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An Investigation to Manufacturing Analytical Services Composition using the Analytical Target Cascading Method.
Kai-Wen Tien1, Boonserm Kulvatunyou2, Kiwook Jung2
1Penn State University, State College, PA, U.S.A.
Analytical Target Cascading (ATC) coordinates modular services for manufacturing system optimization. This approach achieves system-level optimal solutions through distributed, scalable executions, overcoming sub-optimal results from independent service optimization.
Area of Science:
- Engineering
- Computer Science
- Operations Research
Background:
- Cloud computing enables modular services for complex systems.
- Manufacturing system design and performance improvement involve complex optimization problems.
- Independent optimization of sub-problems can lead to suboptimal system-level solutions.
Purpose of the Study:
- To investigate Analytical Target Cascading (ATC) for coordinating optimization of loosely-coupled sub-problems.
- To demonstrate ATC's capability in achieving system-level optimal solutions.
- To explore ATC's scalability and ease of problem formulation management.
Main Methods:
- Formulating sub-problems as modular analytical services.
- Employing Analytical Target Cascading (ATC) for inter-service coordination.
- Utilizing distributed and modular execution for optimization.
Main Results:
- ATC effectively coordinates the optimization of modular services.
- The method yields system-level optimal solutions.
- ATC facilitates scalable, distributed problem-solving.
Conclusions:
- Analytical Target Cascading (ATC) is a promising technique for manufacturing system optimization.
- ATC enables optimal solutions by coordinating modular services.
- The approach supports scalable, distributed execution and simplifies problem management.
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