Dr Avinash Ratre

Dr Avinash Ratre

A motivated and inspiring faculty member with approximately 22 years of Government service (teaching and research) in the noble profession of technical education in Electronics and Communication Engineering

Designation:

Associate Professor

Electronics and Communication Engineering, Delhi Technological University (Formerly Delhi College of Engineering), Government of NCT of Delhi

Shahbad Daulatpur, Main Bawana Road, Delhi – 110042, INDIA

Contact:

Mobile: 7701813675
Email: avinashratre@dtu.ac.in

Qualifications:

1. PhD (Computer Vision), Department of Electronics and Communication Engineering, Indian Institute of Technology (IIT), Roorkee 

(Thesis: Anomaly Detection and Localization in Surveillance Videos)

2. MTech (Signal Processing and Digital Design), Delhi Technological University, Delhi
(Thesis: Particle filters-based visual object tracking)

3. MTech (Satellite Technology and Applications), Indian Institute of Science (IISc), Bangalore 
(Thesis: Stacked microstrip antenna for dual frequency operations)

4. Bachelor of Engineering (Electronics Engineering), Vikram University, Ujjain (MP)

Research Interest

Computer Vision, Machine Learning, Signal Processing, Wireless Communication

Research Index

https://scholar.google.com/citations?user=Z8WEfiQAAAAJ&hl=en

https://orcid.org/0000-0001-9803-2665

1. Associate Professor in Electronics and Communication Engineering, DCE/DTU (Level: 13A, AICTE-7CPC): 19.02.2023 – Continuing (through CAS Promotion)

2. Assistant Professor in Electronics and Communication Engineering, DCE/DTU (AGP: 8000, AICTE-6CPC): 19.02.2020 – 18.02.2023 (through CAS Promotion)

3. Assistant Professor in Electronics and Communication Engineering, DCE/DTU (AGP: 7000, AICTE-6CPC): 19.02.2015 – 18.02.2020 (through CAS Promotion)

4. Assistant Professor in Electronics and Communication Engineering, DCE/DTU (AGP: 6000, AICTE-6CPC)/Lecturer (8000-275-13500, AICTE-5CPC)/Redesignated as Assistant Professor as per AICTE-6CPC: 19.02.2010 – 18.02.2015: Selection as Lecturer in Electronics and Communication Engineering for Delhi College of Engineering (Now Delhi Technological University) through UPSC, New Delhi

5. Lecturer in Electronics Engineering (8000-275-13500, AICTE-5CPC), Military College of Telecommunication Engineering (MCTE), Mhow (MP), Corps of Signals, Indian Army, Ministry of Defence, Government of India: 08.06.2004 – 16.02.2010: Selection through UPSC, New Delhi

Subjects taught at UG (BTech) level 

1. Digital Communication

2. Probability and Stochastic Processes

3. Digital Signal Processing

4. Radar and Satellite Communication

5. Computer Vision

6. Pattern Recognition

7. Machine Learning 

8. Soft Computing

9. Information Theory and Coding

10. Computer Architecture

11. Communication Systems

12. Digital Logic and Circuits

13. RF and Microwave Circuits

14. Microwave Communication

15. Antenna Theory

16. Electromagnetic Field Theory

Subjects taught at PG (MTech) level 

1. Detection and Estimation Theory

2. Multirate Signal Processing

3. Computer Vision

4. Adaptive Signal Processing

5. Smart Antennas
 

1. IETE (India) Life Member
2. IEEE (USA) Member

List of Publications (SCI/SCIE/SCOPUS-indexed Journals)

1. Interference-Aware Deep Quantum Neural Network for NOMA Channel Estimation via Adaptive Energy Valley Optimization; Avinash Ratre (Single author), International Journal of Computer Network and Information Security, 18 (2), 38-60, 2026 (Scopus-indexed)

2. Meta-Learning Enhanced BiLSTM Autoencoder with Channel-Adaptive Quantization for Robust One-Bit Error Correction Coding; Avinash Ratre (Single author), International Journal of Computer Network and Information Security, 18 (1), 142-158, 2026 (Scopus-indexed)

3. GMM-based Imbalanced Fractional Whale Particle Filter for Multiple Object Tracking in Surveillance Videos; Avinash Ratre (Single author), International Journal of Computer Network and Information Security, 17 (2), 34-50, 2025 (Scopus-indexed)

4. Stochastic Gradient Descent–Whale Optimization Algorithm-Based Deep Convolutional Neural Network To Crowd Emotion Understanding; Avinash Ratre (Single author), The Computer Journal (Oxford University Press), 63 (2), 267-282, 2020 (SCI-indexed).

