Title

Type-2 Fuzzy Logic Controller Using SRUKF-Based State Estimations for Biped Walking Robots

Authors

Li-yang Wang;Zhi Liu;Yun Zhang;Philip C. L. Chen;Xin Chen

Key Words

Biped robot ; square root unscented Kalman filter ; state estimation ; type-2 fuzzy logic system

PublicationName

International Journal of Fuzzy Systems

Volume or Term/Year and Month of Publication

15卷3期(2013 / 09 / 01)

Page #

326 - 337

Content Language

英文

English Abstract

Walking motions of biped robots have features of humanoid and intelligent. Generally, when we human are walking, we may control the walking motions using qualitative instructions, such as linguistic ”slow” or ”fast,” ”forward” or ”backward,” ”big step” or ”small step”. This motivates us to design a fuzzy controller for biped robots. Furthermore, to improve the robustness of the biped walking system, a framework of biped gait control based on a predictable type-2 fuzzy logic controller (T2FLC) is proposed to ensure the dynamic balance of the biped under the condition of complex process noises and measurement noises. Different with existing controllers for biped robots, a state estimator based on square root unscented Kalman filter (SRUKF) is incorporated in the proposed control strategy. Using the estimated biped states as inputs, the proposed T2FLC can predictably adjust the posture of the trunk timely and properly to ensure the dynamic balance of the whole legged system. Simulation results are presented to verify the effectiveness of the proposed method.

Topic Category 基礎與應用科學 > 資訊科學
Times Cited
  1. 黃崧芥(2014)。磁性電容中不同方向與大小磁矩對介電性質提升之研究。臺灣大學機械工程學研究所學位論文。2014。1-111。 
  2. 謝政諺(2016)。製備多熱點聚醯胺酸/氧化鋅/奈米銀核殼顆粒探討表面拉曼散射。中原大學化學工程研究所學位論文。2016。1-77。
  3. 許志豪(2017)。使用化學浴法製備之硫化銅之氧化鋅/硫化銅奈米結構之研究。中興大學物理學系所學位論文。2017。1-42。