Assistant Professor

Dr Dinesh Reddy Vemula

Department of Computer Science and Engineering

Interests

  1. Cloud/Edge Computing
  2. Energy efficiency in Data Centers
  3. Artificial Intelligence

Faculty Details

Education

2010

Kakathiya University
Warangal
B.Tech

2012

JNTU, Hyderabad
Hyderabad
M.Tech

2019

University of Hyderabad
Hyderabad
PhD

2024

University of Stuttgart
Germany
Postdoctoral Research

Experience

  • Reviewer for 1) Concurrency and Computation: Practice and Experience, 2) Swarm and Evolutionary Computation, 3) Frontiers of Information Technology & Electronic Engineering,  4) Soft Computing, 5) IEEE Access, 6) Sadhana etc.
  • Editorial/Reviewer Board Members “International Journal of Advanced Research in Computer Science”.
  • Program Committee for various international conferences

Research Interest

  • Development of techniques to improve the environmental footprint of energy-intensive facilities and deliver Smarter and Greener Data-Centers in collaboration with the Netherlands Organization for Scientific Research (NWO) in the framework of the Indo Dutch Science Industry Collaboration program.
  • Development of Autism Detection tools for early diagnosis : We developed  advanced machine learning techniques to extract the features  and use a backbone to predict if the child has ASD or not. We also designed a framework using multimodal data for ASD prediction.
  • Resource Management in Cloud/Fog landscape : Developed  a Module Mapping Algorithm for efficient utilization of resources by efficiently deploying Application Modules in Fog-Cloud Infrastructure for IoT based applications. Developed novel optimization approaches for virtual machine placement in cloud/fog scenarios.
  • Post Quantum Cryptography: We presented  the  aptness  of  population  based  meta-heuristic  approaches  to  compute  a shortest non-zero vector in a lattice for solving the Shortest lattice Vector Problem (SVP).  This problem has a great many applications such as optimization, communication theory,  cryptography, etc. At the same time, SVP is notoriously hard to predict, both in terms of  running time and output quality.
  • evelopment of an app for Artificial Emotional Intelligence: it is the ability of computers to recognize and respond to emotions in others by evaluating data such as facial expressions, gestures, tone of voice, keyboard force, and more. With the help of this capability, people and machines will be able to connect in a way that is much more natural and reminiscent of human-to-human communication.
  • A path planning algorithm for collective monitoring using autonomous drones.
  • Developed a project “ED165” for Connecticut State Department of Education, Choice Solutions Pvt Ltd, Hyderbad.
  • Deep working knowledge of machine learning approaches and optimization algorithms such as Particle swarm optimization, Genetic algorithms, Ant colony, Memetic algorithms, etc.
  • Systems for improved generation of avatars for virtual Try-on of garments

Awards and Fellowships

  • 2014 – IDRBT PhD fellowship.
  • 2017 – Cognizant Technology Solutions grant for filing US patent.

Memberships

  • Member, Institute of Electrical and Electronics Engineers
  • Member, IRC Scientific and Technical Committee & Editorial Review Board on Computer and Systems Engineering.
  • Professional member of Institute For Engineering Research and Publication
  • Member of Board of Studies - UIE - CSE & IT members constitution (2020-22), Chandigarh University.
  • Member of International Association of Engineers
  • Member Indo Universal Collaboration for Engineering Education (IUCEE)

Publications

PATENTS:

