From Deterministic to Data-Driven: AI and Machine Learning for Next-Generation Production Line Optimization
Chirag Ramgopal Shah, Venkat Rama Reddy Sabbella, Hussain Vali Buvvaji
Abstract
The advancement of modern manufacturing is synonymous with the growth of automation. Automation replaces human operators, improves productivity and quality, and reduces costs. However, the initial financial cost and knowledge requirements can be barriers to embracing automation. Manufacturers are now seeking smart manufacturing, known as the fourth industrial revolution. Smart manufacturing goes beyond automation and utilizes IoT, AI, and big data for optimized production. In a smart factory, production can be linked and controlled innovatively, leading to increased performance, agility, and reduced costs.
Topics & Concepts
Computer scienceProduction lineLine (geometry)Artificial intelligenceProduction (economics)Machine learningEngineeringMathematicsMechanical engineeringEconomicsGeometryMacroeconomicsScheduling and Optimization AlgorithmsAssembly Line Balancing OptimizationManufacturing Process and Optimization