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Enrico Zio

Polytechnic University of Milan

Piazza Leonardo da Vinci

Milan, 20100

Italy

Aramis S.r.l.

PSL Research University - INSERM U932 - Immunity and Cancer

SCHOLARLY PAPERS

26

DOWNLOADS

1,756

TOTAL CITATIONS

3

Scholarly Papers (26)

1.

Safety Assessment of a Nuclear Microreactor

Number of pages: 60 Posted: 05 Oct 2022
Massachusetts Institute of Technology (MIT), Massachusetts Institute of Technology (MIT) and Polytechnic University of Milan
Downloads 230 (331,797)

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Nuclear Microreactors, Heat-Pipes Reactor, Dynamic Risk Assessment, STAMP, Modeling and Simulation, Grace Time

2.

Optimization of the Operation and Maintenance of Renewable Energy Systems by Deep Reinforcement Learning

Number of pages: 25 Posted: 28 Jun 2021
Polytechnic University of Milan, Polytechnic University of Milan, Aramis S.r.l., Aramis S.r.l. and Polytechnic University of Milan
Downloads 201 (378,726)
Citation 2

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3.

Quantifying Values: The Problem of AI Risk

Number of pages: 31 Posted: 04 Feb 2026
Reuben Sass, Claudio Novelli and Enrico Zio
United States Naval Academy, Yale University - Digital Ethics Center and Polytechnic University of Milan
Downloads 177 (433,279)

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AI, Risk, Risk assessment, safety, Risk Science, Hazards, AI Act, Regulation, Values, Balancing

4.

Gradient-Enhanced Physics-Informed Long Short-Term Memory Network for Stable and Accurate Rul Prediction

Number of pages: 27 Posted: 27 Mar 2024
Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 90 (742,061)

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Prognostics and Health ManagementRemaining Useful LifeGradient-enhanced Physics-Informed Neural NetworkLong Short-Term Memory NetworkInsulated Gate Bipolar TransistorLithium-ion Battery

5.

Cross-Working-Condition Remaining Useful Life Prediction of Aircraft Engines Via Domain-Invariant Features and Domain-Related Features

Number of pages: 16 Posted: 08 Sep 2023
Chongqing University, affiliation not provided to SSRN, Ocean University of China, Chongqing University and Polytechnic University of Milan
Downloads 88 (753,595)

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remaining useful life prediction, domain adaption, prognostics and health management, working-condition shift, aircraft engines

An Agent-Based Cooperative Co-Evolutionary Approach for the Many-Objective Optimal Production Planning in Energy Supply Chains

Number of pages: 25 Posted: 02 Nov 2022
Shiyu Chen, Wei Wang and Enrico Zio
Chengdu University of Information Technology, City University of Hong Kong (CityU) and Polytechnic University of Milan
Downloads 42 (1,183,247)

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Simulation, Energy Supply Chain, Many-objective Optimization Problem (MaOP), Agent-based Modeling (ABM), Co-Evolutionary Algorithm (CEA)

An Agent-Based Cooperative Co-Evolutionary Approach for the Many-Objective Optimal Production Planning in Energy Supply Chains

Number of pages: 25 Posted: 02 Nov 2022
Shiyu Chen, Wei Wang and Enrico Zio
Chengdu University of Information Technology, City University of Hong Kong (CityU) and Polytechnic University of Milan
Downloads 35 (1,281,607)

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simulation, Energy Supply Chain, Many-objective Optimization Problem (MaOP), Agent-based Modeling (ABM), Co-Evolutionary Algorithm (CEA)

7.

A Probabilistic Modelling and Simulation Framework for Power Grid Flood Risk Assessment

Number of pages: 33 Posted: 21 Oct 2024
Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 75 (837,727)

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Power grids, Flood risk, Risk Assessment

Self-Supervised Learning on Real-World Data for Accurate Forecasting of Electric Vehicle Battery Remaining Useful Capacity

Number of pages: 23 Posted: 01 Jul 2025
Shanghai Jiao Tong University (SJTU), Shanghai Jiao Tong University (SJTU), affiliation not provided to SSRN, China Electronic Product Reliability and Environmental Testing Research Institute, Polytechnic University of Milan, affiliation not provided to SSRN and Shanghai Jiao Tong University (SJTU)
Downloads 38 (1,238,337)

