Neutronic design of a novel small modular reactor based on the dual-cooled accident tolerant fuels using systematic methodology: Fuel assembly and core pattern evaluation via artificial neural network

• This study presents the design and optimization of a Small Modular Reactor utilizing Dual-Cooled Accident Tolerant Fuel. • A systematic approach was employed, beginning with the optimization of fuel assembly design. • Neutronic simulations were performed to evaluate power distribution, burnup characteristics, and temperature coefficients . • The results demonstrate that the proposed DC-ATF SMR exhibits favorable safety margins. • Burnup calculations indicate a first core cycle length exceeding 1800 effective full power days. This study investigates the design of a novel Small Modular Reactor (SMR) concept utilizing Dual-Cooled Accident Tolerant Fuel (DC-ATF). The DC-ATF incorporates U 3 Si 2 fuel pellets clad in FeCrAl, enhancing safety and accident tolerance. A systematic approach was employed, beginning with the evaluation of 4000 unique fuel assembly configurations varying the number and arrangement of Integrated Burnable Absorbers (IBAs). Fifty configurations in each category were rigorously simulated using the MCNP code, and the results were used to train Artificial Neural Networks (ANNs) to predict the performance of the remaining assemblies. This approach facilitated the identification of suitable fuel assembly designs for each IBA category. Subsequently, these assemblies were integrated into 55 distinct reactor core configurations, varying the distribution of IBA-containing assemblies within a 37-assembly core arranged in a square lattice. Neutronic simulations were performed to evaluate core criticality, power distribution, burnup characteristics, and temperature coefficients. The results demonstrate that the proposed DC-ATF SMR exhibits favorable safety margins, including negative temperature coefficients (−2 pcm/K for fuel and −33.89 pcm/K for coolant) and acceptable power peaking factors (1.58 at beginning of the cycle). Burnup calculations indicate a first core cycle length exceeding 1800 effective full power days (EFPD), a significant increase compared to conventional UO 2 -fueled SMRs of similar size and output power, which typically achieve around 730–1330 EFPD. This improvement is primarily attributed to the higher uranium density of U 3 Si 2 fuel, enabling increased fissile material loading.

Authors

Institutions

Publication Details

Journal
Nuclear Engineering and Design
Published
2025-04-14
DOI
https://doi.org/10.1016/j.nucengdes.2025.114057
Citations
1
Primary Topic
Nuclear Materials and Properties
Type
article
Field-Weighted Citation Impact
0.52
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Neutronic design of a novel small modular reactor based on the dual-cooled accident tolerant fuels using systematic methodology: Fuel assembly and core pattern evaluation via artificial neural network

H. Zayermohammadi Rishehri, M. Zaidabadi nejad, G.R. Ansarifar
1 citations
Nuclear Engineering and Design
Nuclear Materials and Properties
0.52
article

Neutronic design of a novel small modular reactor based on the dual-cooled accident tolerant fuels using systematic methodology: Fuel assembly and core pattern evaluation via artificial neural network

H. Zayermohammadi Rishehri, M. Zaidabadi nejad, G.R. Ansarifar
article en
1 citations

Abstract

• This study presents the design and optimization of a Small Modular Reactor utilizing Dual-Cooled Accident Tolerant Fuel. • A systematic approach was employed, beginning with the optimization of fuel assembly design. • Neutronic simulations were performed to evaluate power distribution, burnup characteristics, and temperature coefficients . • The results demonstrate that the proposed DC-ATF SMR exhibits favorable safety margins. • Burnup calculations indicate a first core cycle length exceeding 1800 effective full power days. This study investigates the design of a novel Small Modular Reactor (SMR) concept utilizing Dual-Cooled Accident Tolerant Fuel (DC-ATF). The DC-ATF incorporates U 3 Si 2 fuel pellets clad in FeCrAl, enhancing safety and accident tolerance. A systematic approach was employed, beginning with the evaluation of 4000 unique fuel assembly configurations varying the number and arrangement of Integrated Burnable Absorbers (IBAs). Fifty configurations in each category were rigorously simulated using the MCNP code, and the results were used to train Artificial Neural Networks (ANNs) to predict the performance of the remaining assemblies. This approach facilitated the identification of suitable fuel assembly designs for each IBA category. Subsequently, these assemblies were integrated into 55 distinct reactor core configurations, varying the distribution of IBA-containing assemblies within a 37-assembly core arranged in a square lattice. Neutronic simulations were performed to evaluate core criticality, power distribution, burnup characteristics, and temperature coefficients. The results demonstrate that the proposed DC-ATF SMR exhibits favorable safety margins, including negative temperature coefficients (−2 pcm/K for fuel and −33.89 pcm/K for coolant) and acceptable power peaking factors (1.58 at beginning of the cycle). Burnup calculations indicate a first core cycle length exceeding 1800 effective full power days (EFPD), a significant increase compared to conventional UO 2 -fueled SMRs of similar size and output power, which typically achieve around 730–1330 EFPD. This improvement is primarily attributed to the higher uranium density of U 3 Si 2 fuel, enabling increased fissile material loading.

Nuclear Engineering and DesignVol. 438
Graduate University of Advanced Technology (IR), University of Isfahan (IR)
Affordable and clean energy
Openalex Percentile: Top 40%
Nuclear Materials and Properties
0.52
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.