  • G.Subrahmanya V.R.K. Rao, G.R. Gangadharan,V. Dinesh Reddy (US Patent), System and method for determining optimal solution in a swarm of solutions using swarm intelligence, US20190138910A1, Publication Date: 10.05.2019, Grant Date: 12.10.2021, Patent Number: 11,144,832.
  • Dhana S, GSVRK Rao, V. Dinesh Reddy, (US Patent) System and method for providing optimized online garment creation platform, Patent Application No. 17/198,725,    Application Number 17198725,  Application Date 11.03.2021, Publication Number 20220292562, Publication Date: 15.09.2022, Patent Number: 11,748,795.  Grant Date: 05/09/2023.
  • Dhana S, GSVRK Rao, V. Dinesh Reddy, (US Patent)  System And Method For Improved Generation Of Avatars For Virtual Try-On Of Garments,  US 11961198, Patent Application No. 17/380,761 Application Date. 20.07.2021, Patent Number: 11961198B2, Publication Date: 26.01.2023, Grant Date: 16.04.2024.
  • Y.Sravani Devi, Dr. Morampudi Mahesh Kumar, Dr. U. S. N. Raju, Dr. M. Seetha, Dr. N. Kalyani, Dr. V Dinesh Reddy, Dr. S. Phani Kumar. “ A Variational Auto-Encoder Convolutional Neural Network (VAE-CNN) model to identify the prevalence of Diabetic Retinopathy disease”, Application No. 202141020520, publication date 11/06/2021.
  • Vemula Dinesh Reddy, Madathil Cherukattu Nitish “A System And Method For Fog-Based Animal Intrusion Detection”, Application No. 202341026013, Filed: 06/04/2023, published 05/05/2023.
  • Bhagyalaxmi, Vemula Dinesh Reddy, M. Mahesh Kumar. “System And Method For Prediction Of Autism Spectrum Disorder Using Quantum Machine Learning”, Application No.202341066829, filed: 05/10/2023, Published: 20/10/2023.
  • Bhagya Lakshmi, Vemula Dinesh Reddy, Mahesh Kumar Morampudi, " A system and a method for secure transmission of multimodal data for autism spectrum disorder", Application No. 202441010645, filed: 15.02.2024, Publication Date: 08/03/2024
  • Bhagya Lakshmi, Vemula Dinesh Reddy, Mahesh Kumar Morampudi, Nagamani Gonthina “ System And Method For Predicting Asd Using Hybrid Metaheuristic Optimization Of CNNs With Structural Magnetic Resonance Imaging ”.  Application No. .202441101672 A , filed: 21/12/2024, Publication Date:  10/01/2025
  • Chakka Madhu Bhushan, Kbp Lakshmi Priya, Surayya Aruvanpuzha, Firoj Gazi, Md Muzakkir Hussain, Dinesh Reddy Vemula, “System And Method For Air Quality Monitoring And Alert Generation Using Artificial Intelligence”,  Application No.202541000511 A, Date of filing  :02/01/2025,  Publication Date : 10/01/2025

JOURNAL PUBLICATIONS

  • V. Dinesh Reddy, B Setz, GSVRK Rao, GR Gangadharan, M Aiello. "Metrics for Sustainable Data Centers”, IEEE Transactions on Sustainable Computing, Vol. 2, No. 3, PP. 290-303, 2017.
  • V. Dinesh Reddy, GSVRK Rao, GR Gangadharan. “Energy-aware virtual machine allocation and selection in cloud data centers”, Soft computing, Springer, Vol. 23 , No. 6,  PP. 1917–1932, 2017.
  • V. Dinesh Reddy, B Setz, GSVRK Rao, GR Gangadharan, M Aiello. “Best Practices for Sustainable Data Centers”, IT Professional, IEEE, Vol. 20 , No. 5, PP. 57-67, 2018.
  • V. Dinesh Reddy, GSVRK Rao. "Meta-heuristic approaches to solve Shortest Lattice Vector Problem", Journal of Discrete Mathematical Sciences & Cryptography, Taylor & Francis, Vol. 24, No. 1, PP. 81–91, 2019.
  • V.Dinesh Reddy, P. Ravi, Ashu Abdul, Mahesh Kumar Morampudi, Sriramulu Bojjagani, ''Techniques for solving Shortest Vector Problem'', International Journal of Advanced Computer Science and Applications, Vol. 12, No. 5,  2021.
  • Sajan Kumar, Sai Risvanth Katragadda, Ashu Abdul, V. Dinesh Reddy, “Extended Graph Convolutional Networks for 3D Object Classification in Point Clouds'', International Journal of Advanced Computer Science and Applications, 12, No. 5, 2021.
  • Sriramulu Bojjagani, P. V. Venkateswara Rao, Dinesh Reddy Vemula, B. Ramachandra Reddy, T Jaya Lakshmi, “A secure IoT-based micro-payment protocol for wearable devices”, Peer-to-Peer Networking and Applications, Springer, 15, pp.1163–1188, 2022
  • V.Dinesh Reddy, M. Mahesh Kumar, S. Maurya, A. Abdul, M. Hussain, I. Kavati "Enhanced Resource Provisioning and Migrating Virtual Machines in Heterogeneous Cloud Data Center", Journal of Ambient Intelligence and Humanized Computing, Springer, Vol 14, PP 12825–12836,  2022.
  • Mahesh Kumar Morampudi, Nagamani Gonthina, Dinesh Reddy Vemula, "Image Description Generator using Residual Neural Network and Long-Short Term Memory", Computer Science Journal of Moldova, 2022, Vol. 31, no. 1, pp. 3-21.
  • Muzakkir Hussain,  Ahmad Taher Azar,  V. Dinesh Reddy et al.,   “SONG: A Multi-Objective Evolutionary Algorithm for Delay and Energy Aware Facility Location in Vehicular Fog Networks”, sensors, MDPI, 23(2), 667, 2023.
  • Maurya, V. Dinesh Reddy et al, “A Discrete Cosine Transform based Intelligent Image Steganography Scheme Using Quantum Substitution Box”,  Quantum Information Processing, Springer, Vol. 22, pp: 206, 2023.
  • Reddy Priya, V.Dinesh Reddy, Anil Carie, Abdur Rashid Sangi, Pallam Ravi.  “Deep Learning image-based automated application on classification of tomato leaf disease by pre-trained deep convolutional neural networks”, Mehran University Research Journal of Engineering and Technology, Vol 42, No 3, 52-58, 2023.
  • Nikhil Kumar Parida, Chandrashekar Jatoth, V. Dinesh Reddy, Md. Muzakkir Hussain &  Jamilurahman Faizi. “Post-quantum distributed ledger technology: a systematic survey”, Scientific Reports, Nature, Vol. 13, No. 20729, 2023.
  • V. Dinesh Reddy, G. Subrahmanya V. R. K. Rao & Marco Aiello, “ Energy efficient resource management in data centers using imitation-based optimization”,  Energy Informatics, Springer, Vol. 7, 106, 2024.

