Hamza S.
Industrial Immersion Project
Experience
Apr 2025 - Jul 2025
4 monthsSmart HVAC Design and Model Predictive Control for Multi-Story Residential Buildings
- Completed a detailed 3D Building Information Model (BIM) of a 6-story residential building using Autodesk Revit, including thermal zoning and virtual sensor placement (CO₂, temperature, humidity).
- Developed a prototype for Model Predictive Control (MPC) using Python to optimize HVAC operation based on occupancy predictions and indoor climate data.
- Initiated integration with EnergyPlus for building energy simulation to evaluate HVAC performance, energy efficiency, and occupant comfort under dynamic control strategies.
- Implemented a sensor-driven, occupant-centric control framework, addressing challenges in predictive control and energy simulation.
- Delivered a functional BIM model, initial MPC algorithm, EnergyPlus simulation cases, and comprehensive documentation for future development.
Apr 2025 - Apr 2025
1 monthFounder
SnowSlip
- Proposed an AI-powered slip-prevention system using surface sensors and predictive models.
- Explored applications for public safety, mobility, and smart city infrastructure.
- Demonstrated innovation and rapid prototyping skills despite not receiving funding.
Jan 2025 - Dec 2025
1 yearPolar Low Detection and Forecasting Using Deep Learning
Skolkovo Institute of Science and Technology
- Preprocessed meteorological time-series data (vorticity, wind shear, temperature gradients).
- Engineered relevant features and validated model outputs.
- Implemented CNNs for detection and LSTM, GRU, and Transformer architectures to forecast storm lifespans and trajectories.
- Achieved 86% accuracy for the CNN-based detection model.
- Reconstructed polar low trajectories with high positional accuracy using LSTM and Transformer models.
Nov 2024 - Present
1 year 1 monthMaster’s Thesis – Data-Driven Indoor Occupancy Monitoring Using CO₂ Levels
Skolkovo Institute of Science and Technology – Center for Energy Science and Technology
- Collected 4 months of per-minute CO₂, temperature, and humidity data using CM1106 and Si7020 sensors in residential, office, and meeting room environments.
- Created a time-series dataset with visual ground-truth occupancy labeling.
- Trained a Long Short-Term Memory (LSTM) model achieving 97% accuracy and 97% F1-score for multi-class occupancy detection.
- Benchmarked performance against XGBoost, LightGBM, and Random Forest, confirming LSTM’s temporal prediction advantage.
- Engineered robust feature pipelines including data cleaning, normalization, and time-series windowing.
Jan 2024 - Dec 2025
2 yearsCo-Founder
NanoZeus
- Developed high-precision PCB cutting and resistance trimming system using discharge-based methods.
- Received a 1M ruble prototyping grant from FASIE, Russia’s National Innovation Fund.
- Directed product development and academic–industry outreach for advanced manufacturing applications.
Jan 2024 - Dec 2025
2 yearsCo-Founder
SmartCollect
- Designed and prototyped IoT-based smart bin system for urban waste monitoring and optimization.
- Led technical integration and validation of sensor data pipelines for scalable deployment.
- Spearheaded early-stage validation and progress toward LLC registration.
Oct 2022 - Aug 2023
11 monthsAutonomous Robot for Self-Cleaning and Maintenance of Solar Panels
- Led a four-member team to develop an autonomous robot for cleaning solar panels to improve energy efficiency by removing dust buildup without manual intervention.
- Designed system including 2D motion control, sensors, microcontroller, rotating brush, water pump, and wipers for full-surface coverage.
- Built and tested prototype despite component sourcing challenges.
Aug 2022 - Sep 2022
2 monthsPeshawar, Pakistan
Internee Engineer
GMD Solar Company Pvt Ltd
- Assisted in the field installation of a 50 kW on-grid solar power plant under the supervision of a project engineer.
- Gained hands-on experience in solar system sizing, protection and earthing practices, string configuration based on inverter specs, cable sizing techniques, and supporting system design using PVsyst software.
Jul 2022 - Aug 2022
2 monthsIslamabad, Pakistan
Internee Engineer
Islamabad Electric Supply Company (IESCO)
- Worked at Grid System Operation Islamabad on drawing grid system layouts and equipment single line diagrams of grid stations.
- Participated in operation and maintenance of grid stations.
- Conducted testing of transformer relays and connections.
Jan 2019 - Present
6 years 11 monthsTechnical Head / Volunteer
The Society of Mechanical Engineers of Pakistan (SMEP) Giki Chapter
- Learned from technical workshops on software tools like Creo and Fusion 360.
- Organized and led workshops for junior students on campus.
Jan 2019 - Dec 2020
2 yearsVolunteer
Team Green Energy and Development (GED)
- Volunteered to influence the use of green energy over fossil fuels.
- Attended workshops to spread awareness about future threats due to the use of fossil fuels.
Summary
Growing up surrounded by nature and simplicity, I learned resilience early on. Limited resources shaped me, but they never limited my dreams.
This portfolio is a snapshot of that journey—from rural roots to smart cities. From silence and stars to sensors and simulation.
Languages
Pashto
NativeEnglish
AdvancedUrdu
AdvancedEducation
Oct 2023 - Jun 2025
Skolkovo Institute of Science and Technology
Master of Science in Energy Systems · Energy Systems · Moscow, Russian Federation
Aug 2019 - Aug 2023
Ghulam Ishaq Khan Institute of Engineering Sciences and Technology
Bachelor of Science in Electrical Engineering · Electrical Engineering · Topi, Pakistan
Certifications & licenses
Green Investments: Renewable Energy
ADBI institute
Crash Course on Python
An Introduction to Programming the Internet of Things (IOT) Specialization
University of California, Irvine
The Arduino Platform and C Programming
University of California, Irvine
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