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04 · Nuclear Energy Risks

Learning from every event: nuclear safety, quantified

Albatrisk hosts and continues the nuclear-risk research programme of the ETH Zurich Chair of Entrepreneurial Risks — including the ETHZ Curated Nuclear Events Database, now available to researchers, operators and regulators worldwide.

Objectives

Answering the big-picture questions about nuclear safety and risk

The programme’s top objective is to answer “big picture” questions about safety and risk, as well as new technologies and opportunities in nuclear energy — and to provide sound, unbiased risk information on this crucial issue.

Trends, fleets and designs

Quantifying safety improvement over time and the differences between reactor fleets and designs, including the accident externality.

Learning from operating experience

The IAEA has cited a “lost learning opportunity” due to the lack of analysis of low-level events and near accidents. The repetition of similar errors over time — fore-runners — shows this. We support intensified learning from experienced incidents.

Generic PSA research and development

Simplified and harmonised probabilistic safety assessment models that make precursor analysis applicable across plants and countries.

Integrative energy portfolios

An integrative approach to energy portfolios accounting for constraints from physics, thermodynamics, engineering (in particular the grid), demographics and economics.

Philosophy

Learning from all relevant experience

Learning from all relevant experience, and exploiting all relevant means, is important. Methods should be optimised to answer the top objective, not the other way round.

Experience can be pooled to draw broad conclusions. Views about what constitutes “relevant experience” are often myopic — the snowflake fallacy: “all units are incomparably different from others, as well as from themselves over time.”

Means

Analysis of accident precursors

Measuring near-miss risk significance regardless of ultimate outcome — binary outcome measures are not enough.

Simplified and harmonised PSA models

A standard, efficiently applicable technique for the approximate risk assessment of events, enabling international precursor analysis.

Continued development of event data

The curated events database is a living work in progress: expert-reviewed descriptions, annotations including INES scores, references and failure sequences.

The ETHZ Curated Nuclear Events Database

Seventy-five years of civil nuclear operating experience, curated

Expert-reviewed event descriptions, annotations including INES scores, failure sequences, contributing factors and references — with an Excel access tool for filtering, statistics and export.

1,561

curated events with safety significance

1946–2020

period covered

37

countries

142

fields per event, incl. failure sequences and cost estimates

Publications

Reference publications

  • Ali Ayoub, Andrej Stankovski, Wolfgang Kröger and Didier Sornette

    The ETH Zurich Curated Nuclear Events Database: Layout, Event Classification, and Analysis of Contributing Factors

    Reliability Engineering and System Safety 213, 107781 (2021)

  • Ali Ayoub, Andrej Stankovski, Wolfgang Kröger and Didier Sornette

    Precursors and startling lessons: Statistical analysis of 1250 events with safety significance from the civil nuclear sector

    Reliability Engineering and System Safety 214, 107820 (2021)

All publications

Team

The research team

The database and the associated publications were developed at the ETH Zurich Chair of Entrepreneurial Risks by the following team.

Prof. Didier Sornette

Chair of Entrepreneurial Risks, ETH Zurich (emeritus) · Risk Research Director, Albatrisk

Prof. Wolfgang Kröger

Professor emeritus, ETH Zurich · nuclear safety and risk analysis

Dr. Spencer Wheatley

Statistical analysis of nuclear incidents and accidents, open events database

Dr. Ali Ayoub

Curated events database, precursor analysis and generic PSA framework (PhD, ETH Zurich, 2021)

Andrej Stankovski

Database enhancement, access tool and user manual (ETH Zurich, 2020)

Work with us on nuclear risk

Precursor analysis for your fleet, an independent view on PSA results, or a research collaboration on the database — tell us what you need.