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Mohammadreza Aghaei

Norwegian University of Science and Technology (NTNU)

Høgskoleringen

Trondheim NO-7491, 7491

Norway

SCHOLARLY PAPERS

26

DOWNLOADS

1,423

TOTAL CITATIONS

15

Scholarly Papers (26)

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.

Enhancing Self-Consumption Ratio in a Smart Microgrid by Applying a Reinforcement Learning-Based Energy Management System

Number of pages: 19 Posted: 03 Jun 2024
Norwegian University of Science and Technology (NTNU), affiliation not provided to SSRN, Norwegian University of Science and Technology (NTNU), Department of Energy, Politecnico di Milano, Norwegian University of Science and Technology (NTNU) and University of Texas at Austin
Downloads 100 (699,467)

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Reinforcement Learning (RL), Soft Actor-Critic (SAC), Energy Management System (EMS), Smart Microgrid (SMG), Distributed Energy Resources (DER), Electric Vehicle (EV).

3.

Reinforcement Learning-Based Energy Management System for Optimal Distributed Energy Resources Control Policies in Smart Microgrids

Number of pages: 9 Posted: 07 Dec 2023
Norwegian University of Science and Technology (NTNU), affiliation not provided to SSRN, Norwegian University of Science and Technology (NTNU), SINTEF Community, Department of Energy, Politecnico di Milano and University of Texas at Austin
Downloads 78 (823,616)
Citation 2

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Reinforcement Learning, Soft Actor Critic, Energy Management System, Smart Microgrid, Distributed Energy Resources, Electric Vehicles

4.

Detection of Visual Faults in Photovoltaic Modules Using a Stacking Ensemble Approach

Number of pages: 31 Posted: 27 Jul 2023
S. Naveen Venkatesh, Divya Sripada, V. Sugumaran and Mohammadreza Aghaei
Vellore Institute of Technology (VIT), Vellore Institute of Technology (VIT), Vellore Institute of Technology (VIT) and Norwegian University of Science and Technology (NTNU)
Downloads 77 (830,555)
Citation 3

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Deep Learning, Photovoltaic Modules, Stacking ensemble, Convolutional Neural Networks, Unmanned Aerial Vehicle

5.

Automatic Detection of Visual Faults on Photovoltaic Module Using Deep Ensemble Learning Network

Number of pages: 28 Posted: 23 Jun 2022
Vellore Institute of Technology (VIT), affiliation not provided to SSRN, Concordia University, Amirkabir University of Technology, Norwegian University of Science and Technology (NTNU) and Vellore Institute of Technology (VIT)
Downloads 72 (867,774)
Citation 2

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Photovoltaic modules, Autonomous fault detection, Deep neural network, ensemble learning, Random forest, Unmanned aerial vehicle

Experimental Insights on Cirlem: Enhancing Energy Efficiency and Flexibility in Buildings

Number of pages: 45 Posted: 01 Apr 2025
Norwegian University of Science and Technology (NTNU), The Cyprus Institute, University Grenoble Alpes, Lund University, Polytechnic University of Milan, Centre Scientifique et Technique du Bâtiment, Centre Scientifique et Technique du Bâtiment, Norwegian University of Science and Technology (NTNU), University Grenoble Alpes, University Grenoble Alpes, University of Insubria, Norwegian University of Science and Technology (NTNU) and Lund University
Downloads 29 (1,385,838)

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Energy Flexibility, Decentralized control, Reinforcement learning, Collective Intelligence, Human-centric design, Smart energy management

Experimental Insights on Cirlem: Enhancing Energy Efficiency and Flexibility in Buildings

Number of pages: 45 Posted: 23 Jun 2025
Norwegian University of Science and Technology (NTNU), The Cyprus Institute, University Grenoble Alpes, Lund University, Polytechnic University of Milan, Centre Scientifique et Technique du Bâtiment, Centre Scientifique et Technique du Bâtiment, SINTEF Community, University Grenoble Alpes, University Grenoble Alpes, University of Insubria, Norwegian University of Science and Technology (NTNU) and Lund University
Downloads 21 (1,513,226)

