Modeling and Multi-objective Optimization of a Kind of Teaching Manipulator

01/31/2018
by   Zhun Fan, et al.
0

A new kind of six degree-of-freedom teaching manipulator without actuators is designed, for recording and conveniently setting a trajectory of an industrial robot. The device requires good gravity balance and operating force performance to ensure being controlled easily and fluently. In this paper, we propose a process for modeling the manipulator and then the model is used to formulate a multi-objective optimization problem to optimize the design of the testing manipulator. Three objectives, including total mass of the device, gravity balancing and operating force performance are analyzed and defined. A popular non-dominated sorting genetic algorithm (NSGA-II-CDP) is used to solve the optimization problem. The obtained solutions all outperform the design of a human expert. To extract design knowledge, an innovization study is performed to establish meaningful implicit relationship between the objective space and the decision space, which can be reused by the designer in future design process.

READ FULL TEXT

page 2

page 3

page 4

page 5

page 7

research
05/08/2012

Chaotic multi-objective optimization based design of fractional order PIλDμ controller in AVR system

In this paper, a fractional order (FO) PIλDμ controller is designed to t...
research
11/17/2022

Quadrupole Magnet Design based on Genetic Multi-Objective Optimization

This work suggests to optimize the geometry of a quadrupole magnet by me...
research
05/03/2012

Multi-robot Cooperative Box-pushing problem using Multi-objective Particle Swarm Optimization Technique

The present work provides a new approach to solve the well-known multi-r...
research
02/28/2013

Polyploidy and Discontinuous Heredity Effect on Evolutionary Multi-Objective Optimization

This paper examines the effect of mimicking discontinuous heredity cause...
research
11/24/2011

A GP-MOEA/D Approach for Modelling Total Electron Content over Cyprus

Vertical Total Electron Content (vTEC) is an ionospheric characteristic ...
research
09/16/2013

Strategic Planning in Air Traffic Control as a Multi-objective Stochastic Optimization Problem

With the objective of handling the airspace sector congestion subject to...
research
03/12/2023

Design and optimization of brake disc using Multi-Objective genetic algorithm

Design calculation and analysis have been performed for the brake disc a...

Please sign up or login with your details

Forgot password? Click here to reset