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Electric Vehicle Battery, Remaining Useful Capacity, Self-Supervised Learning

Self-Supervised Learning on Real-World Data for Accurate Forecasting of Electric Vehicle Battery Remaining Useful Capacity

Number of pages: 32 Posted: 28 Oct 2025
Shanghai Jiao Tong University (SJTU), Shanghai Jiao Tong University (SJTU), affiliation not provided to SSRN, China Electronic Product Reliability and Environmental Testing Research Institute, Polytechnic University of Milan, affiliation not provided to SSRN and Shanghai Jiao Tong University (SJTU)
Downloads 31 (1,341,098)

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Electric Vehicle Battery, battery management system, Remaining Useful Capacity, Knowledge-Enhanced Self-Supervised Learning

9.

Fleet-Based Transfer Learning for Anomaly Detection in Industrial Systems

Number of pages: 29 Posted: 13 Dec 2023
Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 68 (907,769)

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Fleets of systems, Anomaly detection, Unlabeled data, unsupervised transfer learning, LSTM-Encoder-Decoder, Traction systems

10.

Goal-Oriented Graph Generation for Transmission Expansion Planning

Number of pages: 26 Posted: 04 Nov 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Polytechnic University of Milan and ETH Zurich - Institute of Energy and Process Engineering
Downloads 66 (907,769)

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Transmission Expansion Planning, Power grid, Cascading Failures, multi-objective optimization, Deep reinforcement learning, Graph representation learning.

11.

Taxonomy and Bert Attention Mechanism for Clustering Maintenance Reports

Number of pages: 23 Posted: 14 Nov 2023
affiliation not provided to SSRN, Polytechnic University of Milan, affiliation not provided to SSRN, Universidade Federal de Pernambuco (UFPE), affiliation not provided to SSRN, affiliation not provided to SSRN and Polytechnic University of Milan
Downloads 63 (933,592)

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Maintenance, Natural language processing, Bert, DBSCAN, Freight transport trains

12.

A Modelling Framework for Power Grid Flood Risk Assessment

Number of pages: 31 Posted: 27 Mar 2023
Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 58 (980,173)

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Power grids, flood risk, Risk Assessment

13.

Probabilistic Scenario Analysis of Integrated Road-Power Infrastructures with Hybrid Fleets of Evs and Icvs

Number of pages: 17 Posted: 29 Dec 2022
affiliation not provided to SSRN, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 55 (1,010,164)

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Electric Vehicle (EV), Internal Combustion Vehicle (ICV), Road Network, Power Network, System of Systems (SoS), Transport Reliability, Service Loss, Probabilistic Scenario Analysis.

14.

Seismic Resilience Assessment of Small Modular Reactors by a Three-Loop Monte Carlo Simulation

Number of pages: 39 Posted: 17 Dec 2022
Polytechnic University of Milan, Polytechnic University of Milan and affiliation not provided to SSRN
Downloads 54 (1,020,567)

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Small Modular Reactors (SMRs), Resilience, Seismic Probabilistic Risk Assessment (SPRA), Monte Carlo Simulation (MCS).

15.

Reliability Evaluation of the Hybrid-Redundancy Sensor Fault Tolerate System in the Dredging Perception System

Number of pages: 29 Posted: 03 Apr 2023
Bin Wang, Enrico Zio and Shidong Fan
Wuhan University of Technology, Polytechnic University of Milan and Wuhan University of Technology
Downloads 49 (1,074,648)

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Reliability modeling, Semi-Markov process, Fault-tolerant system, Redundancy sensors, Cutter Suction Dredger

16.

A Modeling and Simulation Framework for Reliability Analysis of Telecommunication Networks from Customer Damage Perspective

Number of pages: 28 Posted: 03 Jul 2025
Polytechnic University of Milan, affiliation not provided to SSRN, affiliation not provided to SSRN, Polytechnic University of Milan, Beijing Aerospace Automatic Control Institute and Beijing Aerospace Automatic Control Institute
Downloads 48 (1,086,013)

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Telecommunication network, Reliability analysis, Performance simulation, Economic loss, Customer damage function

17.

