M.Sc. Rubi Debnath 

Contact

E-Mail rubi.debnath (at) tum.de
Telephone  
Language English, Hindi, German
Office Room 4949, Building 0509
Address

Rubi Debnath
TUM-EI-ESI
Arcisstr. 21
D-80333 München

Research Interests

  • Time Sensitive Networking, URLLC 
  • Runtime reconfiguration of Time-sensitive networks
  • Machine Learning Assisted TSN Scheduling
  • Optimization of TSN Scheduling Algorithms using heuristics, ILP and DRL
  • Traffic-Type Assignment in TSN

Publications

Talks

  • Leveraging Machine Learning for Time-Sensitive Networks [Video]
    Global Young Scientists Summit 2024, Singapore, January 2024
  • Challenges and Advances in 5G-TSN Integration
    Workshop On Advances In Short-Range Wireless Communications
    HiPEAC 2025, Barcelona, Spain

Supervised Work

 Master Thesis (MT), Bachelor Thesis (BT), Research Internship (FP), *Co-Supervision

Student Title Status Type Year
Samuel Hernandes TSN Testbed Experimentation Ongoing FP 2024
Samuel Hernandes Schedulability Analysis of CQF+FP Ongoing BT 2024
Parth Anand Routing Optimization for MCQF Ongoing MT 2024
Ziqi Zhang Simulative assessment of IEEE 802.1 Qch with FP Finished FP 2024
Shiwen Cao Heuristics-based cyclic queuing and forwarding configuration Finished FP 2024
Rogelio Velazquez Development of an ML-assisted scheduling algorithm Finished FP 2024
Anubhav Kumar Network Security in TSN  Finished FP 2024
Zhen Yu DRL assisted Traffic Assignment Finished MT 2024
Selver Sadikovic GA based Routing and Scheduling Finished MT 2024
Abinaya Natarajan DRL based DCQF JRSP Finished MT 2023
Philipp Hortig AVB-aware Critical Traffic Scheduling in Time-sensitive Networks with FP Finished MT 2023
Devika Ajith 5G-TSN Architecture Finished MT 2023
Juan Sebastian Rodriguez Galan Injection-based CQF scheduling Finished BT 2023
Henrique Frutuoso Deep Reinforcement Learning based routing in large scale industrial networks Finished MT 2022
Philipp Hortig Implementation and analysis of Multiple Classes of AVB Traffic in TSN Finished FP 2022
Juan Sebastian Rodriguez Galan Scheduling in Cyclic Queueing and Forwarding Finished FP 2022

Teaching

Course Name Semester Course Type Role
System Design for the Internet of Things SS21 Lecture + Tutorial Tutorial
Advanced Seminar Embedded Systems and Internet of Things SS21 Seminar Supervisor
Advanced Seminar Embedded Systems and Internet of Things WS21/22 Seminar Seminar Manager, Supervisor
System Design for the Internet of Things SS22 Lecture + Tutorial Tutorial, Manager
Advanced Seminar Embedded Systems and Internet of Things SS22 Seminar Seminar Manager, Supervisor
Advanced Seminar Embedded Systems and Internet of Things WS22/23 Seminar Seminar
System Design for the Internet of Things SS23 Lecture + Tutorial Tutorial, Manager
Advanced Seminar Embedded Systems and Internet of Things WS23/24 Seminar Supervisor
System Design for the Internet of Things SS24 Lecture + Tutorial Tutorial
Advanced Seminar Embedded Systems and Internet of Things SS24 Seminar Seminar Manager, Supervisor
Advanced Seminar Embedded Systems and Internet of Things WS24/25 Seminar Seminar Manager, Supervisor
       

Request for Work

If you are interested in conducting a research internship or writing your master's thesis with me, please feel free to get in touch. In your email, kindly attach your resume, grade report, and specify your desired starting date. I am currently involved in several interesting topics related to Time-Sensitive Networking (TSN), Machine Learning for TSN and optimization, including:

  • TSN scheduling and configuration 
  • Optimization techniques
  • Wired-Wireless Communication
  • Machine Learning for TSN
  • Deep Reinforcement Learning modelling for TSN 
  • 5G-TSN integration
  • Networking concepts