Enrico Zio

43.9k total citations · 14 hit papers
1.1k papers, 32.0k citations indexed

About

Enrico Zio is a scholar working on Statistics, Probability and Uncertainty, Control and Systems Engineering and Safety, Risk, Reliability and Quality. According to data from OpenAlex, Enrico Zio has authored 1.1k papers receiving a total of 32.0k indexed citations (citations by other indexed papers that have themselves been cited), including 426 papers in Statistics, Probability and Uncertainty, 392 papers in Control and Systems Engineering and 311 papers in Safety, Risk, Reliability and Quality. Recurrent topics in Enrico Zio's work include Risk and Safety Analysis (276 papers), Fault Detection and Control Systems (236 papers) and Reliability and Maintenance Optimization (235 papers). Enrico Zio is often cited by papers focused on Risk and Safety Analysis (276 papers), Fault Detection and Control Systems (236 papers) and Reliability and Maintenance Optimization (235 papers). Enrico Zio collaborates with scholars based in Italy, France and China. Enrico Zio's co-authors include Piero Baraldi, M. Marseguerra, Francesco Di Maio, Yan‐Fu Li, Ruonan Liu, Boyuan Yang, Nicola Pedroni, Luca Podofillini, Terje Aven and Xuefeng Chen and has published in prestigious journals such as SHILAP Revista de lepidopterología, Renewable and Sustainable Energy Reviews and PLoS ONE.

In The Last Decade

Enrico Zio

1.1k papers receiving 30.8k citations

Hit Papers

Artificial intelligence for fault ... 2008 2026 2014 2020 2018 2008 2020 2021 2012 500 1000 1.5k
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

  1. Artificial intelligence for fault diagnosis of rotating machinery: A review
    2018 1.6k citations Enrico Zio et al. profile →
  2. Reliability engineering: Old problems and new challenges
    2008 596 citations Enrico Zio Reliability Engineering & System Safety profile →
  3. A new hybrid model for wind speed forecasting combining long short-term memory neural network, decomposition methods and grey wolf optimizer
    2020 505 citations Enrico Zio et al. profile →
  4. Prognostics and Health Management (PHM): Where are we and where do we (need to) go in theory and practice
    2021 434 citations Enrico Zio Reliability Engineering & System Safety profile →
  5. The Monte Carlo Simulation Method for System Reliability and Risk Analysis
    2012 349 citations Enrico Zio profile →
  6. Remaining Useful Life Prediction Based on a Double-Convolutional Neural Network Architecture
    2019 328 citations Enrico Zio et al. profile →
  7. Challenges in the vulnerability and risk analysis of critical infrastructures
    2016 289 citations Enrico Zio Reliability Engineering & System Safety profile →
  8. Remaining useful life prediction using multi-scale deep convolutional neural network
    2020 277 citations Enrico Zio et al. profile →
  9. The future of risk assessment
    2018 246 citations Enrico Zio Reliability Engineering & System Safety profile →
  10. Domain generalization for cross-domain fault diagnosis: An application-oriented perspective and a benchmark study
    2024 209 citations Enrico Zio et al. Reliability Engineering & System Safety profile →
  11. Prognostics and health management: A review from the perspectives of design, development and decision
    2021 205 citations Yang Hu, Enrico Zio et al. Reliability Engineering & System Safety profile →
  12. Maintenance optimization in industry 4.0
    2023 99 citations Piero Baraldi, Enrico Zio et al. Reliability Engineering & System Safety profile →
  13. Digital twins in safety analysis, risk assessment and emergency management
    2024 49 citations Enrico Zio et al. Reliability Engineering & System Safety profile →
  14. A systematic resilience assessment framework for multi-state systems based on physics-informed neural network
    2025 45 citations Enrico Zio, Zhaoming Yang et al. Reliability Engineering & System Safety profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Enrico Zio Italy 84 10.7k 9.8k 8.6k 5.3k 5.1k 1.1k 32.0k
Faisal Khan Canada 82 4.8k 0.5× 16.7k 1.7× 5.1k 0.6× 1.3k 0.2× 2.5k 0.5× 791 31.4k
Ming J. Zuo Canada 80 9.8k 0.9× 3.6k 0.4× 6.0k 0.7× 2.7k 0.5× 2.1k 0.4× 506 23.9k
Michael Pecht United States 91 10.6k 1.0× 2.0k 0.2× 7.2k 0.8× 21.6k 4.1× 1.7k 0.3× 1.0k 39.5k
Min Xie China 71 3.5k 0.3× 7.4k 0.8× 7.5k 0.9× 1.7k 0.3× 837 0.2× 709 22.4k
Kwok‐Leung Tsui Hong Kong 64 4.9k 0.5× 3.2k 0.3× 3.0k 0.3× 4.4k 0.8× 893 0.2× 462 18.0k
Sakshi Agarwal India 6 4.1k 0.4× 1.5k 0.2× 790 0.1× 5.7k 1.1× 3.4k 0.7× 27 34.1k
Amrit Pratap United States 4 4.1k 0.4× 1.5k 0.2× 790 0.1× 5.7k 1.1× 3.4k 0.7× 5 34.1k
Sankaran Mahadevan United States 71 1.8k 0.2× 7.9k 0.8× 1.7k 0.2× 619 0.1× 4.9k 1.0× 521 18.1k
Liang Gao China 89 6.4k 0.6× 2.8k 0.3× 762 0.1× 3.4k 0.6× 5.5k 1.1× 1.0k 34.5k
David W. Coit United States 52 1.6k 0.1× 3.8k 0.4× 6.1k 0.7× 1.3k 0.3× 822 0.2× 201 12.0k

Countries citing papers authored by Enrico Zio

Since Specialization
Citations

This map shows the geographic impact of Enrico Zio's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Enrico Zio with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Enrico Zio more than expected).

