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Hire Dr. Abderrachid H.

United States

USD 85 /hr

AI & Machine Learning Expert for Engineering R&D | Physics-Informed & Data-Driven Modeling

Profile Summary

I am a PhD-trained AI and Machine Learning expert with extensive experience applying data-driven and physics-informed modeling to complex engineering and scientific problems. My work focuses on developing predictive models, surrogate simulations, and optimization frameworks for manufacturing processes, materials behavior, robotics, biomedical and energy systems. I have led and contributed to interdisciplinary research projects across academia and industry, resulting in peer-reviewed journal publications and patented technologies. My expertise includes machine learning for physical systems, simulation acceleration, inverse analysis, process optimization, and uncertainty-aware modeling. I work closely with research teams, startups, and engineering organizations to translate data into actionable insights, accelerate R&D cycles, and support high-impact scientific and industrial innovation. I value clear communication, rigorous methodology, and practical, results-driven AI solutions.

Subject Matter Expertise

• ☆ Engineering Physics
• ☆ Automotive Engineering
• ☆ Computer-Aided Engineering
• ☆ Engineering Thermodynamics/Thermophysical Engineering
• ☆ Systems Engineering
• ☆ Fluid Mechanics
• ☆ Industrial Engineering
• ☆ Manufacturing
• ☆ Industrial Robotic Integration
• ☆ Continuous Process Manufacturing
• ☆ Manufacturing Optimization
• ☆ Process Control
• ☆ Data Analysis
• ☆ Image Processing
• ☆ Computer Simulation/Computational Modeling
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Machine Learning
• ☆ Natural Language Processing
• ☆ Artificial Intelligence
• ☆ Deep Learning
• ☆ Computer Vision
• ☆ Applied Mechanics
• ☆ Computational Physics
• ☆ Applied Mathematics
• ☆ Mathematical Optimization
• ☆ Computational Sciences
• ☆ Mathematical Physics
• ☆ Differential Equations
• ☆ Computational Mathematics
• ☆ Stochastic Processes
• ☆ Industrial Design

Services

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Technical Writing, General Proofreading & Editing, Translation

Research Scientific and Technical Research, Systematic Literature Review

Consulting Scientific and Technical Consulting, Manufacturing Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization

Product Development Manufacturing, Concept Development, Prototyping

Work Experience

Assistant professor

Florida International University

- Present

Post-doc researcher

Université McGill

September 2018 - July 2020

Lecturer, assistant professor

Université M'Hamed Bougara Boumerdès

November 2011 - September 2018

Education

Post-doc formation

Université McGill

September 2018 - Present

PhD (Mechanical engineering)

Arts et Métiers ParisTech

January 2012 - October 2016

Certifications

• CITI Conflicts of Interest

  CITI Program

  https://www.citiprogram.org/verify/?w4f1a2814-56cc-4038-ae33-81b1501a8a0c-49939296

  June 2023 - Present

Publications

JOURNAL ARTICLE

Abderrachid Hamrani, Amin Allouhi, Fatma Bouarab, Krish Jayachandran (2025). AI and Robotics in Agriculture: A Systematic and Quantitative Review of Research Trends (2015–2025) . Crops.

Abderrachid Hamrani, Amin Allouhi, Fatma Zohra Bouarab, Krish Jayachandran (2025). AI and Robotics in Agriculture: A Systematic and Quantitative Review of Research Trends (2015–2025) . Crops.

Abderrachid Hamrani, Anuradha Godavarty (2025). Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging . Bioengineering.

Abderrachid Hamrani, Anuradha Godavarty (2025). Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging . Bioengineering.

Abderrachid Hamrani, Vishal V. Persaud, Medeba Uzzi, Norman D.H. Munroe (2025). Machine learning-guided optimization of nickel-based catalysts for enhanced biohydrogen production through catalytic pyrolysis of biomass . International Journal of Hydrogen Energy.

