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Reza Sepehrzad

Polytechnic of Milan

Shiraz University

Zand st, Shiraz, Fars, Iran

Shiraz, Fars

Iran

SCHOLARLY PAPERS

14

DOWNLOADS

688

TOTAL CITATIONS

0

Scholarly Papers (14)

1.

Hybrid Llm-Based Emergency Management with Constraint-Aware Edge Deployment in Urban Mobility Networks

Number of pages: 19 Posted: 22 May 2025
HOSSEIN HOSSEINALIBEIKI and Reza Sepehrzad
University of Salerno and Polytechnic of Milan
Downloads 109 (649,907)

Abstract:

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Emergency large language model, Hybrid neuro-symbolic architecture, Constraint-aware safety verification.

2.

A Safe, Secure, and Uncertainty-Aware Demand Response Architecture Using LLM-Guided Hierarchical Multi-Agent Deep Reinforcement Learning in Integrated Energy System

Number of pages: 26 Posted: 06 Jan 2026
Polytechnic of Milan, Chitkara University, University of Tabriz, University of Salerno, Khalifa University and The University of Manchester
Downloads 87 (771,553)

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Integrated Energy Systems, Demand response, Uncertainty and cyberattacks, Large language model, Multi-agent deep reinforcement learning

Retail-Informed Secure Wholesale Energy Market and Bid Generation with Projection Clearing Exchange for Networked Microgrids: A Large Language Model-Assisted Multi-agent Deep Reinforcement Learning Approach

Number of pages: 24 Posted: 30 Dec 2025
Polytechnic of Milan, University of Tabriz, Chitkara University, University of Salerno, Khalifa University and The University of Manchester
Downloads 51 (1,072,374)

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Networked microgrids, Wholesale market, Cyberspace and uncertainty, Large language model, Multi-agent deep reinforcement learning

Retail-Informed Secure Wholesale Energy Market and Bid Generation with Projection Clearing Exchange for Networked Microgrids: A Large Language Model-Assisted Multi-agent Deep Reinforcement Learning Approach

Number of pages: 24 Posted: 15 Jan 2026
Polytechnic of Milan, University of Tabriz, Chitkara University, University of Salerno, Khalifa University and The University of Manchester
Downloads 21 (1,500,232)

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Networked microgrids, Wholesale market, Cyberspace and uncertainty, Large language model, Multi-agent deep reinforcement learning

Secure Fdrl for Safe Decision-Making and Policy Embedding Validation in Hybrid Microgrids Under Hybrid Cyberattacks

Number of pages: 27 Posted: 22 May 2025
Polytechnic of Milan, University of Tabriz, Khalifa University, The University of Manchester and Aalborg University
Downloads 49 (1,107,422)

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Hybrid AC/DC microgrids, Cyberattacks, Federated deep reinforcement learning, Policy protection

Secure Fdrl for Safe Decision-Making and Policy Embedding Validation in Hybrid Microgrids Under Hybrid Cyberattacks

Number of pages: 27 Posted: 23 Jun 2025
Polytechnic of Milan, University of Tabriz, Khalifa University, The University of Manchester and Aalborg University
Downloads 22 (1,473,203)

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Hybrid AC/DC microgrids, Cyberattacks, Federated deep reinforcement learning, Policy protection

Risk-Aware Multi-Agent Reinforcement Learning and Blockchain Enforcement for Peer-to-Peer Trading Market and Demand Response in Residential Energy Communities

Number of pages: 34 Posted: 11 Apr 2026
Polytechnic of Milan, University of Canterbury, Chitkara University, University of Canterbury, University of Salerno, Khalifa University and The University of Manchester
Downloads 33 (1,326,242)

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Energy management, Residential energy communities, Peer-to-peer trading and Demand response, Multi-agent reinforcement learning, Blockchain-based market

Risk-Aware Multi-Agent Reinforcement Learning and Blockchain Enforcement for Peer-to-Peer Trading Market and Demand Response in Residential Energy Communities

Number of pages: 33 Posted: 22 Jan 2026
Polytechnic of Milan, University of Canterbury, Chitkara University, University of Canterbury, Khalifa University and The University of Manchester
Downloads 25 (1,430,393)

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Energy management, Residential energy communities, Peer-to-peer trading and Demand response, Multi-agent reinforcement learning, Blockchain-based market

6.

Hybrid Llm-Based Emergency Management with Constraint-Aware Edge Deployment in Intelligent Transportation System

Number of pages: 19 Posted: 21 Jul 2025
HOSSEIN HOSSEINALIBEIKI and Reza Sepehrzad
University of Salerno and Polytechnic of Milan
Downloads 56 (1,010,164)

Abstract:

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Emergency large language model, Hybrid neuro-symbolic architecture, Constraint-aware safety verification.

