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This page documents the source and verification status of every factual claim, data point, and estimate used across both the Energy Scenario Explorer and Nuclear Safety Explorer apps. Data was last verified in March 2026.

Important Caveats:
Estimates and projections (marked with Estimate or Projection) are based on best available data but carry inherent uncertainty. Reactor specifications for designs not yet built (fusion, some Gen IV) are vendor targets, not demonstrated performance.
Waste volume figures for advanced reactors (MSR, HTGR, fusion) are engineering projections — no commercial fleet has operated long enough to produce definitive data. A 2022 Stanford/UBC study (Krall et al., PNAS) found that some SMR designs may produce more waste per unit energy than conventional reactors.
Singapore energy data uses the most recent official statistics (EMA 2024/2025). Figures change annually; the app uses round baselines suitable for scenario modelling, not precise accounting.
DAC energy requirements vary widely (250–500+ MW per MtCO₂/yr) depending on technology, climate, and energy source. The app uses an optimistic-to-moderate range.
Land footprints for reactor sites are vendor estimates for the nuclear island only; actual site requirements (security perimeter, cooling infrastructure, exclusion zone) are larger.
Historical accident details reflect the established consensus from IAEA, NRC, and UNSCEAR reports. Some details (exact power excursion magnitude at Chernobyl, precise tsunami height at Fukushima) have ranges in the literature; we use the most commonly cited figures.

Singapore Baseline Data

Baseline figures used in the Energy Scenario Explorer's demand calculator and carbon module.

IndicatorValue UsedStatusSource
Peak electricity demand 8,200 MW Verified EMA, Electricity Demand & Supply Outlook 2025. Actualised peak ~8,189 MW (July 2025).
Annual electricity consumption 58 TWh Verified EMA, Singapore Energy Statistics, Chapter 2 (2024 data: ~58 TWh consumed, ~59.6 TWh generated).
Natural gas share of generation ~94% Verified EMA, Singapore Energy Statistics, Chapter 2 (2024: ~94%; 1H 2025: 93.1%). NCCS cites ~95% as a round figure.
Annual CO₂ emissions 50 Mt Estimate NCCS, Singapore Emissions Profile. Approximately 50 Mt is energy-related CO₂. Total GHG is ~75 MtCO₂e (2023). Power sector alone is ~30 Mt. The 50 Mt figure is used as a round baseline for scenario modelling of energy-system-wide displacement.
Grid emission factor 0.40 tCO₂/MWh Verified EMA, Grid Emission Factor (2024: 0.4018 kgCO₂/kWh). Published on data.gov.sg.
Population 6.04 million Verified Singapore Department of Statistics / Population in Brief 2025. Total population 6.04M (June 2025).
Total land area 736 km² Verified SingStat, Land Area (2025: ~736.3 km²). Area continues to grow due to reclamation.

Singapore Landmarks (Area Comparisons)

LandmarkArea UsedStatusSource
Jurong Island 3,200 ha Verified JTC Corporation. Commonly cited as ~3,000–3,200 ha after reclamation (2009). Some sources cite 30 km² (~3,000 ha).
Changi East Development (incl. T5) 1,080 ha Verified Changi Airport Group, Future Developments. 1,080 ha refers to the entire Changi East development area, not Terminal 5 alone.
Sentosa 500 ha Verified Sentosa Development Corporation. ~5 km² / 500 ha including reclaimed areas.
Gardens by the Bay 101 ha Verified NParks / Gardens by the Bay official site. 101 hectares across three waterfront gardens.
Marina Bay Sands site 15.5 ha Verified URA / Marina Bay Sands factsheet. Some sources cite 15.5–20 ha depending on scope definition.

Energy-Intensive Industry Parameters

Power consumption ranges for hypothetical new industries in Singapore. These are order-of-magnitude estimates based on global industry data.

