Jaydev Dineshkumar Raval Email & Phone Number

Thunder Bay, On, Ca

Thunder Bay, Ontario, Canada

Thunder Bay, Ontario, Canada

• Remote Sensing Image Segmentation Using Graph Attention Network• Performing segmentation on ISPRS Postdam Satellite Images using the Novel method of Graph Attention Network• Novel approach for implementation of attention head to reduce the computation and get higher accuracy, achieving 98% on postdam testing dataset• Adopting the platform of Compute Canada for performing project work

Ahmedabad

• Objective: The optimum tilt angle of south-facing solar panels is estimated using INSAT-3D-based global horizontal irradiance, direct irradiance, and diffused horizontal irradiance.• Data Gathering: Data from the past 10 years in h5 format were used.• Data Preprocessing: Only daylight time range data were used, converting h5 file to tiff, applying the shape file to crop the Indian region, and limiting the pixel count to 2 million.• Data Storage: Processed data were stored on the… Show more • Objective: The optimum tilt angle of south-facing solar panels is estimated using INSAT-3D-based global horizontal irradiance, direct irradiance, and diffused horizontal irradiance.• Data Gathering: Data from the past 10 years in h5 format were used.• Data Preprocessing: Only daylight time range data were used, converting h5 file to tiff, applying the shape file to crop the Indian region, and limiting the pixel count to 2 million.• Data Storage: Processed data were stored on the company’s server operated using PostgreSQL.• Designing: Creating an algorithm to find the optimal tilt angle while using the Numpy and Pandas library. The optimization problem is solved using particle swarm optimization–nonlinear time-varying evolution (PSO-NTVE).• Visual Inspection: OpenGIS and Tableau are used for data visualization and inspection for any outlier on samples of data.• Implementation: 20 cities were selected for research, using LSTM to develop a model and predict solar energy generation with optimal tilt angle, results were compared with real-time data.• Results: Signification improvement of up to 20% in energy generation with suggested tilt angle throughout the year.• Website: Making this research available to the public through the website (https://vedas.sac.gov.in/solar-calculator).• Publication: Research work was published in Journal of the Indian Society of Remote Sensing (https://doi.org/10.1007/s12524-023-01677-1) under the supervision of the mentor and director of Space Application Research Division, Indian Space Research Organization Show less

Master'S Degree, Computer Science

Bachelors In Engineering, Computer Engineering

Btech - Bachelor Of Technology, Electrical And Electronics Engineering