Physics-Informed Neural Networks for Thermal Modeling

RESEARCH INTERESTS

Physics-Informed Neural Networks (PINNs), Non-Newtonian Fluid Mechanics, Computational Heat Transfer and Transport Phenomena in Porous Media.

WORK EXPERIENCE

Meezan Bank Limited – Depalpur, Pakistan

Branch Services Officer

[ 2023/11/06 – Current ]

I have 3 years of professional experience. My duties and responsibilities are ATM replenishment, vault key custodian, opening and closing of cash, cash receipt and payment, account opening, clearing and remittance. SKILLS

Computational Mathematics / DeepXDE Python Library / Torch, Matplotlib and Numpy / Google Colab and Kaggle

/ Physics-Informed Neural Networks (PINNs)

EDUCATION AND TRAINING

Master of Philosophy in Mathematics

University Of Okara [ 2025 – 2027 ]

City: Okara Country: Pakistan Website: www.uo.edu.pk Field(s) of study: Fluid Dynamics Thesis: Heat Transfer Analysis of Third Grade Fluid Oscillatory Flow in a Tube with Partially Filled Porous Medium

• Scientific Machine Learning and Physics-Informed Neural Networks (PINNs)

• Non-Newtonian Fluid Dynamics and Oscillatory Transport Phenomena

• Computational Heat Transfer Modeling in Partially Filled Porous Media Bachelor of Science in Mathematics

Government College University Faisalabad [ 2018 – 2022 ] City: Faisalabad Country: Pakistan Website: gcuf.edu.pk Field(s) of study: Natural sciences: Mathematics

Final grade: 3.63 / 4

Fluid Mechanics, PDEs, Numerical Analysis, Thermodynamics, Computing Tools for Mathematics and Optimization Theory.

Intermediate Pre-Engineering

Punjab College Okara [ 2016 – 2018 ]

City: Okara Country: Pakistan Website: pgc.edu/campus/okara/ Field(s) of study: Natural sciences Final grade: 933 / 1100

Muhammad Abrar Hussain

Passport: HC6914992 Nationality: Pakistani Date of birth: 2001/08/16

Email address: **********@*****.***

WeChat ID: abrar33147

LinkedIn: linkedin.com/in/muhammad-abrar-hussain-46273739b

Home: Okara, Punjab, (Pakistan)

Matric Science

Sahiwal Board [ 2014 – 2016 ]

City: Sahiwal Country: Pakistan Website: www.bisesahiwal.edu.pk Final grade: 961 / 1100 CERTIFICATIONS

[ Elastropy, 2026/02/07 ]

CERTIFICATE OF PARTICIPATION Participation in the Physics Informed Neural Networks (PINNs) Masterclass: Build PINNs from Scratch & with DeepXDE.

Mode of learning: Online

[ Meezan Bank Limited, 2023/11/17 ]

Branch Services Officer Training Developing and enhancing strong analytical skills in financial operations and data accuracy.

Mode of learning: Work based

[ Meezan Bank Limited, 2026/02/11 ]

CERTIFICATE OF APPRECIATION For effective team work, performance and contributions, I was awarded certificate from Meezan bank.

Mode of learning: Project based

LANGUAGE SKILLS

Mother tongue(s): Urdu

Other language(s): English Chinese HSK 2

HONOURS AND AWARDS

Government College University Faisalabad

Best Presenter Award Secured top position in university-level computational mathematics presentation competition for outstanding analytical and presentation skills. CONFERENCES AND SEMINARS

Rawalpindi

International Conference on Fluid Dynamics Heat transfer and thermodynamics on September 2025. VOLUNTEERING

[ 2022 – 2025 ] Depalpur

Student Mentoring Taught and guided students, enhancing their understanding and performance. PROJECTS

[ 2025 – 2026 ]

Analysis of Fluid Flow in Pipes Studied and analyzed behavior of fluid flow in pipe including velocity pressure and flow patterns.

RECOMMENDATIONS

Name: Hameed Ashraf Assistant Professor (Supervisor) University of Okara, Pakistan.

Email: **************@**.***.** Phone number: +92-323******* Name: Muhammad Irfan Associate Professor

University of Okara, Pakistan.

Email: *.*****@**.***.** Phone number: +92-316*******

Contact this candidate