IndustryRange UsedStatusSource / Basis
Data Centres 50–200 MW each Estimate Uptime Institute; IEA, Data Centres and Data Transmission Networks (2024). Hyperscale data centres range 50–200+ MW. Singapore DC moratorium lifted 2022 with efficiency requirements.
Desalination 20–50 MW each Estimate PUB Singapore; IDA Desalination Yearbook. Tuas SWRO plant ~30 MW. Range reflects small-to-large SWRO plants at ~3–4 kWh/m³.
Vertical Farming 10–30 MW each Estimate SFA Singapore; Agritecture. Large vertical farms consume 10–40 MW depending on lighting and HVAC. Singapore targets 30% local food production by 2030 ("30 by 30").
Semiconductor Fabs 100–200 MW each Estimate TSMC annual reports; SEMI. Leading-edge fabs (3nm/2nm) draw 100–200+ MW. Singapore hosts major fabs (GlobalFoundries, Micron, UMC).
Green Hydrogen (Electrolysis) 250–500 MW each Estimate IRENA, Green Hydrogen Cost Reduction (2020). 1 GW electrolyser ≈ 1 GW electrical input. 250–500 MW represents mid-scale plants.
Direct Air Capture 250–500 MW per ~1 MtCO₂/yr Estimate IEA, Direct Air Capture (2022); National Academies of Sciences (2019). Published estimates range 250–500+ MW per MtCO₂/yr depending on technology and heat source. Lower bound is optimistic.
EV Charging Network 2,000–4,000 MW (national) Projection LTA Singapore; McKinsey, EV Charging Infrastructure. Singapore targets all vehicles to be cleaner-energy by 2040. Peak charging demand depends on fleet size and charging patterns; 2–4 GW is a plausible upper bound for a fully electrified national fleet.
Synthetic Fuels (e-fuels/SAF) 500–800 MW each Projection IEA, The Role of E-fuels (2024); Frontier Economics. Fischer-Tropsch synthesis via green hydrogen is energy-intensive. 500–800 MW per commercial-scale plant is a rough estimate.

Modelling Parameters

ParameterValueStatusSource / Basis
Capacity factor 90% Verified EIA; IAEA PRIS. Global nuclear fleet average capacity factor ~80–93%. US fleet average ~93% (2023). 90% is a conservative-to-typical value.
Industry phase-in period 5 years Estimate Modelling assumption for gradual industry ramp-up. Not sourced from a specific study.
Underground surface fraction 30% Estimate Modelling assumption. Singapore's Underground Master Plan (URA, 2019) envisions significant subsurface use, but no specific reactor siting fraction is published.
Gas plant footprint 12 ha/GW Estimate Strata, The Footprint of Energy (2017); DOE NREL land-use studies. Direct footprint of CCGT plants varies ~5–15 ha/GW. 12 ha/GW is a mid-range figure for the plant proper.
Gas infrastructure multiplier 2.5× Estimate Modelling assumption to account for LNG terminal, pipelines, and storage. Singapore's SLNG terminal on Jurong Island occupies ~35 ha. Multiplier is an approximation.

Reactor Technology Specifications

Power output, footprint, and waste figures for each reactor type modelled in the app.

Fission Small Modular Reactors

ReactorSpecValueStatusSource
NuScale VOYGR Power77 MWe/module Verified NuScale Power. 50 MWe design received NRC Design Certification (Jan 2023). Uprated 77 MWe design received NRC Standard Design Approval (May 2025). UAMPS project cancelled Nov 2023 due to cost; certification itself remains valid.
Footprint1.5 ha Estimate NuScale vendor documentation. Refers to the nuclear island footprint for a multi-module plant.
Waste20 m³/GW·yr Estimate Based on standard LWR spent fuel volume. ~20–30 tonnes spent fuel/yr per GWe. See waste section for caveats.
BWRX-300 Power300 MWe Verified GE Vernova / GE Hitachi Nuclear Energy. Under licensing review in Canada (OPG Darlington), USA, and others.
Footprint4 ha Estimate GE Hitachi vendor documentation.
Rolls-Royce SMR Power470 MWe Verified Rolls-Royce SMR Ltd. 450–470 MWe net depending on site conditions. UK GDA in progress. Target: 4-year construction.
Footprint6 ha Estimate Rolls-Royce SMR vendor documentation (~10 acres).

Molten Salt Reactors

ReactorSpecValueStatusSource
Seaborg CMSR Power100 MWe/module Verified Seaborg Technologies (rebranded Saltfoss Energy, Apr 2025). 100 MWe per module; barge can host multiple modules (200/400/600/800 MWe).
Footprint0.5 ha Estimate Vendor estimate for barge-mounted design. Minimal land footprint since the reactor sits on the barge.
ThorCon MSR Power250 MWe Verified ThorCon International. Note: "IMSR" (Integral Molten Salt Reactor) is a separate design by Terrestrial Energy (195 MWe). ThorCon's design is a distinct thorium molten-salt reactor with shipyard fabrication and 4-year module swap.
Footprint3 ha Estimate ThorCon vendor documentation.

