Muhammad Abdullah Zafar GhauriMechanical Engineering · NUST, Islamabad

Muhammad Abdullah Zafar Ghauri

Thermal Engineer at Sinkpath · B.E. Mechanical Engineering, National University of Sciences and Technology (NUST), Islamabad

Heat transferFluid mechanicsPhysics-informed machine learningLie symmetry analysisEnergy systems

I am a mechanical engineer working where heat transfer, fluid mechanics and scientific machine learning meet. Much of my research uses Lie symmetry analysis to reduce the equations of non-Newtonian, magnetohydrodynamic and boundary-layer flows to forms that can be solved exactly, and then tests those solutions against physics-informed neural networks, the Deep Galerkin Method and spectral solvers.

Alongside this analytical work I have run experiments on flow-induced piezoelectric energy harvesters, field-tested cooling for solar panels, and written reviews on green hydrogen, maritime biofuels and data center cooling. I now model data center cooling from chip to facility as a Thermal Engineer at Sinkpath.

Outside the lab I have led publications teams for ASME, IMechE and NUST university events, and completed community service projects teaching engineering to young girls and running a Ramadan iftar drive.

5Journal articles
2Book chapters
6Manuscripts under review
32Research reports

Education

B.E. Mechanical Engineering, School of Mechanical and Manufacturing Engineering, NUST

2022 – 2026Islamabad, Pakistan

Dissertation: Numerical Modeling and Experimental Investigation of a Thermodiffusive Desalination System, supervised by Dr. Muhammad Asad Javed.

Current position

Thermal Engineer, Sinkpath

Oct 2026 – PresentTexas, United States

Chip-to-facility modeling of hybrid air and liquid data center cooling.

Experience

Industry and research experience

Industry 1

Thermal Engineer, Sinkpath

Oct 2026 – PresentTexas, United States
  • Build chip-to-facility models of data center cooling covering chip-to-coolant thermal resistance, ε-NTU heat exchangers, an R-134a compressor, cooling-tower water use and exergy, run as full-year (8,760-hour) simulations.
  • Extended a published economizer study into a hybrid air and liquid chilled-water model, and identified the hours when heat rejection should bypass the chiller.
  • Built validation cases that reproduce published cold-plate temperatures within 0.05 K and meet ASHRAE Guideline 14, with chiller part-load energy within 4.6% of DOE-2.

Research 5

Research Assistant, Thermal and Energy Systems

Oct 2024 – Aug 2026SMME, NUST

Supervisor: Dr. Muhammad Asad Javed, Assistant Professor, SMME, NUST · Research advisor and final-year project supervisor

  • Tested photovoltaic panels under different cooling methods, raising efficiency by 12–14% for polycrystalline and 9–11% for monocrystalline panels, with results checked against numerical models.
  • Ran lifecycle and well-to-wake emissions assessments for alternative fuels and energy systems.
  • Final-year dissertation: Numerical Modeling and Experimental Investigation of a Thermodiffusive Desalination System, which uses low-grade heat to produce fresh water from saline sources.

OutputsNatural convection stability paper (Int. Commun. Heat Mass Transfer), PV cooling paper (Next Research), two accepted book chapters, and the liquid-metal heat transfer manuscript under review.

Summer Research Intern, Analytical and Physics-Informed Fluid Mechanics

Jul 2024 – Sep 2026SMME, NUST

Supervisor: Dr. Muhammad Safdar, Associate Professor, SMME, NUST

  • Studied Maxwell, Casson, second-grade and magnetohydrodynamic flows over stretching sheets, flat plates and channels, deriving Lie similarity transformations for the governing equations.
  • Built automated solvers in Maple and Python using homotopy methods, Runge–Kutta–Fehlberg, the Deep Galerkin Method and physics-informed neural networks to cross-check analytical and numerical results.

OutputsPapers in Nonlinear Science and Int. Commun. Heat Mass Transfer, plus four manuscripts under review.

Research Assistant, Fluid Visualization Lab

Jul 2024 – Jul 2025NUST

Supervisor: Dr. Emad Uddin, Associate Dean, SMME, NUST

  • Designed, tested, and validated piezoelectric energy harvesters behind different bluff bodies, analyzing water-tunnel and particle image velocimetry data in MATLAB.
  • Identified an inverted C-cut cylinder (120° cut angle) as the best bluff body, giving 66% more power than the alternatives.

