Research Interests

Hi, I am broadly interested in Real-Time/Cyber-Physical Systems with a particular focus on Worst-Case Execution Time Analysis due to shared resources in multi/many-core processors.

My research interests include Networks-on-Chip, Memory controllers, and Cache analysis techniques for Time-predictable architectures.

Publications

V. Kumar, "Deep Neural Network Approach to Estimate Early Worst-Case Execution Time," 2021 IEEE/AIAA 40th Digital Avionics Systems Conference (DASC), 2021, pp. 1-8, doi:10.1109/DASC52595.2021.9594326.

GAML: An integrated approach of Genetic Algorithm and Machine Learning for generation of Worst-Case Data. (Under Reveiw in ETS 2022)

Courses and Research Training

Computer systems and algorithms
Data Structures and Programming, Computer Architecture, Real-Time Systems, Distributed Computing Systems, Topics in Embedded Systems, Network and Distributed Systems, Introduction to Scalable Systems and Cuda Programming
Data Sciences
Pattern Recognition and Neural Netwroks, Deep Learning for Computer Vision, Natural Language Processing and Reinforcement Learning
Numerical Methods and Mathematics
Linear Algebra and Numerical Solution of Differential Equations

Skills

Programming languages and software
C, C++, Java, Python, MATLAB, GO, OpenCL, OpenMP, Cuda and LATEX
Machine Learning Tools
PyTorch and Tensorflow
Web Development
HTML, CSS, JavaScript and ASP.NET
Applications
Vi/Vim, Eclipse, Visual Studio and Git
Operating Systems
Unix, Linux, Mac OSX and Windows

Work Experience

Senior Research Fellow (Aug 2020 To Present)
Indian Institute of Science
Bangalore , India

Junior Research Fellow (Aug 2018 To Aug 2020)
Indian Institute of Science
Bangalore , India

Education

PhD (Aug 2018 To Present)
Computational and Data Sciences
Indian Institute of Science
Bangalore , India

B.Tech | Graduation (August 2013 To July 2017)
Computer Science
University of Delhi, India

Intermediate (July 2011 To June 2013)
Science Stream (PCM)
CBSE

High School (March 2001 To March 2011)
ICSE

Hobbies

Cricket
Badminton
Chess
Guitar
Trekking

Lab Address

CADL, DESE (IISc)