High-Temperature Gas Reactor

ReactorSpecValueStatusSource
HTR-PM Power210 MWe Verified China Huaneng Group / INET, Tsinghua University. Two 250 MWt reactor modules driving one 210 MWe steam turbine. Commercial operation at Shidao Bay commenced December 6, 2023. World Nuclear News (Dec 2023).
Footprint5 ha Estimate Based on Shidao Bay site layout. Approximate nuclear island footprint.
Waste25 m³/GW·yr Estimate Higher than LWR due to bulky graphite pebble fuel form. Engineering estimate; no long-term commercial fleet data available.

Fusion Reactors

ReactorSpecValueStatusSource
CFS ARC Power~400 MWe Projection Commonwealth Fusion Systems. Original ARC paper (Sorbom et al., 2015) proposed 270 MWe. 2024 Virginia commercial plant announcement targets ~400 MWe. No fusion power plant has been built yet.
Footprint5 ha Projection Vendor projection. No commercial fusion plant exists for comparison.
Waste5 m³/GW·yr Projection Theoretical estimate for neutron-activated structural materials. Depends heavily on material choices (RAFM steel, vanadium alloys, SiC). No operational data.
HTS Magnet20 T (2021) Verified CFS press release (Sep 2021); Creely et al., IEEE Transactions on Applied Superconductivity (2022). Demonstrated 20 T field with HTS magnets.
Tokamak Energy ST Power200 MWe Projection Tokamak Energy Ltd. ST-E1 pilot plant targets up to 200 MWe (early 2030s). 2024 design details suggest 85 MWe net from 800 MW fusion power may be more realistic.
Decay period~100 years Projection EUROfusion; Zinkle & Snead, Annual Review of Materials Research (2014). With low-activation materials, activated components decay to clearance levels in 50–100 years. Depends on material choices.

Waste & Land Use Data

Waste volume caveat: Waste figures for advanced reactors are engineering projections based on design studies, not operational data. A 2022 study by Krall, Macfarlane & Ewing (Proceedings of the National Academy of Sciences) found that some SMR designs may produce 5–35× more waste per unit energy than conventional PWRs when all waste streams (including graphite, salts, and other materials) are counted. The figures used in this app represent vitrified high-level waste volume only.
ParameterValueStatusSource / Notes
Fission LWR HLW volume ~20 m³/GW·yr Estimate Based on ~20–30 t spent fuel/yr per GWe and fuel assembly geometry. World Nuclear Association, Radioactive Waste Management. Vitrified HLW from reprocessing is much lower volume. Spent fuel assemblies used directly are ~20–27 m³/GW·yr bare volume.
MSR waste volume ~15 m³/GW·yr Projection Engineering estimate from MSR design studies. Online fuel processing may reduce actinide waste. No commercial MSR fleet data. LeBlanc, Nuclear Engineering and Design (2010).
HTGR waste volume ~25 m³/GW·yr Projection Higher due to bulky graphite pebble matrix. TRISO particles provide containment during disposal. Based on HTR-PM design parameters. INET/Tsinghua publications.
Fusion activated materials ~5 m³/GW·yr Projection Theoretical. No operational fusion power plant exists. Based on DEMO reactor design studies. EUROfusion, European Fusion Roadmap.
Fission HLW hazard duration ~100,000+ years Verified IAEA; NRC. Spent fuel contains long-lived isotopes (e.g., Pu-239 half-life 24,110 years; I-129 half-life 15.7 million years). Deep geological disposal is the international consensus solution.
Fusion waste hazard duration ~50–100 years Projection With low-activation materials (RAFM steels, vanadium alloys). Zinkle & Snead (2014); EUROfusion materials programme. Depends on material choice.
Dry cask capacity ~3 m³ (per cask, HLW equivalent) Estimate Simplified modelling metric. Actual dry casks are ~6 m tall × 2.5 m dia (outer dimensions much larger). The 3 m³ figure represents approximate vitrified HLW canister volume, not the full storage overpack.