Abderrachid Hamrani, Md Munim Rayhan, Fuad Hasan, Tyler Dolmetsch, Arvind Agarwal, Dwayne McDaniel (2025). Dynamic Dwell Time Adjustment in Wire Arc-Directed Energy Deposition: A Thermal Feedback Control Approach . Journal of Manufacturing and Materials Processing.

Abderrachid Hamrani, Md Munim Rayhan, Fuad Hasan, Tyler Dolmetsch, Arvind Agarwal, Dwayne McDaniel (2025). Dynamic Dwell Time Adjustment in Wire Arc-Directed Energy Deposition: A Thermal Feedback Control Approach . Journal of Manufacturing and Materials Processing.

Abderrachid Hamrani, Md Munim Rayhan, Md Sharif Ahmed Sarker, Arvind Agarwal, Dwayne McDaniel (2025). A Physics-Guided Parameter Estimation Framework for Cold Spray Additive Manufacturing Simulation . Coatings.

Abderrachid Hamrani, Md Munim Rayhan, Md Sharif Ahmed Sarker, Arvind Agarwal, Dwayne McDaniel (2025). A Physics-Guided Parameter Estimation Framework for Cold Spray Additive Manufacturing Simulation . Coatings.

Abderrachid Hamrani, Md Munim Rayhan, Telusma Mackenson, Dwayne McDaniel, Leonel Lagos (2025). Smart quadruped robotics: a systematic review of design, control, sensing and perception . Advanced Robotics.

Hamrani, Abderrachid, Medarametla, Aditya, John, Denny, Agarwal, Arvind (2025). Machine-Learning-Driven Optimization of Cold Spray Process Parameters: Robust Inverse Analysis for Higher Deposition Efficiency . Coatings.

Abderrachid Hamrani, Aditya Medarametla, Denny John, Arvind Agarwal (2024). Machine-Learning-Driven Optimization of Cold Spray Process Parameters: Robust Inverse Analysis for Higher Deposition Efficiency . Coatings.

Abderrachid Hamrani, Daniela Leizaola, Nikhil Kumar Reddy Vedere, Robert S. Kirsner, Kacie Kaile, Alexander Lee Trinidad, Anuradha Godavarty (2024). AI Dermatochroma Analytica (AIDA): Smart Technology for Robust Skin Color Classification and Segmentation . Cosmetics.

Abderrachid Hamrani, Daniela Leizaola, Nikhil Kumar Reddy Vedere, Robert S. Kirsner, Kacie Kaile, Alexander Lee Trinidad, Anuradha Godavarty (2024). AI Dermatochroma Analytica (AIDA): Smart Technology for Robust Skin Color Classification and Segmentation . Cosmetics.

Abderrachid Hamrani, Aditya Medarametla, Denny John, Arvind Agarwal (2024). Machine-Learning-Driven Optimization of Cold Spray Process Parameters: Robust Inverse Analysis for Higher Deposition Efficiency . Coatings.

Abderrachid Hamrani, Fuad Hasan, Md Munim Rayhan, Tyler Dolmetsch, Dwayne McDaniel, Arvind Agarwal (2024). Precision Calibration in Wire-Arc-Directed Energy Deposition Simulations Using a Machine-Learning-Based Multi-Fidelity Model . Journal of Manufacturing and Materials Processing.

Abderrachid Hamrani, Fuad Hasan, Md Munim Rayhan, Tyler Dolmetsch, Dwayne McDaniel, Arvind Agarwal (2024). Precision Calibration in Wire-Arc-Directed Energy Deposition Simulations Using a Machine-Learning-Based Multi-Fidelity Model . Journal of Manufacturing and Materials Processing.

Abderrachid Hamrani, Arvind Agarwal, Amine Allouhi, Dwayne McDaniel (2024). Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review . Journal of Intelligent Manufacturing.

