Benoît HILLOULIN
Maître de conférences
Cementitious materials, Machine learning,
Self-healing, Microstructure
UTR : MULTIX, VERDUR
Publications
Type de publication
Année
Influence of mixture parameters and material properties on the flow behavior of low-carbon self-consolidating concrete using explainable machine learning, Abdelhamid Hafidi, Benoit Hilloulin, Ilhame Harbouz, Ahmed Loukili, Ammar Yahia, Journal of Building Engineering, Vol. 119, number 115125, issue 7 (2026), doi:10.1016/j.jobe.2025.115125
Machine Learning Based Environmental Impact Prediction of Construction Products Using EPD Data, Bishwash Neupane, Benoit Hilloulin, Raphael Chenouard, Emmanuel Roziere, Product Lifecycle Management. PLM in the Age of Model-Based Engineering in Industry, Vol. 772 IFIPAICT, pp. 366-375, ISBN:[9783032096999] (2026), doi:10.1007/978-3-032-09700-2_36
Quantifying the impact of data quality on machine learning prediction: a large-scale study of construction product environmental declarations, Bishwash Neupane, Benoit Hilloulin, Raphael Chenouard, Emmanuel Roziere, International Journal of Life Cycle Assessment, Vol. 31, number 1308, issue 6 (2026), doi:10.1007/s11367-026-02676-3
Predictive Modeling of Consistency Class Using Machine Learning Techniques on Industrial Concrete Datasets, Abdelhamid Hafidi, Benoit Hilloulin, Ilhame Harbouz, Ahmed Loukili, Ammar Yahia, RILEM Youth Symposium 2025 RYS2025, Vol. 67, pp. 334-347 (2026), doi:10.1007/978-3-032-14652-6_26
Attribute-Based Modeling for Life Cycle Assessment: from Linking Components to Improvement Implications, Shoeib Abdolmaleki, Yasamin Eslami, Benoit Hilloulin, Emmanuel Rozière, Catherine da Cunha, IFAC World Congress 2026 (2026)
A Decision-Support Framework for Enhancing the Reliability and Accuracy of Life Cycle Assessment and Product Carbon Footprint, Shoeib Faraji Abdolmaleki, Bishwash Neupane, Michael Adjei Mensah, Benoit Eynard, Julien Le Duigou, Benoit Hilloulin, Emmanuel Rozière, IFAC World Congress 2026 (2026)
Environmental Product Declaration (EPD) -Artificial Intelligence (AI) integration for Product and Corporate Carbon Accounting, Bishwash Neupane, Raphael Chenouard, Benoit Hilloulin, Emmanuel Roziere, 4ème Congrès Annuel de la Société d'Automatique, de Génie Industriel et de Productique (SAGIP 2026) (2026)
Machine learning in concrete durability: challenges and pathways identified by RILEM TC 315-DCS towards enhanced predictive models, Woubishet Zewdu Taffese, Benoît Hilloulin, Yury Villagran Zaccardi, Afshin Marani, Moncef L. Nehdi, Muhammad Usman Hanif, Muralidhar Kamath, Sandra Nunes, Stefanie von Greve-Dierfeld, Antonios Kanellopoulos, Materials and Structures Materiaux Et Constructions, Vol. 58, number 1, issue 4 (2025), doi:10.1617/s11527-025-02664-3
Machine learning algorithms for supporting life cycle assessment studies: An analytical review, Bishwash Neupane, Farouk Belkadi, Marco Formentini, Emmanuel Rozière, Benoît Hilloulin, Shoeib Faraji Abdolmaleki, Michael Mensah, Sustainable Production and Consumption, Vol. 56, issue 16, pp. 37-53 (2025), doi:10.1016/j.spc.2025.03.015
Combined nanoindentation and SEM imaging for phase quantification and creep prediction of cementitious materials, Imane Bekrine, Benoit Hilloulin, Ahmed Loukili, Materials and Design, Vol. 250, number 113607 (2025), doi:10.1016/j.matdes.2025.113607
Investigation of the creep properties of blended cement pastes using combined nanoindentation and SEM imaging, Imane Bekrine, Benoit Hilloulin, Ahmed Loukili, Construction and Building Materials, Vol. 463, number 140103 (2025), doi:10.1016/j.conbuildmat.2025.140103
