I am a Grade 12 student at St. Joseph Higher Secondary School, Dhaka, Bangladesh, with a research focus spanning autonomous robotics, renewable energy systems, IoT-integrated environmental monitoring, and sustainable engineering for resource-constrained environments.
My most recent work involves co-authorship (1st author) on a paper titled "A Hybrid TFT-NBEATS Framework for Robust Multi-Horizon Photovoltaic Power Forecasting," submitted to Electric Power Systems Research, a Q1 Elsevier journal with an Impact Factor of 4.2, indexed in Scopus and Web of Science (SCIE). The paper proposes a novel hybrid deep learning architecture that integrates a Temporal Fusion Transformer and N-BEATS within an attention-based fusion framework for accurate multi-horizon PV power forecasting. The model simultaneously generates 30-minute, 2-hour, 6-hour, 12-hour, and 24-hour forecasts within a single unified pipeline, evaluated on multi-year real-world datasets from the Desert Knowledge Australia Solar Centre. Experimental results demonstrate a 35 to 40 percent reduction in RMSE compared to baseline TFT, with MAPE consistently below 5 percent across all datasets, confirming robust predictive accuracy and grid-deployment viability. The framework also incorporates attention visualization and trend-seasonality decomposition for interpretability, deployed on a cloud-based platform for real-time forecasting. The manuscript number is EPSR-D-26-04285.
Beyond this paper, I am the designer and lead engineer of Zephyron, a compact autonomous ground rover for disaster response and environmental monitoring integrating water quality sensing, gas detection, UV and radiation screening, GPS geolocation, solar-assisted power management, and a YOLOv4-tiny real-time vision pipeline, recognized with the Gold Medal at the World Invention Competition and Exhibition (WICE) 2025 International Round at SEGi University, Malaysia. I also developed BLUESHIELD FILTER, an IoT-enabled graphene and UV-C water purification system for flood-prone communities, which reached the Top 5 Globally at the Diamond Challenge 2025 at the University of Delaware, earned the Outstanding Project Medal at the GEMA Young Scientist Award 2025 in Dubai, and was recognized by the National Geographic Society's Slingshot Challenge 2025.
I have been awarded the USD 3,500 TKS Global Innovator Scholarship, selected as 1 of 20 global fellows for the Imperial Research Fellowship 2025 under PhD mentors from Stanford, UCLA, and American University, admitted with an 82 percent scholarship to the Young Researchers Institute (YRI) 2025 under mentors from MIT and UC San Diego, appointed as a REYES Intern at UC Berkeley contributing to an ML research project on High Entropy Alloys Phase Prediction, and accepted as a Fellow of the New York Academy of Sciences. I am also a co-founder of AgenticHire, an AI-driven hiring platform backed by USD 2,500 in seed funding, developed under mentorship from the 500 Global accelerator ecosystem and presented at Singapore's Echelon Conference.
I am actively seeking research collaboration opportunities in renewable energy forecasting, autonomous systems, IoT environmental sensing, sustainable engineering, and applied machine learning, where I can contribute meaningfully as a co-author or research assistant.
Renewable energy systems and photovoltaic power forecasting. Deep learning for time-series prediction including Temporal Fusion Transformers and N-BEATS architectures. Autonomous ground robotics and unmanned systems for disaster response. IoT-integrated environmental monitoring. Low-cost sensor systems for water quality air quality and radiation detection. Carbon Nano-particle based nanomaterial applications in water purification. Sustainable engineering solutions for resource-constrained and flood-prone environments. Applied machine learning and explainable AI. Embedded systems and microcontroller-based robotics. Agricultural technology and smart farming systems.
