Search Results - "Abdul Hameed, Mohammed Sharafath"
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1
Gradient Monitored Reinforcement Learning
Published in IEEE transaction on neural networks and learning systems (01-08-2023)“…This article presents a novel neural network training approach for faster convergence and better generalization abilities in deep reinforcement learning (RL)…”
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Journal Article -
2
Curriculum Learning in Peristaltic Sortation Machine
Published in 2022 IEEE 20th International Conference on Industrial Informatics (INDIN) (25-07-2022)“…This paper presents a novel approach to train a Reinforcement Learning (RL) agent faster for transportation of parcels in a Peristaltic Sortation Machine (PSM)…”
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Conference Proceeding -
3
Cooperative Robot Control in Flexible Manufacturing Cells: Centralized vs. Distributed Approaches
Published in 2019 IEEE 17th International Conference on Industrial Informatics (INDIN) (01-07-2019)“…This paper introduces a novel approach for the control of flexible manufacturing units by means of cooperatively interacting industrial robots. For fast…”
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Conference Proceeding -
4
Graph neural networks-based scheduler for production planning problems using reinforcement learning
Published in Journal of manufacturing systems (01-08-2023)“…Reinforcement learning (RL) is increasingly adopted in job shop scheduling problems (JSSP). But RL for JSSP is usually done using a vectorized representation…”
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Journal Article -
5
Curiosity Based RL on Robot Manufacturing Cell
Published in 2021 22nd IEEE International Conference on Industrial Technology (ICIT) (10-03-2021)“…This paper introduces a novel combination of scheduling control on a flexible robot manufacturing cell with curiosity based RL. Reinforcement learning has…”
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Conference Proceeding -
6
Graph neural networks-based Scheduler for Production planning problems using Reinforcement Learning
Published 08-09-2020“…Reinforcement learning (RL) is increasingly adopted in job shop scheduling problems (JSSP). But RL for JSSP is usually done using a vectorized representation…”
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Journal Article -
7
Disease Prediction Based on Individual's Medical History Using CNN
Published in 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA) (01-12-2021)“…Analyzing health records to avert future complications and provide the right treatment plays an important role in medical diagnostics. This paper introduces a…”
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Conference Proceeding -
8
Curiosity Based Reinforcement Learning on Robot Manufacturing Cell
Published 17-11-2020“…This paper introduces a novel combination of scheduling control on a flexible robot manufacturing cell with curiosity based reinforcement learning…”
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Journal Article -
9
Gradient Monitored Reinforcement Learning
Published 25-05-2020“…This paper presents a novel neural network training approach for faster convergence and better generalization abilities in deep reinforcement learning…”
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Journal Article