Abderrachid Hamrani, Beichao Hu, Zeda Yin, Arturo Leon, Dwayne McDaniel (2024). Super-resolution-assisted rapid high-fidelity CFD modeling of data centers . Building and Environment.

Hu, B., Yin, Z., Hamrani, A., Leon, A., McDaniel, D.(2024). Super-resolution-assisted rapid high-fidelity CFD modeling of data centers . Building and Environment. 247.

Hamrani, Abderrachid, Agarwal, Arvind, Allouhi, Amine, McDaniel, Dwayne (2024). Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review . Journal of Intelligent Manufacturing.

Hamrani, Abderrachid, Hu, Beichao, Yin, Zeda, Leon, Arturo, McDaniel, Dwayne (2024). Super-resolution-assisted rapid high-fidelity CFD modeling of data centers . Building and Environment.

Hamrani, Abderrachid, Hasan, Fuad, Rayhan, Md Munim, Dolmetsch, Tyler, McDaniel, Dwayne, Agarwal, Arvind (2024). Precision Calibration in Wire-Arc-Directed Energy Deposition Simulations Using a Machine-Learning-Based Multi-Fidelity Model . Journal of Manufacturing and Materials Processing.

Hamrani, Abderrachid, Leizaola, Daniela, Vedere, Nikhil Kumar Reddy, Kirsner, Robert S., Kaile, Kacie, Trinidad, Alexander Lee, Godavarty, Anuradha (2024). AI Dermatochroma Analytica (AIDA): Smart Technology for Robust Skin Color Classification and Segmentation . Cosmetics.

Hamrani, Abderrachid, Rayhan, Md Munim, Mackenson, Telusma, McDaniel, Dwayne, Lagos, Leonel (2024). Smart quadruped robotics: a systematic review of design, control, sensing and perception . Advanced Robotics.

Abderrachid Hamrani, Fatma Zohra Bouarab, Arvind Agarwal, Kang Ju, Hamid Akbarzadeh (2023). Advancements and applications of multiple wire processes in additive manufacturing: a comprehensive systematic review . Virtual and Physical Prototyping.

Abderrachid Hamrani, Abdolhamid Akbarzadeh, Chandra A. Madramootoo, Fatma Zohra Bouarab (2023). Machine Learning Surrogate Modeling for Meshless Methods: Leveraging Universal Approximation . International Journal of Computational Methods.

Hamrani, A., Agarwal, A., Allouhi, A., McDaniel, D.(2023). Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review . Journal of Intelligent Manufacturing.

Hamrani, Abderrachid, Bouarab, Fatma Zohra, Agarwal, Arvind, Ju, Kang, Akbarzadeh, Hamid (2023). Advancements and applications of multiple wire processes in additive manufacturing: a comprehensive systematic review . Virtual and Physical Prototyping.

Hamrani, A., Bouarab, F.Z., Agarwal, A., Ju, K., Akbarzadeh, H.(2023). Advancements and applications of multiple wire processes in additive manufacturing: a comprehensive systematic review . Virtual and Physical Prototyping. 18. (1).

Hamrani, A., Akbarzadeh, A., Madramootoo, C.A., Bouarab, F.Z.(2023). Machine Learning Surrogate Modeling for Meshless Methods: Leveraging Universal Approximation . International Journal of Computational Methods. 20. (8).

Hamrani, Abderrachid (2023). UNLEASHING THE POTENTIAL of Welding in Additive Manufacturing by Embracing Al . Welding Journal.

Abderrachid Hamrani, Geneviève Grenon, Chandra A. Madramootoo, Bhesram Singh, Christian von Sperber (2022). Neural network model predictions for phosphorus management strategies on tile-drained organic soils . Hydrology Research.

Hamrani, Abderrachid, Grenon, Genevieve, Madramootoo, Chandra A., Singh, Bhesram, von Sperber, Christian (2022). Neural network model predictions for phosphorus management strategies on tile-drained organic soils . Hydrology Research.