7.

Two-Stage Data-Driven Optimal Energy Management and Dynamic Real-Time Operation in Networked Microgrid Based Deep Reinforcement Learning Approach

Number of pages: 22 Posted: 28 Mar 2024
Polytechnic of Milan, University of Science and Technology, Hamedan University of Technology, Khalifa University and Aalborg University
Downloads 55 (1,010,164)

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Networked microgrid, Optimal energy management and real-time operation, Deep reinforcement learning, Stackelberg game theory

8.

Risk-Aware Secure Microgrid Pricing Mechanism Validated with Hybrid LLM-Blockchain Considering Hybrid Energy Storage System and Demand Response Flexibility Under Uncertainty and Cyberattacks

Number of pages: 27 Posted: 23 Dec 2025
Polytechnic of Milan, Chitkara University, University of Tabriz, University of Salerno, Khalifa University and The University of Manchester
Downloads 49 (1,097,529)

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Microgrid Energy Market, Secure Pricing, Cyber Attacks and Uncertainty, Hybrid Energy Storage System, Large Language Model, Blockchain

9.

Market-Consistent and Secure Demand Response in Storage-Rich Integrated Energy Systems Under Uncertainty and Hybrid Cyberattacks: A Large Language Model-Guided Multi-Agent Deep Reinforcement Learning Approach

Number of pages: 26 Posted: 17 Feb 2026
Polytechnic of Milan, Chitkara University, University of Tabriz, University of Salerno, Khalifa University and The University of Manchester
Downloads 34 (1,263,436)

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Energy storage systems, Integrated Energy Systems, Demand response, Uncertainty and cyberattacks, Large language model, Multi-agent deep reinforcement learning

10.

Enhanced Data-Driven Microgrids Resilience Mechanism Against Hybrid Cyberattacks Based on Load-to-Grid Services: A Bayesian Multi-Agent Deep Reinforcement Learning Approach

Number of pages: 24 Posted: 10 Jun 2025
Polytechnic of Milan, University of Tabriz, Khalifa University and The University of Manchester
Downloads 31 (1,304,549)

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Microgrid, Hybrid cyber-attacks, Load to grid services, Energy market, Bayesian multi-agent deep reinforcement learning.

11.

Supervisory-Learning Microgrid Control Strategy in the Presence of Energy Storage Systems Based on Uncertainties and Energy Market Interactions to Improve Stability

Number of pages: 27 Posted: 10 Jun 2025
Polytechnic of Milan, University of Tabriz, Khalifa University and The University of Manchester
Downloads 20 (1,448,301)

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Microgrid, Supervisory power management, Voltage and frequency control, Demand response, Uncertainty.

12.

Credibility-Aware Demand Response Continuation and Regime-Switching Market Operation in Multi-Energy Microgrids under Hybrid Cyber Threats and Dynamic Uncertainty

Number of pages: 31 Posted: 28 Apr 2026
Polytechnic of Milan, University of Salerno, Chitkara University and Khalifa University
Downloads 19 (1,459,862)

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Multi-energy microgrid, Cyber-resilient market operation, Dynamic uncertainty, Trust-conditioned demand response, Multi-agent deep reinforcement learning

13.

Energy Storage System-Based Demand Response with Time-Varying Uncertainties, Cyber-Degraded Observability, and Risk-Aware Settlement in Renewable-Rich Integrated Energy Systems

Number of pages: 26 Posted: 28 Apr 2026
Polytechnic of Milan, University of Salerno, University of Canterbury, Chitkara University, Khalifa University and The University of Manchester
Downloads 15 (1,500,778)

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Energy storage systems, Integrated Energy Systems, Demand response, Uncertainty and cyberattacks, Large language model, Multi-agent deep reinforcement learning

Safety-Filtered Multi-Agent Learning for Demand Response Under Hybrid Disruptions in Renewable-Rich Integrated Energy Systems ​

Number of pages: 28 Posted: 06 Jun 2026
Polytechnic of Milan, University of Salerno, University of Canterbury, Chitkara University, University of Canterbury and The University of Manchester
Downloads 8

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Integrated Energy Systems, Demand Response, Large language models, Multi-Agent deep reinforcement learning, Hybrid cyberattacks and uncertainty, Risk-aware control

Safety-Filtered Multi-Agent Learning for Demand Response Under Hybrid Disruptions in Renewable-Rich Integrated Energy Systems ​

Number of pages: 28 Posted: 05 Jun 2026
Polytechnic of Milan, University of Salerno, University of Canterbury, Chitkara University, University of Canterbury and The University of Manchester
Downloads 4

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Integrated Energy Systems, Demand Response, Large language models, Multi-Agent deep reinforcement learning, Hybrid cyberattacks and uncertainty, Risk-aware control