Radiation Physics

Physical properties of radiation types as presented in the Nuclear Safety Explorer.

ClaimValueStatusSource
Alpha particle mass ~4 amu Verified Standard nuclear physics. Helium-4 nucleus: 2 protons + 2 neutrons.
Alpha speed ~5% speed of light Verified Typical alpha energies of 4–9 MeV give velocities ~5% c. Krane, Introductory Nuclear Physics.
Alpha range in air 2–10 cm Verified IAEA Safety Glossary; Shultis & Faw, Radiation Shielding.
Alpha ionising power ~20× gamma Verified ICRP weighting factor for alpha: 20. Reflects high LET (Linear Energy Transfer).
Beta speed Up to ~99% c Verified High-energy beta particles are relativistic. Standard nuclear physics textbooks.
Beta range in air 0.1–5 m Verified Depends on energy. Shultis & Faw, Radiation Shielding.
Gamma range in air 100+ metres Verified Exponential attenuation; high-energy gammas can traverse hundreds of metres. NIST XCOM database.
Free neutron half-life ~10 minutes Verified PDG (Particle Data Group): 611 ± 1 seconds (10.2 min). Mean lifetime ~878 s (~14.6 min). "~10 min" refers to the half-life specifically.
Pair production threshold >1.022 MeV Verified 2 × electron rest mass energy (2 × 0.511 MeV). Standard quantum electrodynamics.
Boron-10 thermal neutron cross-section 3,840 barns Verified ENDF/B-VIII nuclear data library. B-10 (n,α) cross-section at 0.025 eV: 3,840 ± 11 barns.
Speed of light 3 × 10&sup8; m/s Verified NIST. Exact value: 299,792,458 m/s.
Shielding: paper stops alpha ~0.1 mm Verified Standard radiation protection textbooks. Alpha range in solid material is ~tens of micrometres.
Shielding: 3 mm aluminium stops beta 3 mm Verified Sufficient for most beta energies encountered in reactor contexts. IAEA.
Shielding: 5 cm lead attenuates gamma 5 cm Verified ~5 HVLs for Co-60 gamma (HVL ~1.2 cm in lead). Significant attenuation, not complete absorption. NIST XCOM.

Safety Concepts & Mechanisms

ConceptClaimStatusSource
Negative temperature coefficient Doppler broadening response: microseconds Verified Duderstadt & Hamilton, Nuclear Reactor Analysis. Doppler effect is prompt (neutron thermalisation timescale).
Xenon-135 Strongest known neutron absorber Verified Xe-135 thermal neutron absorption cross-section: ~2.65 × 10&sup6; barns. ENDF nuclear data library.
Xenon pit duration 24–48 hours Verified I-135 half-life: 6.6 hours; Xe-135 half-life: 9.2 hours. Xenon peak occurs ~11 hours after shutdown; burns off over ~24–48 hours. Lamarsh, Introduction to Nuclear Engineering.
UO₂ melting point ~2,865 °C Verified IAEA-TECDOC-1496. UO₂ melting point: 2,865 ± 15 °C for stoichiometric composition.
UO₂ fission product retention 95–98% Verified IAEA, Fuel Performance Under Normal Conditions. Volatile fission gases (Xe, Kr) and small amounts of I and Cs migrate; remainder retained in ceramic matrix.
TRISO temperature tolerance 1,600 °C+ Verified US DOE, TRISO Particles: The Most Robust Nuclear Fuel on Earth. SiC coating integrity demonstrated to 1,600 °C; advanced coatings to 1,800 °C.
Graphite sublimation point ~3,600 °C Verified CRC Handbook of Chemistry and Physics. Graphite sublimes at ~3,600–3,700 °C at atmospheric pressure.
PWR operating pressure ~155 bar (2,250 psi) Verified Standard PWR parameters. Todreas & Kazimi, Nuclear Systems. Westinghouse AP1000: 155.1 bar.
PWR operating temperature ~315 °C Verified Typical PWR hot leg temperature. Todreas & Kazimi, Nuclear Systems.
PWR share of global fleet ~70% Verified IAEA PRIS database. As of 2025, ~300 of ~440 operating reactors are PWRs (~68–70%).
Sodium boiling point 883 °C Verified CRC Handbook. Sodium boils at 883 °C at 1 atm.
SFR operating temperature ~500 °C Verified Typical pool-type SFR. Waltar, Todd & Tsvetkov, Fast Spectrum Reactors.
MSR salt boiling point ~1,400 °C Verified FLiBe (2LiF-BeF₂) boils at ~1,430 °C. Beneš & Konings, Comprehensive Nuclear Materials (2012).
MSR operating temperature ~650–700 °C Verified MSRE operated at ~650 °C. ORNL-4449 (1969).
Decay heat: ~7% initially, ~1% after one day 7% / 1% Verified Way-Wigner approximation; ANS-5.1 decay heat standard. ~6.5% at shutdown, ~1.5% after 1 hour, ~0.5–1% after 1 day.
Sodium thermal conductivity vs water ~100× Verified Sodium: ~80 W/(m·K); water: ~0.6 W/(m·K). Ratio ~130×. "~100×" is a conservative round figure.

