Compute element stiffness matrix symbolically
How to obtain element stiffness matrix using symbolic mathematics (without manual computation)?
Biography
Professional with 7+ years of experience in data-driven fault diagnosis and prognosis of rotating machinery. I got introduced to these fields during my PhD research at IIT Kharagpur, where I was advised by Prof. A. R. Mohanty. I am a trained Mechanical Engineer with proficiency in machine learning and programming. Always eager to leverage my domain knowledge and machine learning experience to tackle emerging problems in condition-based maintenance and Industry 4.0. An open source contributor aiming to demystify technical jargons through expository writing and code that would contribute towards understanding of digital transformation happening in mechanical/manufacturing industry. My open source contributions can be found here and my blogs can be found here. Beyond research, I like literature and music.
Interests
- Machine Learning
- 3D Printing
- Anomaly Detection
- Time Series Analysis
- Natural Language Processing
- Signal Processing
- Condition-Based Maintenance
- Industrial Internet of Things
Education
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Ph.D. in Mechanical Engineering
Indian Institute of Technology, Kharagpur, India
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MTech in Mechanical Engineering
National Institute of Technology, Rourkela, India
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BTech in Mechanical Engineering
Odisha University of Technology and Research (Formerly College of Engineering and Technology), Bhubaneswar, India
Experience
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Machine Learning Engineer
HP Inc. R&D -
Machine Learning Engineer
TEKsystems (HP Inc. R&D) -
Project Manager (Condition-Based Maintenance)
MachineSense (Prophecy Sensorlytics Pvt. Ltd.) -
Senior Data Science Consultant
MachineSense (Prophecy Sensorlytics Pvt. Ltd.)
Recent Posts
Making Github Traffic Type Plots
Make plots similar to Github Traffic style plots using Python.
IndexedSlices in Tensorflow
What are IndexedSlices and why are they get used in Tensorflow?
Tensorflow 2 code for Attention Mechanisms chapter of Dive into Deep Learning (D2L) book
Implementing attention mechanisms, multi-head attention, transformer architecture, etc. from scratch in Tensorflow.
Reading multiple files in Tensorflow 2 using Sequence
Create a data pipeline by incrementally reading thousands of csv files using Tensorflow Sequence.
Projects
Publications
(2022).
Multiclass bearing fault classification using features learned by a deep neural network.
In International Congress and Workshop on Industrial AI 2021.
(2021).
Machine Learning, Regression, and Optimization.
In Data Science and SDGs.
(2020).
Feature Subset Selection Using Sparse Principal Component Analysis and Multiclass Fault Classification Using Selected Features.
In Advances in Asset Management and Condition Monitoring. Smart Innovation, Systems and Technologies.
Contact