Fields of papers citing papers by Enrico Zio

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Enrico Zio. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Enrico Zio. The network helps show where Enrico Zio may publish in the future.

Co-authorship network of co-authors of Enrico Zio

This figure shows the co-authorship network connecting the top 25 collaborators of Enrico Zio. A scholar is included among the top collaborators of Enrico Zio based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Enrico Zio. Enrico Zio is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Zhang, Yadong, et al.. (2025). Model-guided system operational reliability assessment based on gradient boosting decision trees and dynamic Bayesian networks. Reliability Engineering & System Safety. 259. 110949–110949. 10 indexed citations
2.
Baraldi, Piero, et al.. (2025). Physics-Informed Neural Networks for the safety analysis of nuclear reactors. Progress in Nuclear Energy. 185. 105745–105745. 2 indexed citations
3.
Xing, Jinduo, et al.. (2025). An integrated method of resilience and risk assessment for maintenance strategy optimization of a train braking system. Reliability Engineering & System Safety. 260. 110929–110929. 2 indexed citations
4.
Xie, Yiwei, et al.. (2025). Self-organized criticality study in natural gas pipeline systems: A system & data science approach. Applied Energy. 387. 125624–125624.
5.
Lin, Yan‐Hui, et al.. (2025). Recent advances in uncertainty analysis for prognostics and remaining useful life prediction: A review. Reliability Engineering & System Safety. 269. 112110–112110. 1 indexed citations
6.
Zhang, Ke, et al.. (2025). Vulnerability Assessment of Charging Stations in the Electrified Road Network. IEEE Transactions on Intelligent Transportation Systems. 26(5). 6005–6016.
7.
Aven, Terje, David Rı́os Insua, Refik Soyer, Xiaoyan Zhu, & Enrico Zio. (2024). Fifty years of reliability in operations research. European Journal of Operational Research. 324(2). 361–381. 2 indexed citations
8.
Li, Changgen, et al.. (2024). GMM-BinSeg: A Data Segmentation Method for CFRP/Aluminum Stacks Drilling– Countersinking Monitoring Signal. IEEE Transactions on Instrumentation and Measurement. 73. 1–10. 2 indexed citations
9.
Zhao, Zhiqian, Yinghou Jiao, Yeyin Xu, Zhaobo Chen, & Enrico Zio. (2024). A fault diagnosis framework using unlabeled data based on automatic clustering with meta-learning. Engineering Applications of Artificial Intelligence. 139. 109584–109584. 7 indexed citations
10.
Li, Yang, Okyay Kaynak, Li Jia, et al.. (2024). A Generalized Testing Model for Interval Lifetime Analysis Based on Mixed Wiener Accelerated Degradation Process. IEEE Internet of Things Journal. 11(23). 37525–37535. 2 indexed citations
11.
Yang, Zhaoming, Zhe Liu, Jing Zhou, et al.. (2023). A graph neural network (GNN) method for assigning gas calorific values to natural gas pipeline networks. Energy. 278. 127875–127875. 25 indexed citations
12.
Wang, Bin, Enrico Zio, & Shidong Fan. (2023). Reliability evaluation of the hybrid-redundancy sensor fault tolerate system in the dredging perception system. Ocean Engineering. 281. 114844–114844. 4 indexed citations
13.
14.
Fan, Lin, Huai Su, Wei Wang, et al.. (2022). A systematic method for the optimization of gas supply reliability in natural gas pipeline network based on Bayesian networks and deep reinforcement learning. Reliability Engineering & System Safety. 225. 108613–108613. 63 indexed citations
15.
Maio, Francesco Di, et al.. (2022). A Modeling and Analysis Framework for Integrated Energy Systems Exposed to Climate Change-Induced NaTech Accidental Scenarios. Sustainability. 14(2). 786–786. 10 indexed citations
16.
Keshtegar, Behrooz, Mohamed El Amine Ben Seghier, Enrico Zio, et al.. (2021). Novel efficient method for structural reliability analysis using hybrid nonlinear conjugate map-based support vector regression. Computer Methods in Applied Mechanics and Engineering. 381. 113818–113818. 52 indexed citations
17.
Ma, Kun, et al.. (2021). Radiation-Induced Degradation Analysis and Reliability Modeling of COTS ADCs for Space-Borne Miniature Fiber-Optic Gyroscopes. IEEE Transactions on Instrumentation and Measurement. 70. 1–8. 10 indexed citations
18.
Mancuso, Alessandro, Michele Compare, Ahti Salo, & Enrico Zio. (2021). Optimal Prognostics and Health Management-driven inspection and maintenance strategies for industrial systems. Reliability Engineering & System Safety. 210. 107536–107536. 40 indexed citations
19.
Hu, Yang, Piero Baraldi, Francesco Di Maio, Jie Liu, & Enrico Zio. (2020). A method for fault diagnosis in evolving environment using unlabeled data. Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability. 235(1). 33–49. 4 indexed citations
20.
Zio, Enrico, et al.. (2011). Optimization of electrical grid protection by a differential evolution algorithm. SPIRE - Sciences Po Institutional REpository. 1 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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