engineers 2018-06-01
Series:Nihon Kikai Gakkai ronbunshu
Subjects:
Online Access:https://www.jstage.jst.go.jp/article/transjsme/84/864/84_18-00032/_pdf/-char/en
_version_ 1828193651760562176
author Kohei KIMURA
Hiroto MIZOHANA
Shunichi NOZAWA
Kei OKADA
Masayuki INABA
author_facet Kohei KIMURA
Hiroto MIZOHANA
Shunichi NOZAWA
Kei OKADA
Masayuki INABA
author_sort Kohei KIMURA
collection DOAJ
description This paper proposes the online learning controller for PID gain tuning to regulate the speed of robot on parallel two-wheeled electric scooter. We define this speed regulation as “speed governing behavior”. The proposed system based on Iterative Feedback Tuning (IFT) contributes the online continuity during learning control not to interrupt and reset/restart the controller. PID gain update during control has the problem that the integral gain change affects the divergence of control input. To this problem, we propose the digital integrator which modifies the previous integrated value of control error. This proposed integrator solves the impulsive control input without any anti-windup or reference shaping. In conclusion, this paper shows the experimental results based on the online learning control and demonstrates the speed governing behavior by life-sized humanoid robot. We finally aim the driving of parallel two-wheeled electric scooter by speed control of humanoid robot.
first_indexed 2024-04-12T09:12:07Z
format Article
id doaj.art-de51e83e85b043418168ec52496c3324
institution Directory Open Access Journal
issn 2187-9761
language Japanese
last_indexed 2024-04-12T09:12:07Z
publishDate 2018-06-01
publisher The Japan Society of Mechanical Engineers
record_format Article
series Nihon Kikai Gakkai ronbunshu
spelling doaj.art-de51e83e85b043418168ec52496c33242022-12-22T03:38:57ZjpnThe Japan Society of Mechanical EngineersNihon Kikai Gakkai ronbunshu2187-97612018-06-018486418-0003218-0003210.1299/transjsme.18-00032transjsmeSpeed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during controlKohei KIMURA0Hiroto MIZOHANA1Shunichi NOZAWA2Kei OKADA3Masayuki INABA4Graduate School of Information Science and Technology, The University of TokyoGraduate School of Information Science and Technology, The University of TokyoGraduate School of Information Science and Technology, The University of TokyoGraduate School of Information Science and Technology, The University of TokyoGraduate School of Information Science and Technology, The University of TokyoThis paper proposes the online learning controller for PID gain tuning to regulate the speed of robot on parallel two-wheeled electric scooter. We define this speed regulation as “speed governing behavior”. The proposed system based on Iterative Feedback Tuning (IFT) contributes the online continuity during learning control not to interrupt and reset/restart the controller. PID gain update during control has the problem that the integral gain change affects the divergence of control input. To this problem, we propose the digital integrator which modifies the previous integrated value of control error. This proposed integrator solves the impulsive control input without any anti-windup or reference shaping. In conclusion, this paper shows the experimental results based on the online learning control and demonstrates the speed governing behavior by life-sized humanoid robot. We finally aim the driving of parallel two-wheeled electric scooter by speed control of humanoid robot.https://www.jstage.jst.go.jp/article/transjsme/84/864/84_18-00032/_pdf/-char/enonline learning controlpid controlleriterative feedback tuninganti-winduphumanoid robot
spellingShingle Kohei KIMURA
Hiroto MIZOHANA
Shunichi NOZAWA
Kei OKADA
Masayuki INABA
Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control
Nihon Kikai Gakkai ronbunshu
online learning control
pid controller
iterative feedback tuning
anti-windup
humanoid robot
title Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control
title_full Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control
title_fullStr Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control
title_full_unstemmed Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control
title_short Speed governing behavior on parallel two-wheeled electric scooter by life-sized humanoid robot based on learning control with online tuning for PID gain during control
title_sort speed governing behavior on parallel two wheeled electric scooter by life sized humanoid robot based on learning control with online tuning for pid gain during control
topic online learning control
pid controller
iterative feedback tuning
anti-windup
humanoid robot
url https://www.jstage.jst.go.jp/article/transjsme/84/864/84_18-00032/_pdf/-char/en
work_keys_str_mv AT koheikimura speedgoverningbehavioronparalleltwowheeledelectricscooterbylifesizedhumanoidrobotbasedonlearningcontrolwithonlinetuningforpidgainduringcontrol
AT hirotomizohana speedgoverningbehavioronparalleltwowheeledelectricscooterbylifesizedhumanoidrobotbasedonlearningcontrolwithonlinetuningforpidgainduringcontrol
AT shunichinozawa speedgoverningbehavioronparalleltwowheeledelectricscooterbylifesizedhumanoidrobotbasedonlearningcontrolwithonlinetuningforpidgainduringcontrol
AT keiokada speedgoverningbehavioronparalleltwowheeledelectricscooterbylifesizedhumanoidrobotbasedonlearningcontrolwithonlinetuningforpidgainduringcontrol
AT masayukiinaba speedgoverningbehavioronparalleltwowheeledelectricscooterbylifesizedhumanoidrobotbasedonlearningcontrolwithonlinetuningforpidgainduringcontrol