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energy flexibility, Decentralized control, Reinforcement learning, Human-centric design, Experimental evaluation

Experimental Insights on Cirlem: Enhancing Energy Efficiency and Flexibility in Buildings

Number of pages: 45 Posted: 25 Mar 2025
Norwegian University of Science and Technology (NTNU), The Cyprus Institute, University Grenoble Alpes, Lund University, Polytechnic University of Milan, Centre Scientifique et Technique du Bâtiment, Centre Scientifique et Technique du Bâtiment, Norwegian University of Science and Technology (NTNU), University Grenoble Alpes, University Grenoble Alpes, University of Insubria, Norwegian University of Science and Technology (NTNU) and Lund University
Downloads 17 (1,548,841)

Abstract:

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Energy flexibility, Decentralized control, Reinforcement Learning, Collective Intelligence, Human-centric design, Smart energy management

7.

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

Number of pages: 22 Posted: 16 Sep 2023
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)

Abstract:

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

8.

Autonomous Visual Fault Detection in Photovoltaic Modules via Stable Diffusion-Generated Data and Optimized Deep Learning Models

Number of pages: 25 Posted: 03 Dec 2025
Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology, 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 59 (989,921)

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Photovoltaic system, fault diagnosis, Autonomous aerial monitoring, Stable diffusion model, deep learning

9.

Energy, Exergy, and Drying Properties Analysis of Paddy Rice Drying with a Batch Dryer Combined with an Lpg Dehumidifier System: Predictive Models Using Anfis and Artificial Neural Networks

Number of pages: 35 Posted: 17 Aug 2024
University of Tehran, University of Tehran, affiliation not provided to SSRN, affiliation not provided to SSRN, Imam Khomeini International University and Norwegian University of Science and Technology (NTNU)
Downloads 57 (1,000,027)

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Artificial Neural Networks, Dehumidification with LPG Refrigeration System, Effective moisture diffusivity, Energy, Exergy, Rice drying

Quantitative Short-Term Estimation of Wind Speed Using Ground-Based Measurements for Varying Latitudes Locations: Individualistic and Hybrid Statistical -Machine Learning-Based Approach

Number of pages: 39 Posted: 07 May 2025
Pratik Kumar, Sivasankari Sundaram and Mohammadreza Aghaei
Rajiv Gandhi Institute of Petroleum Technology, Rajiv Gandhi Institute of Petroleum Technology and Norwegian University of Science and Technology (NTNU)
Downloads 33 (1,326,242)

Abstract:

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Wind speed prediction, Hybrid Machine Learning model, Ground-based training input, long-term validation data set, Varying latitudes, and MSE

Quantitative Short-Term Estimation of Wind Speed Using Ground-Based Measurements for Varying Latitudes Locations: Individualistic and Hybrid Statistical -Machine Learning-Based Approach

Number of pages: 39 Posted: 22 May 2025
Pratik Kumar, Sivasankari Sundaram and Mohammadreza Aghaei
Rajiv Gandhi Institute of Petroleum Technology, Rajiv Gandhi Institute of Petroleum Technology and Norwegian University of Science and Technology (NTNU)
Downloads 22 (1,486,852)

Abstract:

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Wind speed prediction, Hybrid Machine Learning model, Ground-based training input, long-term validation data set, Varying latitudes

11.

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)

Abstract:

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

12.

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

Number of pages: 23 Posted: 14 Nov 2023
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

13.

A Hierarchical Energy Management System for a Cluster of Buildings: Reinforcement Learning and Model Predictive Control (RL-MPC) Approach

Number of pages: 30 Posted: 09 Sep 2025
Norwegian University of Science and Technology (NTNU), The Cyprus Institute, SINTEF Community and Norwegian University of Science and Technology (NTNU)
Downloads 52 (1,063,489)

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Reinforcement learning, model predictive control, energy management system, long-short-term memory, occupant comfort, solar self-consumption, thermal resilience.