Grenon, G., Hamrani, A., Madramootoo, C.A., Singh, B., von Sperber, C.(2022). Neural network model predictions for phosphorus management strategies on tile-drained organic soils . Hydrology Research. 53. (6). p. 825-839.

Allouhi, H., Allouhi, A., Almohammadi, K. M., Hamrani, A., Jamil, A. (2022). Hybrid renewable energy system for sustainable residential buildings based on Solar Dish Stirling and wind Turbine with hydrogen production . Energy Conversion and Management.

Hamrani, Abderrachid, Grenon, Genevieve, De Sena, Aidan, Madramootoo, Chandra A., von Sperber, Christian (2022). Linking soil phosphorus pools to drainage water quality in intensively cropped organic soils . Agricultural Water Management.

Allouhi, H., Allouhi, A., Almohammadi, K.M., Hamrani, A., Jamil, A.(2022). Hybrid renewable energy system for sustainable residential buildings based on Solar Dish Stirling and wind Turbine with hydrogen production . Energy Conversion and Management. 270.

Grenon, G., De Sena, A., Madramootoo, C.A., von Sperber, C., Hamrani, A.(2022). Linking soil phosphorus pools to drainage water quality in intensively cropped organic soils . Agricultural Water Management. 272.

Hamrani, Abderrachid, Bianco, Giuseppe, Paul, Tanaji, Nisar, Ambreen, Boesl, Benjamin, Agarwal, Arvind (2022). Nanoindentation mapping defects filtration for heterogeneous materials using generative adversarial networks . Materials Characterization.

Bianco, G., Paul, T., Nisar, A., Hamrani, A., Boesl, B., Agarwal, A.(2022). Nanoindentation mapping defects filtration for heterogeneous materials using generative adversarial networks . Materials Characterization. 191.

Bianco, G., Paul, T., Nisar, A., Hamrani, A., Boesl, B., Agarwal, A.(2022). Nanoindentation mapping defects filtration for heterogeneous materials using generative adversarial networks . Materials Characterization. 191.

Mana, A. A., Allouhi, A., Hamrani, A., Jamil, A., Ouazzani, K., Barrahmoune, A., Daffa, D. (2022). Survey Review on Artificial Intelligence and Embedded Systems for Agriculture Safety: A proposed IoT Agro-meteorology System for Local Farmers in Morocco . Smart Embedded Systems and Applications.

Hamrani, Abderrachid, Akbarzadeh, Abdolhamid, Madramootoo, Chandra A., Bouarab, Fatma Zohra (2022). Machine Learning Surrogate Modeling for Meshless Methods: Leveraging Universal Approximation . International Journal of Computational Methods.

Abderrachid Hamrani, Naeem A. Abbasi, Chandra A. Madramootoo, Tiequan Zhang, Chin S. Tan, Manish K. Goyal (2021). Modelling carbon dioxide emissions under a maize-soy rotation using machine learning . Biosystems Engineering.

Abderrachid Hamrani, Amine Allouhi, Noureddine Choab, Said Saadeddine (2021). Machine learning algorithms to assess the thermal behavior of a Moroccan agriculture greenhouse . Cleaner Engineering and Technology.

Hamrani, Abderrachid, Allouhi, Amine, Choab, Noureddine, Saadeddine, Said (2021). Machine learning algorithms to assess the thermal behavior of a Moroccan agriculture greenhouse . Cleaner Engineering and Technology.

Allouhi, A., Choab, N., Hamrani, A., Saadeddine, S.(2021). Machine learning algorithms to assess the thermal behavior of a Moroccan agriculture greenhouse . Cleaner Engineering and Technology. 5.

Hamrani, Abderrachid, Abbasi, Naeem A., Madramootoo, Chandra A., Zhang, Tiequan, Tan, Chin S., Goyal, Manish K. (2021). Modelling carbon dioxide emissions under a maize-soy rotation using machine learning . Biosystems Engineering.