OutputsCo-authored paper in Energy (2026).

Summer Research Intern, Computational Aeronautics Lab

Jul – Sep 2025School of Interdisciplinary Engineering and Sciences, NUST
  • Ran a multidisciplinary aircraft design study across 11 candidate designs, with an 8-phase mission simulation, NACA 64(2)-415 airfoil optimization and CFD on a 6.7-million-cell mesh (k-ω SST).
  • Cut cruise fuel burn by 1% with particle swarm optimization, and validated the 2D design at a maximum lift-to-drag ratio of 260.3 and minimum drag coefficient of 0.00375 in MATLAB and ANSYS.

REYES Remote Research Intern, University of California, Berkeley

Jun – Jul 2025Remote
  • Modelled magnetism with the 1D Ising model, computing energies of aligned and anti-aligned spin configurations to study magnetization and phase transitions.
  • Analysed particle physics data on neutrino mass and beta decay within the Standard Model, applying relativistic energy and momentum conservation.
Projects

Engineering projects

SinkpathOct 2026 – Present

Chip-to-facility hybrid air/liquid data center cooling

Extended a published 8,760-hour economizer study into a full chip-to-facility model with part-load economizers, ε-NTU heat exchangers, an R-134a compressor and a hybrid air/liquid chilled-water loop. Energy and exergy balances close to machine precision and show which hours should skip the chiller.

ThermodynamicsExergyData centers
MATLABApr – May 2025

Preliminary design and analysis of an axial compressor

Designed a single-stage axial compressor and matching turbine stage for a gas turbine with 1155 K turbine inlet, reaching a 3.3 pressure ratio at 0.74 kg/s. Worked through velocity triangles and Euler's equation, with a sensitivity analysis to reduce aerodynamic losses.

Individual report · Supervisor: Dr. Zaib Ali

TurbomachineryGas turbines
PsychrometricsMar – May 2025

Thermal and HVAC load analysis using the Radiant Load Factor method

Calculated heating and cooling loads for a three-story house in Rawalpindi, covering windows, envelope, equipment, ventilation, and latent loads, in line with ASHRAE standards. Zoned the system to avoid oversizing, targeting ±5% accuracy.

Team of 5 · Supervisor: Dr. Waqas Khalid

HVACASHRAEBuilding energy
SOLIDWORKSDec 2024

Design and analysis of a crossplane 4200 cc V8 engine

Team of 4 · Supervisor: Dr. Abdullah Jamil

< p> Modeled a crossplane V8 crank assembly based on the Maserati F136 R engine, part by part, with 92 mm bore and 79.6 mm stroke. Then ran a static stress analysis of the pistons under peak combustion pressure.

CADStress analysisEngines
MATLABMay 2024

Brayton cycle power plant with waste heat recovery

Team of 6 . Supervisor: Dr. Muhammad Asad Javed

Designed a regenerative Brayton cycle with intercooling, reheating and waste heat recovery to supply power and heating to a 35-storey office building in Lahore, comparing ideal and real configurations across climates.

Power cyclesWaste heat
MATLABApr – May 2024

Analysis and optimization of a Rankine cycle

Team of 7 . Supervisor: Dr. Muhammad Asad Javed

Simulated a Rankine cycle to find the boiler and condenser pressures that maximize efficiency, then added superheating, reheating and regeneration, with T-s and P-h diagrams.

Power cyclesOptimization
Ansys FluentMar – May 2024

CFD of the NACA 64A-206 airfoil in supersonic flow

Individual report · Supervisor: Dr. Zaib Ali

Simulated lift, drag, and shock waves across Reynolds numbers and angles of attack using the k-ω and Spalart–Allmaras turbulence models.