Historical Accidents

Three Mile Island (March 28, 1979)

ClaimValueStatusSource
INES level 5 Verified IAEA, INES: The International Nuclear and Radiological Event Scale.
Core melt fraction ~50% Verified NRC, TMI-2 Lessons Learned Task Force. Camera inspections (1982) and defueling (1985–1990) confirmed ~45–52% core damage.
Public radiation exposure Less than a chest X-ray Verified NRC Backgrounder; Kemeny Commission Report (1979). Average dose to ~2 million people within 50 miles: ~1 millirem above background. A chest X-ray is ~3–10 millirem.
Fatalities / injuries 0 / 0 Verified NRC; Kemeny Commission. No deaths or injuries attributed to the accident. Extensive epidemiological studies found no increase in cancer rates.
Stuck-open PORV Key initiating failure Verified NRC, TMI-2 Technical Assessment. The PORV stuck open after actuation, creating a small-break LOCA.
Creation of INPO Post-TMI reform Verified INPO founded December 1979 in response to TMI. INPO: Our Story.

Chernobyl (April 26, 1986)

ClaimValueStatusSource
INES level 7 Verified IAEA INES scale.
Power surge magnitude ~30,000 MW (~100× rated) Verified INSAG-7 (IAEA, 1992); OECD-NEA, Chernobyl: Assessment of Radiological and Health Impacts. Estimated peak: ~30,000 MWt in ~4 seconds.
Reactor lid weight ~1,000 tonnes Verified The Upper Biological Shield ("Elena"): ~1,000 tonnes. INSAG-7. Some sources cite up to 2,000 t for the full upper assembly.
Graphite fire duration ~10 days Verified World Nuclear Association; UNSCEAR (2008). Fire/incandescence from April 26 to approximately May 6–10.
Minimum control rod requirement (ORM) 30 rods Verified INSAG-7; RBMK operating regulations. ORM (Operative Reactivity Margin) minimum was 30 rods. Only 6–8 effective rods remained during the test.
Positive void coefficient RBMK design flaw Verified INSAG-7 (IAEA, 1992). The RBMK had a positive void coefficient at low power — a critical design deficiency not present in Western LWR designs.
Graphite-tipped control rods (AZ-5 flaw) Caused reactivity spike on insertion Verified INSAG-7. The graphite displacer tips caused a momentary reactivity increase in the lower core before the boron absorber section reached the fuel zone.
Creation of WANO Post-Chernobyl reform Verified WANO founded May 1989. wano.info.

Fukushima Daiichi (March 11, 2011)

ClaimValueStatusSource
INES level 7 Verified IAEA INES scale. Rated Level 7 on April 12, 2011.
Earthquake magnitude 9.0 Verified USGS; JMA. Variously reported as 9.0–9.1 Mw. 9.0 is the most commonly cited figure.
Tsunami height at site ~14 metres Verified TEPCO; IAEA Mission Report (2011). Approximately 14–15.5 m at the Daiichi site.
Design basis tsunami 5.7 m Verified TEPCO, Fukushima Nuclear Accidents Investigation Report (2012). Revised from original 3.1 m design basis in 2002.
Core meltdowns: 3 units Units 1, 2, 3 Verified TEPCO; IAEA. All three operating reactors suffered fuel melting.
Unit 4 hydrogen explosion source Shared ductwork from Unit 3 Verified TEPCO investigation report. Unit 4 was defueled; hydrogen migrated via shared standby gas treatment system ductwork.
Diesel generators in basements Destroyed by flooding Verified IAEA Mission Report; NAIIC (National Diet of Japan) investigation report (2012).
Onagawa plant: safely shut down Closer to epicentre, no damage Verified Tohoku Electric Power; IAEA. Onagawa was ~75 km from the epicentre vs ~180 km for Daiichi. Higher seawall (~14.8 m) and elevated diesel generators protected the plant. Unit 2 restarted October 2024.