Methods for Defining Climate Change Mitigation Strategies at Organisational Level Review and Outlook, Nicolas Desmoitier, Jean Roman, Benoit Hilloulin, Emmanuel Rozière, Alexis Laurent, Business Strategy and the Environment, Vol. 34, number 407, issue 6223, pp. 2813-2834 (2025), doi:10.1002/bse.4130
Microstructural effect of a new combined thermal and CO2 curing protocol for low-carbon cementitious materials, Imane Bekrine, Benoit Hilloulin, Ahmed Loukili, Journal of Building Engineering, Vol. 111, number 113160 (2025), doi:10.1016/j.jobe.2025.113160
Investigation of Microstructure Development of Cement Pastes Incorporating Calcined Clay Using Coupled Statistical Nanoindentation and XRD/Rietveld Analysis, Imane Bekrine, Benoît Hilloulin, Ahmed Loukili, Calcined Clays for Sustainable Concrete, Vol. 57, pp. 307-319 (2025), doi:10.1007/978-3-031-83889-7_30
Etude multi-échelle du fluage des liants cimentaires bas carbone par indentation instrumentée, Imane Bekrine, Benoit Hilloulin, Ahmed Loukili, 23e Journées Scientifiques du (RF)²B 2025 (2025)
Machine learning-aided prediction of shrinkage in modern concrete: Focus on mix proportions and SCMs, Benoît Hilloulin, Rejoice Ummunakwe, Journal of Building Engineering, Vol. 98, number 111410 (2024), doi:10.1016/j.jobe.2024.111410
Experimental Investigation on the Effects of Mineral Water Composition on the Leaching of Cement-Based Materials, Alienor Pouyanne, Sonia Boudache, Benoît Hilloulin, Ahmed Loukili, Emmanuel Roziere, Materials, Vol. 17, number 1548, issue 7 (2024), doi:10.3390/ma17071548
Multiscale Mechanical Investigation of Ternary Binders Incorporating Calcined Clay and Slag, Imane Bekrine, Benoît Hilloulin, Ahmed Loukili, American Concrete Institute ACI Special Publication, Vol. SP-362, pp. 49-63, ISBN:[9781641952507] (2024), doi:10.14359/51740874
Machine Learning Models for Predicting Rheological Properties of Self-Consolidating Concrete (SCC), Abdelhamid Hafidi, Ilhame Harbouz, Benoit Hilloulin, Ahmed Loukili, Ammar Yahia, American Concrete Institute ACI Special Publication, Vol. SP-362, pp. 249-267, ISBN:[9781641952507] (2024), doi:10.14359/51740887
Interpretable machine learning model for autogenous shrinkage prediction of low-carbon cementitious materials, Benoît Hilloulin, Van Quan Tran, Construction and Building Materials, Vol. 396, number 132343, issue 2 (2023), doi:10.1016/j.conbuildmat.2023.132343
Interpretable ensemble machine learning for the prediction of the expansion of cementitious materials under external sulfate attack, Benoît Hilloulin, Abdelhamid Hafidi, Sonia Boudache, Ahmed Loukili, Journal of Building Engineering, Vol. 80, number 107951 (2023), doi:10.1016/j.jobe.2023.107951
Imaging concrete cracks using Nonlinear Coda Wave Interferometry (INCWI), Shilin Qu, Benoît Hilloulin, Jacqueline Saliba, Mehdi Sbartaï, Odile Abraham, Vincent Tournat, Construction and Building Materials, Vol. 391, number 131772, issue 5 (2023), doi:10.1016/j.conbuildmat.2023.131772
Multiscale investigation of cement pastes with low and high-grade calcined clays and slag at early and advanced ages, I. Bekrine, B. Hilloulin, A. Loukili, Journal of Building Engineering, Vol. 78, number 107570 (2023), doi:10.1016/j.jobe.2023.107570
Towards quantifying the effect of pump wave amplitude on cracks in the Nonlinear Coda Wave Interferometry method, Shilin Qu, Benoît Hilloulin, Olivier Chupin, Jean Michel Piau, Odile Abraham, Vincent Tournat, Ultrasonics, Vol. 132, number 106991, issue 2 (2023), doi:10.1016/j.ultras.2023.106991