Coordinating Dynamic Traffic-Power Systems Under Decentralized and Centralized Decision Environments

Number of pages: 36 Posted: 20 Jan 2024
Beijing University of Posts and Telecommunications, University of Paris-Saclay - CentraleSupélec, CentraleSupélec, University of Paris-Saclay - CentraleSupélec and Polytechnic University of Milan
Downloads 37 (1,222,651)

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Dynamic transportation-power systems, Interactive systems, Electric vehicles, Charging stations, Decision-making environments, Link transmission model

18.

Active Learning Kriging Method Based on Particle Swarm Optimization for Reliability Analysis with Random and Interval Hybrid Uncertainty​

Number of pages: 17 Posted: 14 Mar 2025
Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU), Polytechnic University of Milan, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 35 (1,249,711)

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structural reliability, random process, interval uncertainty, active learning, Kriging model, error-based stopping criterion

19.

A Physics-of-Failure (Pof) Model-Based Dynamic Bayesian Network for Considering the Aging of Safety Barriers in the Risk Assessment of Industrial Facilities

Number of pages: 32 Posted: 29 Mar 2024
Polytechnic University of Milan, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 35 (1,249,711)
Citation 1

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Process safety, Risk Assessment, Safety barriers degradation, Physics-of-Failure (PoF), Dynamic Bayesian Networks (DBNs), NaTech scenarios

20.

Optimizing Terrain Mesh Using Odt and Improved Pso: Application in Wind Field Simulation

Number of pages: 30 Posted: 10 Jul 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, Polytechnic of Milan, Polytechnic University of Milan and affiliation not provided to SSRN
Downloads 33 (1,277,121)

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Terrain mesh optimization, optimal Delaunay triangulation, improved particle swarm algorithm, wind field simulation, complex terrain

21.

A Global Sensitivity Analysis Framework for Guiding the Design Improvement of New Concepts of Small Modular Reactors

Number of pages: 41 Posted: 17 Feb 2025
Polytechnic University of Milan, Polytechnic University of Milan, Polytechnic University of Milan, Bocconi University - Department of Decision Sciences and Clausthal University of Technology
Downloads 33 (1,277,121)

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Small Modular Reactor (SMR), Safety Design, Critical failure Region (CR), Global Sensitivity Analysis (GSA), Optimal Transport (OT), CUmulative SUm of NOrmalized Reordered Output (CUSUNORO)

22.

Safe and Tight Horizon Bounds for Time-Indexed Mixed Integer Linear Programming Apply to Energy-Efficient Scheduling of Flexible Manufacturing Systems

Number of pages: 43 Posted: 24 Feb 2026
Mei Chen, Luca Pinciroli and Enrico Zio
Polytechnic University of Milan, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 31 (1,304,549)

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Energy-efficient Scheduling, Flexible manufacturing systems, Time-indexed MILP, Planning-horizon design, Routing flexibility, Petri nets

23.

FPENet: an explainable frequency prior embedded deep neural network for intelligent fault diagnosis

Number of pages: 26 Posted: 19 Feb 2026
affiliation not provided to SSRN, Kunming University of Science and Technology, affiliation not provided to SSRN, Xi'an Jiaotong University (XJTU), affiliation not provided to SSRN and Polytechnic University of Milan
Downloads 25 (1,399,036)

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Intelligent fault diagnosis, frequency prior embedding, Explainable artificial intelligence, explanation guide

24.

Active Learning Kriging Method Based on Particle Swarm Optimization for Reliability Analysis with Random and Interval Hybrid Uncertainty

Number of pages: 16 Posted: 10 May 2025
Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU), Polytechnic University of Milan, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 23 (1,411,822)

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Structural reliability, random process, interval uncertainty, active learning, Kriging model, error-based stopping criterion

25.

Early Anomaly Detection in Wind Turbines by Causality-based Graph Attention Networks

Number of pages: 29 Posted: 25 Mar 2026
Luca Pinciroli, Piero Baraldi and Enrico Zio
Polytechnic University of Milan, Polytechnic University of Milan and Polytechnic University of Milan
Downloads 22 (1,436,435)

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26.

Deep Reinforcement Learning Maintenance Optimization of Natural Gas Transmission Pipeline Networks

Number of pages: 47 Posted: 22 Apr 2026
Enrico Zio, Luca Sampaolesi and Masoud Naseri
Polytechnic University of Milan, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 14 (1,509,872)

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Natural gas transmission pipeline networks, Gas supply availability, Maintenance optimization, Sequential decision problem, Deep reinforcement learning, Proximal policy optimization