The project involves development of a Multi-Physics FEM model of Low Pressure Die cast Aluminium alloy wheel for shrinkage porosity reducion using voxel based post processing algorithms.
Development of a Multi-Physics FEM model with Voxel based porosity algorithm for defect prediction in LPDC components
Finite Elements
Computational Fluid Dynamics
Multiphysics
Simulations
Topology Optimization using Finite Element Methods based on Optimality Criteria (Summer of Science)
The project involved Topology Optimization of a Structural and Thermal system using SIMP method in Sigmund-Bendsoe algo. over FEM formulations, achieving an avg. accuracy 92% by validating against standard TopOpt, Ansys app.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Parallelizing Machine Learning and Statistical algorithms for Stock Price Prediction
Algorithms used Moving average, Auto Regression, KNN, Linear Regression, ANN and used OpenMP NUMBA with lowest RMSE 2.1178 and time boost by 92.35% for 8 threads on NVIDIA GPU
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Development of Convolution Neural Network Speed-up with Sparsity (Industry Sponsored Project, in association with Sentry AI, USA)
The project achieved a boost in the inference speed of the existing YOLOv5 model by pruning and sparsity over the neural nets. The optimal sparsity obtained was 30% for a YOLOv5 with a 3.57% Precision drop and 3.125% Recall drop
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Design Optimization on the Full Car SUV vehicle suspension system to maximize riders comfort against road vibrations using Genetic Algorithm, Simulated Annealing and Particle Swarm Optimization.
The project involved designing of stable suspension for road vibrations by optimizing a 12 variable Spring-Mass-Damper Laplace transformed design space achieving a maximum accuracy of 86% & 90 MiB usage for SA algorithm.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Design of Damping Energy Harvesting System for Automobile Suspension (Jaguar Land Rover, India)
The project involved development of 5 different vibration energy capturing mechanisms recognized by JLR, India by modelling the car suspension system in SIMULINK with Max 37.85% conversion efficiency and 450 CC space
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Design and Development of Unmanned Aerial Vehicles fleet for relief measures in disaster-struck areas like floods, landslides and earthquakes
Poster Presentation on Unmanned Aerial Vehicles for Search and rescue operations in disaster struck areas (Engineer's Conclave, IIT Guwahati)
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Dynamic Degree of Freedom Reduction and Analysis of Finite Element Assembly using Characteristic Constraint Modes with Component Mode Synthesis Modelling
The proposed technique achieved the DDoF reduction obtained by Craig Bampton for a Multi-Body FE Assembly from 3142 DoF to 50 Dof with an average error of 0.0132 by introducing the interface node truncation of substructures.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Development of Artificial Neural Network Approach for Solving Ordinary and Partial Differential equations
This technique which is an application of Physics Informed Neural Network, involved solving Ordinary DE (1st and 2nd Order) with MSE 0.02% and Partial DE (Linear and Non-Linear) with MSE 0.18% using a single NN hidden layer.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Warehouse Loading-Unloading of Fast Moving Consumer Goods (FMCGs) Productivity Tracking
The project involved the development of KPI and productivity estimation tool for Warehouse Loading-Unloading of FMCGs. The variables comprised of 20 FMCG types, 5 Bays, 3 shifts, with Manpower, quantity as variables for optimization
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Multiview 3D reconstruction using Computer Vision technique for Computer-Aided Geometric Design Applications
Algorithms used are Surface Motion for Multi-view Reconstruction and Disparity Mapping
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Productivity Tracking for fleet management based on Object recognition using Computer Vision Techniques over low power edge computing devices like Raspberry Pi and Android
The project involved the deployment of CNN models using Tensorflow on Raspberry Pi and Tensorlite on Android with optimized models of 92.36% on faster RCNN and 90.28% on SSD mobileNet accuracy.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Applications of Edge Computing for Industrial Internet of Things and Industrial Automation in Industry 4.0
Master’s Seminar on “Applications of Edge Computing for Industrial Internet of Things and Industrial Automation in Industry 4.0” based on NVIDIA Jetson Nano for Object Detection, Recognition, Digital Twin, etc
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
CFD Simulation of Thermal Management System (Immersion Cooling) of Lithium-Ion Batteries in EVs
This technique which is an application of Physics Informed Neural Network, involved solving Ordinary DE (1st and 2nd Order) with MSE 0.02% and Partial DE (Linear and Non-Linear) with MSE 0.18% using a single NN hidden layer.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Digital Twin Construction for Vibration Analysis of Spindle Head in various Machine Tools for Predictive Analytics
The construction involved the development of a Cyber Twin for Predictive Analytics over Vibration signatures in the form of 3D gyroscopic acceleration of Machine-tool Spindle head and simulating it real-time on CAD software.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Predictive Maintenance of Aircraft Engines- Engine Health Monitoring and Predicting Time to Failure using various Machine Learning Models
Reliability modelling and analysis of the Turbofan engine was done using the simulated run to failure data of 100 engines for 20000 cycles. ML models like regression were used to predict TTF with a min. error of ±25 cycles (MAE).
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
IoT enabled Smart Dispensing Machine (As B.Tech Project)
IoT enabled Smart Dispensing Machine for Water vending (As Bachelor's Project)
IoT
Arduino
Mechatronics
Polymer Materials Database Development(EATON Internship)
My team developed a software and hardware suite for collecting, analyzing, and reporting of distributed power quality events.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Tangible User Interface Design for Rapid Prototyping
The project involves Dynamic Shape Shifting Tangible User Interface Design for Rapid Prototyping (algorithm, electronic ciruit all inclusive)
KiCAD
Proteus
CATIA
Mechatronic Systems
RaspberryPi
Arduino
Cost Estimator VBA Tool Development (COOPER Internship)
My team developed a software and hardware suite for collecting, analyzing, and reporting of distributed power quality events.
Smart Grid
Power Quality
Play Framework
Visualizations
Java
Grid Map
Jigs and Fixture Design (KPT Internship)
An Industrial Internship project regarding to Jigs and Fixture designing.
AutoCAD
Engineering Graphics
Manufacturing Processes
Planetary Gear-box Mechanical Design
A Foot mounted Gear-Box Design (180:1 reduction) with 5kW Power rating
AutoCAD
SolidWorks
Mechanical Design
AutoDesk Design Challenge “Cleaning Kart”
A Product Design project from scratch(New Product Development)
Fusion 360
Autodesk Inventor
Freeform Design