14.

Surface Irradiance Variability in the Arctic: In-Situ Measurements and Analysis from 2013 to 2022 in Svalbard

Number of pages: 48 Posted: 10 Dec 2024
affiliation not provided to SSRN, Norwegian University of Science and Technology (NTNU), University Centre in Svalbard, Norwegian University of Science and Technology (NTNU) and University Centre in Svalbard
Downloads 50 (1,074,648)

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Shortwave radiation, longwave radiation, albedo, measurements, Arctic, Svalbard

15.

Energy and Exergy Efficiencies of Batch Paddy Rice Drying with Liquefied Petroleum Gas Dehumidification: A Comprehensive Analysis Using Adaptive Neuro-Fuzzy Inference System and Artificial Neural Networks Approaches

Number of pages: 35 Posted: 23 Aug 2024
University of Tehran, University of Tehran, affiliation not provided to SSRN, affiliation not provided to SSRN, Imam Khomeini International University and Norwegian University of Science and Technology (NTNU)
Downloads 50 (1,063,489)

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Artificial neural networks, Dehumidification with LPG Refrigeration System, Effective Moisture Diffusivity, Energy, Exergy, Rice drying

16.

Co-Robopv: Cooperative Aerial Robot System for Photovoltaic Power Plant Inspection Based on Reinforcement Learning

Number of pages: 20 Posted: 06 Aug 2025
Amirkabir University of Technology, Amirkabir University of Technology, University of Isfahan, Concordia University and Norwegian University of Science and Technology (NTNU)
Downloads 43 (1,157,785)

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Photovoltaics, Deep Reinforcement Learning (DRL), Multiple Aerial Robots, Coverage Path Planning (CPP)

17.

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

18.

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

Number of pages: 36 Posted: 20 Aug 2024
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

19.

Real Options Analysis of Seawater Desalination with Solar Photovoltaic Energy Systems: A Least-Squares Stochastic Perspective

Number of pages: 46 Posted: 14 Dec 2023
Mohammadreza Aghaei and Pouyan Najafi
Norwegian University of Science and Technology (NTNU) and Amirkabir University of Technology
Downloads 38 (1,222,651)

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real options, Renewable Energy, Desalination, Reverse osmosis, economic assessment, photovoltaiec (PV)

20.

Autopv: An Autonomous Aerial Robotic System Framework for Diverse Thermal Anomaly Detection in Pv Power Plants

Number of pages: 41 Posted: 01 Aug 2025
Amirkabir University of Technology, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 36 (1,263,436)

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Aerial robotic system, Autonomous monitoring, Photovoltaic power plants, convolutional neural networks (CNNs), YOLO classifiers, Real-time inspection

21.

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
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

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

23.

Optical Properties of Makrofol Polycarbonate Under Various Alpha Doses

Number of pages: 24 Posted: 03 Jun 2024
Amirkabir University of Technology, Amirkabir University of Technology, Imam Khomeini International University, Imam Khomeini International University, École Polytechnique Fédérale de Lausanne (EPFL), Amirkabir University of Technology, Norwegian University of Science and Technology (NTNU) and Amirkabir University of Technology
Downloads 33 (1,290,922)

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Polycarbonate, alpha radiation, optical properties, chain scission, recombination, cross-linking

24.

Bird Dropping Fault Detection in Photovoltaic Panels Via Stable Diffusion-Generated Data and Optimized Deep Learning Models

Number of pages: 25 Posted: 15 Aug 2025
Amirkabir University of Technology, Amirkabir University of Technology, Concordia University, Amirkabir University of Technology, Amirkabir University of Technology and Norwegian University of Science and Technology (NTNU)
Downloads 30 (1,359,097)

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Photovoltaic system, Fault diagnosis, Autonomous monitoring, Stable diffusion model, Aerial imagery, Deep learning

25.

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

26.

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

Number of pages: 36 Posted: 16 May 2025
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