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Amir Nedaei

Amirkabir University of Technology

P.O. Box 15875-4413

Tehran

Iran

  • Amirkabir University of Technology

SCHOLARLY PAPERS

10

DOWNLOADS

526

TOTAL CITATIONS

8

Scholarly Papers (10)

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1.

A Weighted Ensemble Learning-Based Autonomous Fault Diagnosis Method for Photovoltaic Systems Using Genetic Algorithm

Number of pages: 20 Posted: 16 Mar 2022
Aref Eskandari, Mohammadreza Aghaei, Jafar Milimonfared and Amir Nedaei
Amirkabir University of Technology, Norwegian University of Science and Technology (NTNU), Amirkabir University of Technology and Amirkabir University of Technology
Downloads 159 (474,889)
Citation 7

Abstract:

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Photovoltaic (PV) system, Fault diagnosis, Autonomous monitoring, Ensemble learning algorithm, Genetic algorithm (GA)

2.

An Interactive Autonomous Monitoring Model for Fault Diagnosis in Photovoltaic Arrays Based on Deep Reinforcement Learning

Number of pages: 22 Posted: 16 Sep 2023
Sherko Salehpour, Amir Nedaei, Aref Eskandari, Jafar Milimonfared and Mohammadreza Aghaei
Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 65 (933,592)

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Photovoltaic (PV) systems, fault detection, Autonomous monitoring, Deep reinforcement learning (DRL), Input space selection

3.

A Multi-Layer Integrative Approach for Diagnosis, Classification and Severity Detection of Electrical Faults in Photovoltaic Arrays

Number of pages: 36 Posted: 25 Apr 2023
Aref Eskandari, Amir Nedaei, Jafar Milimonfared and Mohammadreza Aghaei
Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 54 (1,031,043)

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Photovoltaic (PV) system, Fault detection and classification, Weighted ensemble learning (WEL), Multi-layer model, Genetic algorithm (GA), Feature selection algorithm

4.

Deep Reinforcement Learning Based Interactive Autonomous Monitoring for Fault Detection and Classification in Photovoltaic Arrays

Number of pages: 23 Posted: 14 Nov 2023
Sherko Salehpour, Amir Nedaei, Aref Eskandari, Jafar Milimonfared and Mohammadreza Aghaei
Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 53 (1,031,043)

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Photovoltaic (PV) systems, Fault detection, Autonomous monitoring, Deep reinforcement learning (DRL), Input space selection

5.

Two-Stage Deep Q-Network Reinforcement Learning Based Ultra-Efficient Fault Diagnosis and Severity Assessment Scheme for Photovoltaic Protection

Number of pages: 30 Posted: 13 Aug 2024
Sherko Salehpour, Aref Eskandari, Amir Nedaei and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 41 (1,183,237)
Citation 1

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Photovoltaics, Fault detection and diagnosis, Machine Learning, Deep learning, Deep reinforcement learning, Deep Q-network

6.

Logically Optimized and Probabilistic Integrated Photovoltaic Fault Finding Package Based on Machine Learning

Number of pages: 36 Posted: 20 Aug 2024
Peyman Ghaedi, Aref Eskandari, Amir Nedaei, Morteza Habibi, Parviz Parvin and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology, Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 39 (1,209,354)

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Photovoltaic, Autonomous monitoring, Fault detection, Fuzzy Logic, Particle swarm optimization

7.

Accurate Detection of Critical Llfs and Lgfs in Pv Arrays Based on Deep Reinforcement Learning Using Proximal Policy Optimization (Ppo)

Number of pages: 27 Posted: 11 Sep 2024
Sherko Salehpour, Aref Eskandari, Amir Nedaei, Mohammad Gholami and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology, Amirkabir University of Technology, affiliation not provided to SSRN and Norwegian University of Science and Technology (NTNU)
Downloads 36 (1,249,711)

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Photovoltaic (PV) system, Fault detection and diagnosis (FDD), Deep reinforcement learning (DRL), Proximal policy optimization (PPO), Permutation feature importance technique

8.

Deep Reinforcement Learning for Photovoltaic Performance Ratio Estimation and Accurate Degradation Stage Diagnosis Based on Precise Rs-Rp Evaluation

Downloads 33 (1,318,317)

Deep Reinforcement Learning for Photovoltaic Performance Ratio Estimation and Accurate Degradation Stage Diagnosis Based on Precise Rs-Rp Evaluation

Number of pages: 35 Posted: 05 Aug 2025
Sherko Salehpour, Aref Eskandari, Amir Nedaei and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 19 (1,537,408)

Abstract:

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Photovoltaic (PV), Degradation faults, Deep reinforcement learning (DRL), Deep Q-network (DQN), Soft actor-critic (SAC)

Deep Reinforcement Learning for Photovoltaic Performance Ratio Estimation and Accurate Degradation Stage Diagnosis Based on Precise Rs-Rp Evaluation

Number of pages: 35 Posted: 29 Jul 2025
Sherko Salehpour, Aref Eskandari, Amir Nedaei and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 14 (1,579,999)

Abstract:

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Photovoltaic (PV), Degradation faults, Deep reinforcement learning (DRL), Deep Q-network (DQN), Soft actor-critic (SAC), Parameter estimation

9.

Photovoltaic Fault Detection and Classification: Reconsideration of Classic Machine Learning and Dataset Shrinkage Techniques for Simplification

Number of pages: 25 Posted: 28 May 2025
Amir Nedaei, Aref Eskandari and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology and Norwegian University of Science and Technology (NTNU)
Downloads 24 (1,436,435)

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Photovoltaic (PV) system, Fault detection, Aggregative model, Data shrinkage techniques, Random Forest

10.

Logically Optimized and Probabilistic Integrated Photovoltaic Fault Finding Package Based on Machine Learning

Number of pages: 36 Posted: 16 May 2025
Peyman Ghaedi, Aref Eskandari, Amir Nedaei, Morteza Habibi, Parviz Parvin and Mohammadreza Aghaei
Amirkabir University of Technology, Iran University of Science and Technology, Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 22 (1,436,435)

Abstract:

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Photovoltaic, Autonomous monitoring, Fault detection, Fuzzy logic, Particle swarm optimization