Advanced Reactor Experimental Demonstrations

ClaimDetailsStatusSource
MSRE freeze plug demonstration Oak Ridge National Laboratory, 1965–1969 Verified ORNL-4449; Robertson, MSRE Design and Operations Report (1965). Freeze valves were an integral part of the MSRE design and were demonstrated during operation.
EBR-II passive safety tests April 3, 1986 at Argonne National Laboratory Verified Planchon, Sackett & Golden, Nuclear Engineering and Design 101 (1987) pp. 75–90. Both loss-of-flow-without-SCRAM and loss-of-heat-sink-without-SCRAM tests resulted in safe passive shutdown.
HTR-10 walkaway test China, September 2004 Verified Wu et al., Nuclear Engineering and Design 218 (2002). Helium circulators shut off; temperature rose slowly, peaked below TRISO limits, declined passively. Zero fission product release.
AVR pebble-bed reactor Germany, 1966–1988 Verified Ziermann, Nuclear Engineering and Design 121 (1990). Reached criticality 1966, connected to grid 1967, operated until 1988.
HTR-PM commercial operation Shidao Bay, December 2023 Verified World Nuclear News, "Chinese HTR-PM demo begins commercial operation" (December 6, 2023). China Huaneng Group / CNNC.

Fusion Safety Claims

ClaimValueStatusSource
D-T fusion temperature ~150 million °C Verified Standard plasma physics. ~10 keV ion temperature ≈ ~100–150 million °C. Wesson, Tokamaks.
Fuel in plasma < 1 gram Verified ITER Organization; Freidberg, Plasma Physics and Fusion Energy. Typical tokamak plasma density: ~10²&sup0; particles/m³ in ~1,000 m³ volume = milligrams to grams.
D-T fusion neutron energy 14.1 MeV Verified Standard D-T reaction kinematics. D + T → &sup4;He (3.5 MeV) + n (14.1 MeV).
Tritium half-life 12.3 years Verified NNDC (Brookhaven National Laboratory): 12.32 ± 0.02 years.
Tritium: low-energy beta emitter Cannot penetrate skin Verified Tritium beta max energy: 18.6 keV. Range in air: ~6 mm. Cannot penetrate intact skin. NRC Health Physics guidance.
Tritium working inventory ~1–2 kg Projection ITER design: ~4 kg total tritium inventory. Commercial plants may target 1–2 kg working inventory with efficient breeding. Abdou et al., Nuclear Fusion (2021).
Plasma cools in milliseconds if confinement lost Milliseconds Verified Tokamak disruption timescales: thermal quench 1–5 ms; current quench 5–50 ms. Hender et al., Nuclear Fusion (2007).
Meltdown: physically impossible in fusion Plasma density << air Verified Tokamak plasma: ~10²&sup0; particles/m³. Air: ~10²&sup5; molecules/m³. Ratio: ~10&sup5;× less dense. No conceivable meltdown mechanism. Freidberg, Plasma Physics and Fusion Energy.
Fission core: 80–100 tonnes uranium Typical PWR Verified A 1 GWe PWR core contains ~80–100 tonnes of UO₂ fuel. Todreas & Kazimi, Nuclear Systems.
Pu-239 half-life 24,100 years Verified NNDC: 24,110 ± 30 years. "24,100" is a standard rounded figure.
Low-activation materials (RAFM, V alloys, SiC) Reduce activation to 50–100 yr decay Projection Zinkle & Snead, Annual Review of Materials Research 44 (2014) pp. 241–267. RAFM steels (e.g., EUROFER97) designed for low residual activation. Demonstrated in laboratory; not yet tested under full fusion neutron flux.

Key Sources (Bibliography)

Institutional and peer-reviewed sources referenced throughout. Ordered by category.

Singapore Government & Agencies

International Nuclear Organisations

Textbooks & Review Articles

Vendor & Industry Sources

Data Libraries