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manufacturing-optimization

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assalas / pcb-designer-ai-agent

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🤖 Intelligent AI-powered PCB design automation tool using machine learning for component placement, routing optimization, and signal integrity analysis. Supports KiCad, Altium Designer, and Eagle CAD integration.

python api machine-learning reinforcement-learning deep-learning electronics tensorflow pytorch artificial-intelligence embedded-systems eagle-cad kicad altium-designer electronic-design-automation thermal-analysis graph-neural-networks signal-integrity pcb-design hardware-design manufacturing-optimization
  • Updated Sep 22, 2026
  • Python
knowledge-surrogate-opt

eismont21 / knowledge-surrogate-opt

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A transformative approach to manufacturing optimization, focusing on the textile forming process. This research synergizes domain-specific knowledge with simulation modeling and introduces Bayesian optimization for efficient parameter space exploration.

data-science deep-learning bayesian-optimization simulation-modeling surrogate-models mc-dropout surrogate-based-optimization domain-knowledge-integration manufacturing-optimization fibre-draping
  • Updated Jan 12, 2024
  • Python

Saleem1975 / production-scheduling-optimization-ga

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Genetic Algorithm for minimizing total tardiness in identical parallel machine scheduling problems

python genetic-algorithm operations-research decision-support metaheuristics industrial-engineering production-scheduling job-scheduling parallel-machine-scheduling manufacturing-optimization scheduling-optimization identical-parallel-machines total-tardiness factory-scheduling due-date-reliability
  • Updated Jun 29, 2026
  • Jupyter Notebook

Anfal-AR / single-reactor-scheduling

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Research companion: Heuristic scheduling strategies for single-reactor pharmaceutical batch production under uncertainty. Statistical analysis (JASP) + visualization (Python). Dataset, scripts, and JASP files included.

machine-learning data-visualization statistical-analysis matplotlib uncertainty-quantification fifo operations-research discrete-event-simulation jasp chemrxiv production-planning pharmaceutical-manufacturing batch-scheduling manufacturing-optimization scheduling-heuristics single-reactor spt-heuristic
  • Updated Dec 10, 2025
  • Python

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