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A Scale-invariant generative design process for 2D Soft robot actuators

Thesis (MEng)--Stellenbosch University, 2021.

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Bibliographic Details
Main Author: Conradie, Naude Thomas
Other Authors: Venter, M. P.
Format: Thesis
Language:en_ZA
Published: Stellenbosch : Stellenbosch University 2021
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access_status_str Open Access
author Conradie, Naude Thomas
author2 Venter, M. P.
author_browse Conradie, Naude Thomas
Venter, M. P.
author_facet Venter, M. P.
Conradie, Naude Thomas
author_sort Conradie, Naude Thomas
collection Thesis
dc_rights_str_mv Stellenbosch University
description Thesis (MEng)--Stellenbosch University, 2021.
format Thesis
id oai:scholar.sun.ac.za:10019.1/109993
institution Stellenbosch University (South Africa)
language en_ZA
last_indexed 2026-06-10T12:44:45.702Z
license_str Other — see source repository
provenance_str_mv Harvested via OAI-PMH from SUNScholar — Stellenbosch University Repository
publishDate 2021
publishDateRange 2021
publishDateSort 2021
publisher Stellenbosch : Stellenbosch University
publisherStr Stellenbosch : Stellenbosch University
record_format dspace
source_str SUNScholar — Stellenbosch University Repository
spelling oai:scholar.sun.ac.za:10019.1/109993 A Scale-invariant generative design process for 2D Soft robot actuators Conradie, Naude Thomas Venter, M. P. Stellenbosch University. Faculty of Engineering. Dept. of Mechanical and Mechatronic Engineering. Soft robotics --Actuators Generative design Finite Element Analysis Lindenmayer systems UCTD Thesis (MEng)--Stellenbosch University, 2021. ENGLISH ABSTRACT: Designing soft robotic components is a novel problem that traditional design methods may not be equipped to solve. Generative design approaches in conjunction with accurate FEM modelling is presented as a potential method of obtaining interesting and unique soft robotic actuator designs. A review is done of soft robotics, computationally modelling non-linear materials, generative design methods, and applicable mathematical concepts. Based on the review, a methodology is developed for the design of soft robotic actuators. A software pipeline is constructed for the exploration of a 2D design space. Pattern generating methods including Lindenmayer systems and CPPNs are used to formulate internal geometries of actuator components. Generative design approaches including Monte Carlo simulations and evolutionary algorithms are used to generate and evaluate large populations of actuator units. FEM is used to accurately model and simulate unit properties and behaviours. Objective functions are de ned to evaluate unit performances. Results are found to indicate the validity of the design methodology. Physical models representative of successful simulated models are cast with a modular mould. These models are tested and compared to simulated results. FEM models were found to be accurate predictors of the shape deformation of actuator units. AFRIKAANSE OPSOMMING: Die ontwerp van sagte robotkomponente is 'n nuwe probleem wat nie noodwendig opgelos kan word deur tradisionele ontwerpmetodes nie. Generatiewe ontwerpbenaderings tesame met akkurate FEM-modellering word voorgestel as 'n moontlike metode om interessante en unieke sagte robotaktuatorontwerpe te bekom. Navorsing word gedoen oor sagte robotika, die virtuele modellering van nie-lineêre materiale, generatiewe ontwerpmetodes en toepaslike wiskundige konsepte. Op grond van die navorsing word 'n metodologie ontwikkel vir die ontwerp van sagte robotaktuators. 'n Sagtewarepypleiding word ontwerp vir die verkenning van 'n 2D ontwerpruimte. Patroongenererende metodes, insluitend Lindenmayer-stelsels en CPPN's, word gebruik om interne dimensies van aktuators te formuleer. Generatiewe ontwerpbenaderings, insluitend Monte Carlo-simulasies en evolusionêre algoritmes, word gebruik om groot populasies van aktuators te genereer en te evalueer. FEM word gebruik om aktuator eienskappe en gedrag akkuraat te modelleer en te simuleer. Doelwitfunksies word gede nieer om aktuator gedrag te evalueer. Daar word gevind dat resultate die geldigheid van die ontwerpmetodologie aandui. Fisiese modelle wat verteenwoordigend is van suksesvolle gesimuleerde modelle word in 'n moduêre bak gegiet. Hierdie modelle word getoets en vergelyk met die gesimuleerde resultate. Daar is gevind dat FEM-modelle akkurate voorspellers is vir die vervorming van aktuators. Masters 2021-03-05T12:49:39Z 2021-04-21T14:35:23Z 2021-03-05T12:49:39Z 2021-04-21T14:35:23Z 2021-03 Thesis http://hdl.handle.net/10019.1/109993 en_ZA Stellenbosch University 97 pages application/pdf Stellenbosch : Stellenbosch University
spellingShingle Soft robotics --Actuators
Generative design
Finite Element Analysis
Lindenmayer systems
UCTD
Conradie, Naude Thomas
A Scale-invariant generative design process for 2D Soft robot actuators
title A Scale-invariant generative design process for 2D Soft robot actuators
title_full A Scale-invariant generative design process for 2D Soft robot actuators
title_fullStr A Scale-invariant generative design process for 2D Soft robot actuators
title_full_unstemmed A Scale-invariant generative design process for 2D Soft robot actuators
title_short A Scale-invariant generative design process for 2D Soft robot actuators
title_sort scale invariant generative design process for 2d soft robot actuators
topic Soft robotics --Actuators
Generative design
Finite Element Analysis
Lindenmayer systems
UCTD
url http://hdl.handle.net/10019.1/109993
work_keys_str_mv AT conradienaudethomas ascaleinvariantgenerativedesignprocessfor2dsoftrobotactuators
AT conradienaudethomas scaleinvariantgenerativedesignprocessfor2dsoftrobotactuators