Book Chapters

  • V. Dinesh Reddy, G. R. Gangadharan, G. S. V. R. K. Rao, Marco Aiello. “Efficient resource management in cloud data centers using a hybrid swarm approach”. In: Rout J., Rout M., Das H. (eds) Machine Learning for Intelligent Decision Science. Algorithms for Intelligent Systems. Springer, Singapore, PP. 71-92, 2020.  DOI: 10.1007/978-981-15-3689-2_4, 3rd April 2020.
  • V Dinesh Reddy, K. Nilavan, G.R. Gangadharan, Ugo Fiore. “Forecasting Energy Consumption Using Deep Echo State Networks Optimized with Genetic Algorithm”, In: Artificial Intelligence, Machine Learning, and Data Science Technologies: Future Impact and Well-Being for Society 5.0, CRC Press, Tylor and Francis, PP. 205-217, Oct 2021, ISBN 9781003153405, 1201/9781003153405-11/
  • Dinesh Reddy, Yasaswini Desu, Medarametla Sindhu, Chilukuri Vamsee, Neelissetti Girish, “Text to Image Synthesis Using Multistage Stack GAN”, Handbook of Research on AI Methods and Applications in Computer Engineering, Sanaa Kaddoura (Zayed University, UAE), Chapter 10, IGI Global, Jan 2023, DOI: 10.4018/978-1-6684-6937-8.
  • Dinesh Reddy, Sai Vishnu Vamsi Senagasetty, Krishna Teja Vanka, Mohana Vamsi hara, Rupini Durga Puvvada, Muzakkir Hussain Md, “Nighttime Object Detection: A Night-Patrolling Mechanism Using Object Detection”, Handbook of Research on AI Methods and Applications in Computer Engineering, Sanaa Kaddoura (Zayed University, UAE), Chapter 25, IGI Global, Jan 2023,  DOI: 10.4018/978-1-6684-6937-8, ISBN13: 9781668469378.
  • Surayya, A., Md. Muzakkir Hussain, V. Dinesh Reddy, Ahsan Halimi and Firoj Gazi, “Resource Management in Fog Computing: Overview and   Mathematical Foundation”, in Swarm Intelligence Theory and Applications in Fog Computing, Beyond 5G Networks, and Information Security, Chapter 1, 1-31, CRC Press,  2024, ISBN: 978-1-032-67697-5.
  • Sai Sri Ram Kumar Macha, Pavan Kumar Chinta, Prajwal Katakam, Muzakkir Hussain, Ilche Georgievski and V. Dinesh Reddy, “Optimal Deployment of Multiple IoT Applications on the Fog Computing: A Metaheuristic-Based Approach” in Swarm Intelligence Theory and Applications in Fog Computing, Beyond 5G Networks, and Information Security, Chapter 3, 56-73, CRC Press, 2024, ISBN: 978-1-032-67697-5.