5. Taylor series-based compressive approach and firefly support vector neural network for tracking and anomaly detection in crowded videos; Avinash Ratre (Single author), Journal of Engineering Research, 7(4), 115-137, 2019 (SCIE-indexed).

6. Tucker tensor decomposition-based tracking and Gaussian mixture model for anomaly localisation and detection in surveillance videos; Avinash Ratre (First and Corresponding author) and Vinod Pankajakshan, IET Computer Vision, 12(6), 933-940, 2018 (SCIE-indexed).

7.  Tucker Visual Search-based hybrid tracking model and Fractional Kohonen Self-Organizing Map for anomaly localization and detection in surveillance videos; Avinash Ratre (First and Corresponding author) and Vinod Pankajakshan, The Imaging Science Journal (Taylor and Francis), 66(4), 195-210, 2018 (SCI-indexed).

 

List of Publications (National and International Conferences)

1. Classification of EMG signals of Eye Movement using Windowing Technique and Cubic SVM, Akshansh Srivastava (First and Corresponding author), OP Verma, Avinash Ratre, International Conference on Artificial-Business Analytics, Quantum and Machine Learning: Trends, Perspectives, and Prospects (Com-IT-Con 2023, Springer), Manav Rachna International Institute of Research & Studies, Faridabad, Haryana, India, 14-15 July, 2023

2. Vehicle Automation Using YOLOv7 and Computer Vision, Juan George Thomas (First and Corresponding author), Jimmy Dungdung, Keyur Kumar Kanwat, Avinash Ratre, 2nd IEEE International Conference on Vision Towards Emerging Trends in Communication and Networking Technologies (ViTECoN-2023), Vellore Institute of Technology (VIT), Vellore, TamilNadu, 05-06 May 2023

3. Deep Imbalanced Data Learning Approach for Video Anomaly Detection; Avinash Ratre (First and Corresponding author) and Vinod Pankajakshan, In Proceedings of the 28th IEEE National Conference on Communications (NCC), pp. 391-396, 2022, IIT Bombay (Mumbai), India.

4. Food Review Analysis and Sentiment Prediction Using Machine Learning Models; Dhruv Gupta (First and Corresponding author), Ausho Roup, Diksha Gupta, Avinash Ratre, In Proceedings of the 2nd IEEE International Conference on Advances in Electrical, Computing, Communication and Sustainable Technologies (ICAECT), pp. 1-7, 2022, Bhilai, Chhattisgarh, India.

5. Whale optimization-based particle filter for multi-object tracking in surveillance videos; Avinash Ratre (Corresponding author), In Proceedings of the 1st IEEE International Conference on Signal Processing, VLSI and Communication Engineering (ICSPVCE), pp. 1–6 (Only Abstract Published on Page - 30), 28-30 March 2019, Delhi, India, DOI: 10.1109/ICSPVCE46182.2019.9092826.

1. Classification of EMG signals of Eye Movement using Windowing Technique and Cubic SVM, Akshansh Srivastava (First and Corresponding author), OP Verma, Avinash Ratre, Advances in Artificial -Business Analytics and Quantum Machine Learning (Springer Lecture Notes in Electrical Engineering, LNEE Volume No 1191, pp. 781-790, September, 2024 

DTU Commendable Research Award: DTU/IRD/REA/2020/177, 15.02.2021

Faculty Development Programmes (attended/participated)