CFDAerodynamics
Publications

Journal articles and preprints

5Peer-reviewed articles
2Book chapters, accepted
2Preprints

Peer-reviewed 5

Next Research · Accepted Nov 2026Second author

Field evaluation and energy gain modeling of photovoltaic modules coupled with evaporative and convective cooling

M.H. Iqbal, M.A.Z. Ghauri, M.S. Nawaz, M.S. Mustafa, A.A. Zaidi, M.A. Javed

Field tests of solar panels with evaporative and convective cooling, backed by an energy-gain model. Cooling raised efficiency by 12–14% for polycrystalline and 9–11% for monocrystalline panels.

Next Research · Accepted 2 November 2026 · doi:10.1016/j.nexres.2026.102664

Int. Commun. Heat Mass Transfer · 2026First author

Parametric instability landscapes and regime classification of laminar natural convection over a vertical plate under mixed thermal boundary conditions: A von Kármán–Pohlhausen linear-stability study

M.A.Z. Ghauri, M.A. Zeeshan, M. Safdar, M.A. Javed

Maps when airflow along a heated wall becomes unstable, for walls between the two textbook heating cases. Uses Orr–Sommerfeld stability analysis and physics-informed neural networks to sort the behavior into three instability regimes.

International Communications in Heat and Mass Transfer 180 (2026) 112622 · doi:10.1016/j.icheatmasstransfer.2026.112622

Nonlinear Science · 2026First & corresponding author

Comparative investigation of machine learning and semi-analytical frameworks for magnetohydrodynamic flow characteristics of Maxwell fluid in parallel-plate channel using Lie similarity transformation

M.A.Z. Ghauri, M. Safdar

Compares two deep-learning solvers (PINNs and the Deep Galerkin Method) against classical methods for a magnetically controlled viscoelastic flow. The Deep Galerkin Method matched the reference solution to within 0.01% near the walls.

Nonlinear Science 9 (2026) 100202 · doi:10.1016/j.nls.2026.100202

Int. Commun. Heat Mass Transfer · 2026Corresponding author

Coupled Lie symmetry reductions and Physics-Informed Neural Network validation for flow and heat transfer in Maxwell liquid film

M. Safdar, M.A.Z. Ghauri, S. Taj, N. Afzal, I. Hussain

Reduces the equations for a thin viscoelastic film on a stretching sheet with Lie symmetry analysis, solves them with the homotopy perturbation method, and checks the result independently with a physics-informed neural network.

International Communications in Heat and Mass Transfer 178 (2026) 111586 · doi:10.1016/j.icheatmasstransfer.2026.111586

Energy · 2026Co-author

Optimizing enclosure geometry for enhanced energy conversion in flow-induced piezoelectric energy harvesters

A. Naveed, E. Uddin, U. Latif, M.Y. Younis, Z. Ali, H.M.M. Rehman, M.M. Shah, M.A.Z. Ghauri, B.A. Chuddher

Experiments with a flexible piezoelectric "flag" that generates power from flowing water inside a duct, using particle image velocimetry. An inverted C-shaped cylinder upstream and an enclosure aspect ratio of 0.75 gave the most power.

Energy 345 (2026) 140241 · doi:10.1016/j.energy.2026.140241

Book chapters 2 · Accepted

Book chapter · Accepted · 2027First author

From reservoirs to fuel cells: the role of hydropower in scaling green energy

M.A.Z. Ghauri, M.K. Shahid, I. Zahid, A.A. Hassan, M.A. Javed

Reviews how hydropower's steady, low-cost electricity can run electrolyzers for green hydrogen, bringing costs to $1.5–3 per kg at favourable sites.

In Handbook of Sustainability of Chemical Processes · Expected March 2027 · DOI to follow

Book chapter · Accepted · 2027First author

Maritime biofuels as transitional fuels: bridging the gap to zero-carbon shipping

M.A.Z. Ghauri, A.A. Zaidi, M.H. Iqbal, M.Y. Javaid, A.A. Hassan, M.A. Javed

Assesses biofuels as a bridge to zero-carbon shipping. Waste-derived biodiesel and renewable diesel cut emissions by 68–98% compared with heavy fuel oil, and the chapter sets out a 2025–2050 transition roadmap.