Micromechanical Properties Assessment of Slag Blended Cements Using Nanoindentation and Scanning Electron Microscopy, Imane Bekrine, Benoît Hilloulin, Ahmed Loukili, International RILEM Conference on Synergising Expertise towards Sustainability and Robustness of Cement-based Materials and Concrete Structures, Vol. 44, pp. 88-98 (2023), doi:10.1007/978-3-031-33187-9_9
Creep analysis of cementitious materials in seawater using a poro-chemo-mechanical model, Marinelle El-Khoury, Frédéric Grondin, Benoît Hilloulin, Emmanuel Rozière, Rachid Cortas, Fadi Hage Chehade, Marine Structures, Vol. 90, number 103431 (2023), doi:10.1016/j.marstruc.2023.103431
Comparison of Machine Learning Algorithms for the Prediction of the External Sulphate Attack Resistance of Blended Cements, Abdelhamid Hafidi, Benoit Hilloulin, Sonia Boudache, Umunnakwe Rejoice, Ahmed Loukili, International RILEM Conference on Synergising Expertise towards Sustainability and Robustness of Cement-based Materials and Concrete Structures, Vol. 44, pp. 725-735 (2023), doi:10.1007/978-3-031-33187-9_67
Coupled effects of simultaneous autogenous self-healing and sustained flexural loading in cementitious materials, Benoît Hilloulin, Carol Youssef Namnoum, Frédéric Grondin, Ahmed Loukili, Journal of Building Engineering, Vol. 79, number 107895 (2023), doi:10.1016/j.jobe.2023.107895
Simulating the Hydration Process of Low Water to Cement (w/c) Ternary Pastes Incorporating Superabsorbent Polymers (SAP), Judy Kheir, Benoît Hilloulin, Ahmed Loukili, Nele De Belie, Proceedings of the 75th RILEM Annual Week 2021, Vol. 40, pp. 100-107 (2023), doi:10.1007/978-3-031-21735-7_13
Modélisation de l’étalement des bétons autoplaçants par apprentissage automatique, Abdelhamid Hafidi, Benoit Hilloulin, Ilhame Harbouz, Louise Lemesre, Ahmed Loukili, Journées thématiques AUGC - Intelligence Artificielle / Journée IA 2023, Academic Journal of Civil Engineering (2023), doi:10.26168/ajce.41.2.7
Special Issue n°41, Proceeding of the 8th conference Diagnobéton 2023 - Nantes, France, Géraldine Villain, Mehdi Sbartaï, Eric Gennesseaux, Pierric Mora, Benoit Hilloulin, Academic Journal of Civil Engineering (2023)
Using machine learning techniques for predicting autogenous shrinkage of concrete incorporating superabsorbent polymers and supplementary cementitious materials, Benoît Hilloulin, Van Quan Tran, Journal of Building Engineering, Vol. 49, number 104086 (2022), doi:10.1016/j.jobe.2022.104086
Modular deep learning segmentation algorithm for concrete microscopic images, Benoit Hilloulin, Imane Bekrine, Emmanuel Schmitt, Ahmed Loukili, Construction and Building Materials, Vol. 349, number 128736, issue 7 (2022), doi:10.1016/j.conbuildmat.2022.128736
ε–greedy automated indentation of cementitious materials for phase mechanical properties determination, B. Hilloulin, M. Lagrange, M. Duvillard, G. Garioud, Cement and Concrete Composites, Vol. 129, number 104465 (2022), doi:10.1016/j.cemconcomp.2022.104465
Open-source deep learning-based air-void detection algorithm for concrete microscopic images, B. Hilloulin, I. Bekrine, E. Schmitt, A. Loukili, Journal of Microscopy, Vol. 286, issue 2, pp. 179-184 (2022), doi:10.1111/jmi.13098
Quantification of the effect of pump wave amplitude on crack breathing for the Nonlinear Coda Wave Interferometry, Shilin Qu, Benoît Hilloulin, Olivier Chupin, Jean Michel Piau, Odile Abraham, Vincent Tournat, e-Journal of Nondestructive Testing, Vol. 27, issue 9 (2022), doi:10.58286/27238
