A Review on intelligent control theory and applications in process optimization and smart manufacturing

MFR Lee - Processes, 2023 - mdpi.com
In the evolving landscape of manufacturing, the integration of intelligent control theory
stands as a pivotal advancement, driving both process optimization and the paradigm of …

A Deep Reinforcement Learning Approach for Inventory Control under Stochastic Lead Time and Demand

M Shakya, BS Lee, HY Ng - 2022 IEEE Symposium Series on …, 2022 - ieeexplore.ieee.org
In the last few years, the deep learning paradigm has experienced huge success in various
machine learning research areas like computer vision, drug discoveries, natural language …

Reinforcement Learning-Based Optimization for Sustainable and Lean Production within the Context of Industry 4.0

PD Paraschos, GK Koulinas, DE Koulouriotis - Algorithms, 2024 - mdpi.com
The manufacturing industry often faces challenges related to customer satisfaction, system
degradation, product sustainability, inventory, and operation management. If not addressed …

A General-Purpose Deep Reinforcement Learning Approach for Dynamic Inventory Control

MJ Maichle, N Stein, R Pibernik… - Available at SSRN …, 2024 - papers.ssrn.com
Solving real-world inventory problems poses many challenges, including the estimation of
uncertain parameters (eg demand), dealing with their dynamic nature that often results in …

Smart refueling decisions using a reinforcement learning approach: a case study at Nijhof-Wassink

MN Kruit - 2024 - essay.utwente.nl
Trucking companies face significant fuel costs, with refueling expenses accounting for
approximately 30% of the operational costs. For trucking companies with low profit margins it …

Deep reinforcement learning solutions for multi-period inventory replenishment optimization

M Shakya - 2024 - dr.ntu.edu.sg
Deep Reinforcement Learning (DRL) represents a significant advancement in machine
learning, particularly adept at addressing complex, high-dimensional decision-making …

Approach for Dynamic Study Scholarship Allocation Considering Temporal Renewal and Budget Transfer

CIT Uquillas - 2023 - search.proquest.com
En este artículo se propone un enfoque de solución para el problema de asignación de
becas con renovación temporal y transferencia de presupuesto entre unidades territoriales y …