sunderesh heragu, robert graves, and byung-in kim decision sciences and engineering systems...

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Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company Intelligent Agent Based Framework for Integrating Planning and Design in Material Handling Systems

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Page 1: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Sunderesh Heragu, Robert Graves, and Byung-In KimDecision Sciences and Engineering Systems

Rensselaer Polytechnic Institute

Art St. OngeSt. Onge Company

Intelligent Agent Based Framework for Integrating Planning and Design

in Material Handling Systems

Page 2: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Deliverables and impact

• Holonic modeling framework development

• Prototype simulation model development

• Benefits to the material handling industry- designers, manufacturers and users

Page 3: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Existing frameworks

• Hierarchical framework

• Heterarchical framework

• Cooperative systems framework

• Distributed systems framework

• Opportunistic systems framework

Page 4: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Basis for new framework

Individual

System

Cell

Page 5: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Various levels of interactions

• Between individual agents

• Between agent and cell controller

• Between agent and system controller

• Between cell controllers

• Between cell and system controller

Page 6: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Basis for new framework

System

Cell

Individual M H

P

Page 7: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Modeling framework

• ‘Holonic’ modeling framework– Holons make autonomous decisions– Higher level controllers– Guidelines and system wide constraints

• Material handling systems control

Page 8: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Hybrid Control Strategy

Page 9: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Intelligent Agents

• Intelligent agents representing– Entities and resources– Functioning cooperatively– Accomplishing individual, cell-wide and

system-wide goals

Page 10: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Highlights of new framework

• Considers interactions among entities operating at various levels

• Explicitly captures interactions of MHS with manufacturing system

• Uses optimization, learning & knowledge based approaches in problem solving

• Has built-in features for optimal system performance, stability and convergence

Page 11: Sunderesh Heragu, Robert Graves, and Byung-In Kim Decision Sciences and Engineering Systems Rensselaer Polytechnic Institute Art St. Onge St. Onge Company

Industry Collaboration

• Efforts underway to:– apply modeling framework to industrial

problem– compare performance of the new methodology

to existing ones– develop novel control system for MHSs