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
  • Advancing TSN Scheduling Algorithms using ML and heuristics
  • Traffic-Type Assignment in TSN

Publications

  • 5GTQ: QoS-Aware 5G-TSN Simulation Framework
    Rubi Debnath, Mustafa Selman Akinci, Devika Ajith, and Sebastian Steinhorst
    2023 IEEE 98th Vehicular Technology Conference: VTC2023-Fall, Hong Kong, 2023, pp. 1-7.
  • Advanced Modeling and Analysis of Individual and Combined TSN Shapers in OMNeT++
    Rubi Debnath, Philipp Hortig, Luxi Zhao, Sebastian Steinhorst
    2023 IEEE 29th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), Niigata, Japan, 2023, pp. 1-10.

Supervised Work

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

Student Title Status Type Year
Zhen Yu DRL assisted Traffic Assignment Ongoing MT 2023
Arash Sorooshmehr AVB aware GCL in TSN Ongoing MT 2023
Selver Sadikovic GA based Routing and Scheduling Ongoing MT 2023
Abinaya Natarajan DRL based DCQF JRSP Ongoing MT 2023
Tim Spickermann Wireless TSN development 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
Haocheng Xu ILP-based CQF scheduling Finished BT 2022
Kamalakannan Arumugam Automated Scripting for Large Scale Industrial Networks Finished FP 2022
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 Tutor
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 Tutor, 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 Manager, Supervisor
System Design for the Internet of Things SS23 Lecture + Tutorial Tutor, Manager
Advanced Seminar Embedded Systems and Internet of Things WS23/24 Seminar 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 
  • OMNeT++ 
  • Networking concepts 
  • Network Security