Abbasi, N.A., Hamrani, A., Madramootoo, C.A., Zhang, T., Tan, C.S., Goyal, M.K.(2021). Modelling carbon dioxide emissions under a maize-soy rotation using machine learning . Biosystems Engineering. 212. p. 1-18.

B. Manser, I. Belaidi, A. Hamrani, S. Khelladi, F. Bakir (2020). Texture shape effects on hydrodynamic journal bearing performances using mass-conserving numerical approach . Tribology - Materials, Surfaces & Interfaces.

Manser, B., Belaidi, I, Hamrani, A., Khelladi, S., Bakir, F. (2020). Texture shape effects on hydrodynamic journal bearing performances using mass-conserving numerical approach . Tribology - Materials, Surfaces & Interfaces.

Manser, B., Belaidi, I., Hamrani, A., Khelladi, S., Bakir, F.(2020). Texture shape effects on hydrodynamic journal bearing performances using mass-conserving numerical approach . Tribology - Materials, Surfaces and Interfaces. 14. (1). p. 33-50.

Hamrani, Abderrachid, Akbarzadeh, Abdolhamid, Madramootoo, Chandra A. (2020). Machine learning for predicting greenhouse gas emissions from agricultural soils . Science of the Total Environment.

Hamrani, A., Akbarzadeh, A., Madramootoo, C.A.(2020). Machine learning for predicting greenhouse gas emissions from agricultural soils . Science of the Total Environment. 741.

(2019). Texture shape effects on hydrodynamic journal bearing performances using mass-conserving numerical approach . Tribology - Materials, Surfaces & Interfaces.

(2019). A Predictive Model of the Optimal Tool Edge Geometry for Veneer Cutting Processes . Machining Science and Technology.

Hamrani, Abderrachid, Bouarab, Fatma Zohra, Aknouche, Abdelhamid H. (2019). A Predictive Model of the Optimal Tool Edge Geometry for Veneer Cutting Processes . Machining Science and Technology.

Bouarab, F.Z., Aknouche, A.H., Hamrani, A.(2019). A Predictive Model of the Optimal Tool Edge Geometry for Veneer Cutting Processes . Machining Science and Technology. 23. (5). p. 758-778.

Hamrani, Abderrachid, Chikh, Mohamed Abdessamed Ait, Belaidi, Idir, Khelladi, Sofiane, Bakir, Farid (2019). Coupling of inverse method and cuckoo search algorithm for multiobjective optimization design of an axial flow pump . Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy.

Chikh, M.A.A., Belaidi, I., Khelladi, S., Hamrani, A., Bakir, F.(2019). Coupling of inverse method and cuckoo search algorithm for multiobjective optimization design of an axial flow pump . Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy.

Hamrani, Abderrachid, Manser, Belkacem, Belaidi, Idir, Khelladi, Sofiane, Bakir, Farid (2019). Performance of hydrodynamic journal bearing under the combined influence of textured surface and journal misalignment: A numerical survey . Comptes Rendus - Mecanique.

Manser, B., Belaidi, I., Hamrani, A., Khelladi, S., Bakir, F.(2019). Performance of hydrodynamic journal bearing under the combined influence of textured surface and journal misalignment: A numerical survey . Comptes Rendus - Mecanique. 347. (2). p. 141-165.

Merah, A., Mokhtari, F., Kelaiaia, R., Lalaoua, A., Baghli, H., Hamrani, A., Chaieb, Z. (2018). EFFECT OF THE HALF END-WALL ON VELOCITY AND TAYLOR VORTICES FLOW . Proceedings of the Conference Topical Problems of Fluid Mechanics.

Merah, A., Mokhtari, F., Klaiaia, R., Hamrani, A., Lalaoua, A. (2017). A NUMERICAL INVESTIGATION OF THE FLOW PATTERN BETWEEN FINITE-LENGTH CONICAL CYLINDERS . Proceedings of the Conference Topical Problems of Fluid Mechanics.