SN	Name of Course/Summer/Winter School	Place	Duration	Sponsoring Agency
1.	Online Two-week Interdisciplinary Refresher Course on "Advanced Research Methodology"	Ramanujan College (University of Delhi), Delhi	27 May - 09 June 2024 (02 weeks)	Malviya Mission on Teachers and Teaching Program (MOE, GOI)
2.	FDP on "Recent Advances in Optimization Techniques for Engineering Applications" -Attended	NIT, Kurukshetra	02-06 March, 2024	NIT, Kurukshetra
3.	FDP on “Next Generation Wireless Networks” - Attended	DTU, Delhi	12-16 December, 2023 (01 week)	DTU, Delhi
4.	FDP on “IOT Induced Artificial Intelligence for Emerging Computing Paradigms” - Attended	NIT, Jalandhar	04-08 October, 2022 (01 week)	NIT, Jalandhar
5.	FDP on “Computational Techniques for Electromagnetics” - Attended	DTU, Delhi	27-31 December, 2021 (01 week)	DTU, Delhi, XSL (CUST, China), and ARK Infosolutions
6.	FDP on “Machine Learning Applications in Signal Processing and Wireless Networks” -Attended	DTU, Delhi	20-24 December, 2021 (01 week)	DTU, Delhi
7.	FDP on “Nascent Methodologies, Challenges and Realms of Research” - attended	DTU, Delhi	03-07 October, 2020 (01 week)	DTU, Delhi
8.	TEQIP-III Sponsored Faculty Development Programme on “Recent Trends in Security and Cryptography”  -  Attended	DTU, Delhi	18-22 November, 2019 (01 Week)	TEQIP-III (World Bank-NPIU), DSM, DTU, Delhi
9.	TEQIP-III Sponsored Faculty Development Programme on “Advances in Research Methods and Teaching Pedagogy”  -  Attended	DTU, Delhi	18-29 June, 2018 (02 Weeks)	TEQIP-III (World Bank-NPIU), DSM, DTU, Delhi
10.	TEQIP-III Sponsored Faculty Development Programme on “Feature Engineering for Pattern Recognition”  -  Attended	DTU, Delhi	01-05 May, 2018 (01 Week)	TEQIP-III (World Bank-NPIU), IT Department, DTU, Delhi
11.	TEQIP-III Sponsored Faculty Development Programme on “Advances in Image Processing and Computer Vision”  -  Attended	DTU, Delhi	02-06 April, 2018 (01 Week)	TEQIP-III (World Bank-NPIU), ECE, DTU, Delhi
12.	Workshop on “Raising Awareness on Plagiarism and Copyrights” - Participated	DTU, Delhi	20 March 2018 (01 Day)	ECE Department, DTU, Delhi
13.	TEQIP-III Sponsored Faculty Development Programme on “Emerging Trends in Internet of Things (IOT) and Cyber Security Applications in Smart Grid (EICS-2018)”  -  Attended	DTU, Delhi	12-16 March, 2018 (01 Week)	TEQIP-III (World Bank-NPIU)
14.	Workshop on “Numerical Modelling of Transport Phenomena in Fluid Flows for Engineering Applications” - Participated	IIT, Roorkee	18 February, 2017 (01 Day)	Department of Mathematics, IIT, Roorkee
15.	AICTE sponsored QIP Short Term Course on “Recent Advances on Numerical Methods for Solving Engineering Problems” -  Attended	IIT, Roorkee	13-24 February, 2017 (Two Weeks)	AICTE
16.	Policy-Based IP Creation and Management – Training of Trainers (ToT) Program -  Attended	IIT, Roorkee	22-26 February, 2016 (01 Week)	MHRD-IPR chair, Department of Management Studies, IIT, Roorkee
17.	TEQIP-II Sponsored Faculty Development Programme on “Intelligent Control Techniques and Their Applications” -  Attended	DTU, Delhi	22-26 December, 2014 (01 week)	TEQIP-II (World Bank-NPIU)
18.	TEQIP-II Sponsored Faculty Development Programme on” Recent Advances in Pattern Recognition and Image Processing using Soft and Evolutionary Computing” -  Attended	DTU, Delhi	07-11 July, 2014 (01 week)	TEQIP-II (World Bank-NPIU)
19.	AICTE recognized Short Term Course on “Virtual Instrumentation through ICT” - Attended	DTU, Delhi	28 April, 2014-02 May, 2014 (01 week)	NITTTR, Chandigarh
20.	UGC sponsored Short Term Course on “Signal Processing in Modern Electrical Systems” -  Attended	DTU, Delhi	09-13 December, 2013 (01 week)	UGC
21.	AICTE recognized Short Term Course on “Cloud Computing Through ICT” - Attended	DTU, Delhi	29 July, 2013 – 02 August, 2013 (01 week)	NITTTR, Chandigarh
22.	Short Term Course on “Advanced DSP Design Techniques” - Attended	IIT, Kharagpur	27 June, 2013 – 01 July, 2013 (01 week)	IIT, Kharagpur
23.	Summer Faculty Research Fellow Programme – 2011 under Continuing Education Programme - Participated	IIT, Delhi	13 May, 2011-15 July, 2011 (02 Months and 02 Days)	IIT, Delhi
24.	Short Term Course on “Accelerating Design Cycles and Time to Market with Agilent EEsof EDA” – Attended	CARE, IIT, Delhi	13-15 December, 2005 (03 days)	IIT, Delhi
25.	Seminar cum Workshop on Mathematics and Computing – Attended	DTU, Delhi	22 March, 2012 (01 Day)	DTU, Delhi
26.	Advanced Workshop on Low Power Green Embedded Systems Designs - Attended	DTU, Delhi	28-30 April, 2012(03 Days)	DTU, Delhi in collaboration with Renesas Electronics

PhD Scholars

1. Ajay Kumar Yadav, 2025 - Continuing

 

Prospective PhD scholars (Full-Time and Part-Time) may email their CVs for admission to PhD programmes, as per the DTU PhD admission programme notifications.