In Handbook of Sustainability of Chemical Processes · Expected March 2027 · DOI to follow

Preprints 2 · SSRN

SSRN preprint · Oct 2026Second author

Data center cooling in the Gulf states: a review of climate constraints, deployment, energy, and water

M. Usama, M.A.Z. Ghauri, A. Oswal

The first review to bring together climate, deployment, power, cooling, water and waste-heat data for data centers in the six Gulf states. It finds warm-water liquid cooling the most promising way to avoid both chillers and water use for most of the year.

With The University of Texas at Austin · ssrn.com/abstract=7650703

SSRN preprint · Aug 2026Second author

Where to treat the ground: optimal placement and coverage of reflective ground treatment in bifacial photovoltaic plants

M. Usama, M.A.Z. Ghauri, J. Bendetti, M.A. Mahesar, O.E. Tunca, Y. Yildirim

Models where to put reflective ground cover under two-sided solar panels and when it pays off. For a 1 MW plant near Dallas, treating the most responsive half of the ground captures 65% of the benefit for 50% of the cost.

With The University of Texas at Austin and Rice University · ssrn.com/abstract=7310839

Under Review

Current research

Manuscripts submitted and currently in peer review.

Journal manuscripts 6

Under review · Research ArticleSecond author

District heating networks as sinks for waste heat from AI data centers across 26 cities, three cooling types and future climates

M. Usama, M.A.Z. Ghauri

Develops a case study investigating district heating networks for waste heat across 26 countries. Considers Asia, Europe, and North America, involving air-cooling, liquid cooling, and hybrid cooling.

Under review · Research Article Second author

How warm-water liquid cooling enables free cooling: a case study of data center cooling in Singapore

M. Usama, M.A.Z. Ghauri, A. Oswal

Case study on warm-water cooling and its role in promoting free cooling for Singapore modeled for a 4 MW IT load in a data center

Under review · Review articleSecond author

Data center expansion as a new competitor for agricultural water, energy and land

M. Usama, M.A.Z. Ghauri, Z. Ali, M.C. Ndukwu

Reviews 61 studies and models how data center growth competes with farming for water and power. Data center water use could reach 1,460 billion liters by 2030, and US demand growth could add USD 150–730 million a year to irrigation pumping costs.

Under review . Research ArticleFirst author

Unified Graetz-type solutions for thermal entry region heat transfer of liquid metals under slug flow with volumetric internal heat generation and PINN validation

M.A.Z. Ghauri, M. Safdar, K.F. Iqbal, M.A. Javed

Exact solutions for liquid-metal coolants heating up in tubes, channels and annular ducts with internal heat generation, as in fusion blankets and Generation-IV reactors. Physics-informed neural networks confirm the solutions and also recover unknown heat sources.

Under review . Research ArticleFirst & corresponding author

Physics-informed investigation of exact solutions for slip flow over flat plate subjected to constant heat flux using Lie symmetry analysis

M.A.Z. Ghauri, M. Safdar

Exact solutions in modified Bessel functions for a heated plate with flow through the wall, cross-checked with a Chebyshev spectral method and a neural network that needs no training data.

Under review . Research ArticleFirst & corresponding author

Lie symmetry and physics-informed machine learning analysis of magnetohydrodynamic boundary layer flow about inclined flat plate subjected to convective boundary conditions

M.A.Z. Ghauri, M. Safdar

Magnetically controlled flow over a tilted heated plate, solved four ways. Three methods (PINNs, Deep Galerkin and shooting) agree to within 0.1%, while the homotopy method drifts under strong buoyancy.

Under reviewFirst & corresponding author

Lie symmetry and physics-informed machine learning analysis of flow and heat transfer characteristics of a second grade fluid over horizontal stretching sheet subjected to prescribed temperature conditions

M.A.Z. Ghauri, M. Usama, M.K. Shahid, M. Safdar, A. Aslam

Models an elastic polymer-like fluid over a stretching sheet, as in extrusion and fiber spinning. Four solvers plus exact hypergeometric solutions agree on the heat transfer rate to within 0.013%.

Research in progressFirst & corresponding author

Lie symmetry analysis and physics-informed investigation of Casson fluid over elongated sheet subjected to thermal radiation

M.A.Z. Ghauri, M.T. Nasir, M.Zain ul Abideen

Derives the governing equations for a non-Newtonian fluid over a porous, radiating stretching sheet from symmetry analysis instead of assuming them. Spectral and neural-network solvers agree to within 0.01% in most cases.