Hamrani, Abderrachid, Habib, Sadam Houcine, Belaidi, Idir (2017). CS-IGA: A new cell-based smoothed isogeometric analysis for 2D computational mechanics problems . Computer Methods in Applied Mechanics and Engineering.

Hamrani, A., Habib, S.H., Belaidi, I.(2017). CS-IGA: A new cell-based smoothed isogeometric analysis for 2D computational mechanics problems . Computer Methods in Applied Mechanics and Engineering. 315. p. 671-690.

Hamrani, Abderrachid, Khatir, Samir, Belaidi, Idir, Khatir, Tawfiq, Zhou, Yun-Lai, Wahab, Magd Abdel (2017). MULTIPLE DAMAGE DETECTION IN COMPOSITE BEAMS USING PARTICLE SWARM OPTIMIZATION AND GENETIC ALGORITHM . Mechanika.

Khatir, S., Belaidi, I., Khatir, T., Hamrani, A., Zhou, Y.-L., Wahab, M.A.(2017). Multiple damage detection in unidirectional graphite-epoxy composite beams using particle swarm optimization and genetic algorithm . Mechanika. 23. (4). p. 514-521.

(2017). On the Factors Affecting the Accuracy and Robustness of Smoothed-Radial Point Interpolation Method . Advances in Applied Mathematics and Mechanics.

Hamrani, A., Belaidi, I., Monteiro, E., Lorong, P.(2017). On the factors affecting the accuracy and robustness of smoothed-Radial Point Interpolation Method . Advances in Applied Mathematics and Mechanics. 9. (1). p. 43-72.

Hamrani, Abderrachid, Cherabi, Bilal, Belaidi, Idir, Khelladi, Sofiane, Bakir, Farid (2016). An efficient reduced-order method with PGD for solving journal bearing hydrodynamic lubrication problems . Comptes Rendus - Mecanique.

Cherabi, B., Hamrani, A., Belaidi, I., Khelladi, S., Bakir, F.(2016). An efficient reduced-order method with PGD for solving journal bearing hydrodynamic lubrication problems . Comptes Rendus - Mecanique. 344. (10). p. 689-714.

Hamrani, Abderrachid, Benaissa, Brahim, Hocine, Nourredine Ait, Belaidi, Idir, Pettarin, Valeria (2016). Crack identification using model reduction based on proper orthogonal decomposition coupled with radial basis functions . Structural and Multidisciplinary Optimization.

Benaissa, B., Aït Hocine, N., Belaidi, I., Hamrani, A., Pettarin, V.(2016). Crack identification using model reduction based on proper orthogonal decomposition coupled with radial basis functions . Structural and Multidisciplinary Optimization. 54. (2). p. 265-274.

OTHER

Hu, B., Yin, Z., Hamrani, A., Leon, A., McDaniel, D.(2023). Super-Resolution-Assisted Rapid High-Fidelity Cfd Modeling of Data Centers . SSRN.

Bianco, G., Paul, T., Nisar, A., Hamrani, A., Boesl, B., Agarwal, A.(2022). Nanoindentation Mapping Defects Filtration for Heterogeneous Materials Using Generative Adversarial Networks . SSRN.

Bianco, G., Paul, T., Nisar, A., Hamrani, A., Boesl, B., Agarwal, A.(2022). Nanoindentation Mapping Defects Filtration for Heterogeneous Materials Using Generative Adversarial Networks . SSRN.

BOOK CHAPTER

Mana, A.A., Allouhi, A., Hamrani, A., Jamil, A., Ouazzani, K., Barrahmoune, A., Daffa, D.(2022). Survey Review on Artificial Intelligence and Embedded Systems for Agriculture Safety: A proposed IoT Agro-meteorology System for Local Farmers in Morocco . Smart Embedded Systems and Applications. p. 211-241.