Early age autogenous shrinkage cracking risk of an ultra-high performance concrete (UHPC) wall: Modelling and experimental results, J. Kheir, A. Klausen, T. A. Hammer, L. De Meyst, B. Hilloulin, K. Van Tittelboom, A. Loukili, N. De Belie, Engineering Fracture Mechanics, Vol. 257, number 108024, issue 1 (2021), doi:10.1016/j.engfracmech.2021.108024
Determination of the origin of the strength regain after self-healing of binary and ternary cementitious materials including slag and metakaolin, Carol Youssef Namnoum, Benoit Hilloulin, Frédéric Grondin, Ahmed Loukili, Journal of Building Engineering, Vol. 41, number 102739, issue 6 (2021), doi:10.1016/j.jobe.2021.102739
Open-source carbon footprint estimator: Development and university declination, Clément Auger, Benoit Hilloulin, Benjamin Boisserie, Maël Thomas, Quentin Guignard, Emmanuel Rozière, Sustainability Switzerland, Vol. 13, number 4315, issue 8 (2021), doi:10.3390/su13084315
Chemical shrinkage of low water to cement (W/c) ratio cem i and cem iii cement pastes incorporating silica fume and filler, Judy Kheir, Benoît Hilloulin, Ahmed Loukili, Nele De Belie, Materials, Vol. 14, number 1164, issue 5, pp. 1-13 (2021), doi:10.3390/ma14051164
Impact of Super Absorbent Polymers on Early Age Behavior of High Performance Concrete Walls, J. Kheir, L. De Meyst, J. R. Tenòrio Filho, T. A. Hammer, A. Klausen, B. Hilloulin, A. Loukili, N. De Belie, Proceedings of the 3rd RILEM Spring Convention and Conference (RSCC 2020), Vol. 33, pp. 49-58 (2021), doi:10.1007/978-3-030-76551-4_5
EFFECT OF MINERAL ADDITIONS ON THE SELF-HEALING ABILITY OF CEMENTITIOUS MATERIALS, Carol Namnoum, Benoît Hilloulin, Maxime Robira, Frédéric Grondin, Ahmed Loukili, American Concrete Institute ACI Special Publication, Vol. SP-349, pp. 1-14, ISBN:[9781641951395] (2021)
Effect of temperature on the chloride binding capacity of cementitious materials, Van Quan Tran, Hoang Long Nguyen, Dong Van Dao, Benoit Hilloulin, Long Khanh Nguyen, Quang Hung Nguyen, Tien Thinh Le, Hai Bang Ly, Magazine of Concrete Research, Vol. 73, issue 15, pp. 771-784 (2021), doi:10.1680/jmacr.19.00484
Self-healing potential and phase evolution characterization of ternary cement blends, Mojtaba Mohammadi, Carol Youssef-Namnoum, Maxime Robira, Benoit Hilloulin, Materials, Vol. 13, number 2543, issue 11 (2020), doi:10.3390/ma13112543
Investigation of the effect of γ irradiations on the mechanical and physico-chemical properties of cementitious materials: from the nanoscale to mortars’scale, Maxime Robira, Benoît Hilloulin, Ahmed Loukili, Gildas Potin, Xavier Bourbon, Abdessalam Abdelouas, CIGOS 2019, Innovation for Sustainable Infrastructure, Vol. 54, pp. 639-644 (2020), doi:10.1007/978-981-15-0802-8_101
Multi-scale investigation of the effect of γ irradiations on the mechanical properties of cementitious materials, Maxime Robira, Benoit Hilloulin, Ahmed Loukili, Gildas Potin, X. Bourbon, A. Abdelouas, Construction and Building Materials, Vol. 186, pp. 484-494 (2018), doi:10.1016/j.conbuildmat.2018.07.038
Coupling statistical indentation and microscopy to evaluate micromechanical properties of materials: Application to viscoelastic behavior of irradiated mortars, Benoit Hilloulin, Maxime Robira, Ahmed Loukili, Cement and Concrete Composites, Vol. 94, issue 5, pp. 153-165 (2018), doi:10.1016/j.cemconcomp.2018.09.008