Research Reports

Self-directed analyses

Short studies I worked through on my own to learn methods in heat transfer, fluid mechanics and mass transport. Several reproduce textbook problems or published results, and the sources are cited in each report. Every report opens as a PDF.

32Reports (PDF)
Feb–Aug2025
4Tools: MATLAB, Maple, Octave, EES

Free convection 7

Boundary layers 4

Internal flow 4

Conduction 4

PDEs & mass transport 6

Community Service

Community service learning

Two team projects completed for the Community Service Learning course (CSL-401) at NUST, each run with a local non-profit partner and recognised with a letter of acknowledgment.

60Service hours
83Girls taught
100+People served iftar

Empowering Young Girls Through Learning

Apr 2025With Crossadder FoundationIMCG F-10/3, Islamabad

Three hands-on engineering sessions for 83 girls aged 9 to 12 from low-income families. The girls built bridges from paper and tape, made structures from clay and bamboo sticks, and tested stability with Jenga towers.

My roleDesigned the visuals and teaching materials, planned refreshments and prepared the final session.

Iftar and Ration Drive

11 Mar 2025With Bunyaad IslamabadF-7 Rana Market, Islamabad

A Ramadan drive for daily-wage workers and low-income families. The team of six raised PKR 30,000 and served iftar to about 100–120 people at mosques, roadsides and labour gathering points.

My roleRaised funds, arranged the venue, distributed food and helped clean up.

Leadership

Student societies and events

I have led publications teams across engineering societies and university events at NUST, writing the scripts, captions and announcements behind them and hosting ceremonies on stage.

4Publications leadership roles
19Executives supervised
2Flagship competitions co-led

Director Publications, NUST Career Connect 2026

2026NUST

Ran the publications portfolio on my own, writing the ceremony scripts, social media captions, video scripts and the scripts for the memorandum of understanding signings. On event day I also volunteered on the ground, supporting the event management and quality assurance teams.

Director Publications, ASME NUST Chapter

Aug 2024 – May 2026American Society of Mechanical Engineers

Supervised a team of six executives, co-leading with a deputy director.

  • Deputy Director, EFx'25 · Apr 2025. The chapter's flagship engineering competition. Hosted the closing ceremony.
  • Deputy Director, EFx 2.0 · Dec 2025. Hosted the closing ceremony.

Director Publications, IMechE NUST Chapter

Aug 2025 – May 2026Institution of Mechanical Engineers

Led a team of five executives alongside a deputy director. Wrote ceremony scripts and hosted selected ceremonies as master of ceremonies.

Deputy Director Publications, NUST Orientation

Jul – Sep 2025NUST

Led a team of eight and coordinated with the liaison and event management teams. Wrote the video scripts, ceremony scripts and Instagram captions.

Conferences & Workshops

Conferences and workshops

Oral presentation, 5th SNAS Interdisciplinary Research Conference

9–10 Oct 2026Society of North American ScholarsGeorge Mason University (Mason Square), Arlington, VA

Presented Techno-Economic Optimization of Partial Ground-Albedo Treatment for Fixed-Tilt Bifacial Photovoltaic Plants, based on the bifacial solar preprint.

DesignFest'24 workshop

2024Virtual

Attended a workshop by Dr. Manish Kumar, CEO of SOLIDWORKS, on using SOLIDWORKS to design products for healthcare, infrastructure and transport.

Certifications

Professional certifications

Awards & Skills

Awards and technical skills

3rd place nationwide, Oral Competition, ASME EFx NUST 2025, for Harvesting Water from Air: A Sustainable Solar-Powered Radiative Cooling Device2025
Nominated from a cohort of 150 students for the Sky Global Turkish Aerospace internship programme, Ankara (23 Jul – 19 Aug 2025)2025
Programming
MATLABPythonMapleLaTeX
Simulation
Ansys FluentAnsys Static StructuralAnsys ThermalCOMSOLSimScaleEES
Contact

Get in touch

I am happy to hear about research collaborations, graduate opportunities and engineering roles.