CONFERENCE PUBLICATIONS

  • Subham Kumar Sahoo, Abdhisuta Dash, Dinesh Reddy Vemula, Chinmaya Swain and Sambit Kumar Mishra , Latency Aware – Resource Planning in Edge Using Fuzzy Logic, 2nd International Conference on Ambient Intelligence in Health Care, November 17th - 18th, 2023, Institute of Technical Education and Research Siksha 'O' Anusandhan Bhubaneswar, India, 17-18 Nov. 2023,
  • Bhagyalakshmi P, V. Dinesh Reddy, G. Shanthanu, “Classification of Autism Spectrum Disorder based on Brain Image Data using Deep Neural Networks”,  11th International Conference on Frontiers of Intelligent Computing: Theory and Applications (FICTA 2023), , Cardiff School of Technologies, Cardiff Metropolitan University, Cardiff, United Kingdom, 209-218, 11-12 April 2023
  • Reshma Banu G F, Ali Ahammed, G. Divya, V. Dinesh Reddy et al. “Sentiment Analysis for Real-Time Micro Blogs using Twitter Data”, in Proceedings of the  2nd International Conference for Innovation in Technology (INOCON), Sai Vidya Institute of Technology, Bangalore, 03-05 March 2023,  pages: 1 – 6
  • Mahesh Kumar Morampudi, Nagamani Gonthina, V. Dinesh Reddy and Katta Subba Rao, “Analyzing Student Performance in Programming Education Using Classification Techniques’’, in Proceedings of International Conference on Advancements in Smart, Secure and Intelligent Computing , KIIT-DU Campus, Bhubaneswar,India, November 19-20, Pages:1 – 6, 2022
  • Dinesh Reddy Vemula, Shailendra Kumar Tripathi, et al., “Music Generation Using Deep Learning”, in Proceedings of 2nd International Conference on  Machine Vision & Augmented Intelligence, NIT Jamshedpur, pp 597–607, March 4-6, 2022.
  • K Ilaiah, G K Kumar, M V Gopalachari, E S Babu, R Cheruku, and V Dinesh Reddy. “Non-invertible Cancellable Template for Fingerprint Biometric”, in Proceedings of the 17th  International Conference on information assurance and security, Machine Intelligence Research Labs (MIR Labs), Seattle, WA, United States, December 15-17, Pages 615-624, 2021.
  • Sai Teja, Lasya, Harshitha, Bhargav, N .Bhasker, V. Dinesh  Reddy, A dynamic model and algorithm for real time traffic management, in Proceedings of the 5th International Conference on Smart Computing and Informatics, Vasavi College of Engineering, Hyderabad, India, September 17-18, Pages 599-610, 2021.
  • B. Sriramulu, B. Ramachandra Reddy, M. Sandhya, V. Dinesh Reddy,  “CybSecMLC: A Comparative Analysis on Cyber Security Intrusion Detection Using Machine Learning Classifiers”, in Proceedings of 2nd Symposium on Machine Learning and Metaheuristics Algorithms, and Applications, Chennai, India, October 14–17, 2020, Vol. 1366,  pp: 232–245.
  • V Chandrasekhar, V Dinesh Reddy, GR Gangadharan, Atul Negi,  “Efficient VM placement using modified intelligent water drops algorithm in Cloud Data Centers” in 13th International Conference on Signal Image Technology & Internet Based Systems, 04-07 December 2017, MNIT, Jaipur, Page(s):13 – 20.
  • V Dinesh Reddy, GR Gangadharan, “Towards Internet of Things Architecture for Financial Service Sector" in Proceedings of 3rd IEEE international conference on Recent Advances in Information Technology (RAIT), 03-05 March 2016, IIT Dhanbad, 2016 (DBLP, SCOPUS, Citations: 94). PP: 177 – 181.

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