KrishnaRao Patwari

@gcet.edu.in

Assistant Professor and Computer Science and Engineering Department
Geethanjali College of Engineering & Technology(UGC Autonomous), Hyderabad, Telangana, India

KrishnaRao Patwari


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https://researchid.co/pkrishnaraocse

EDUCATION

PhD Pursuing of CSE in GIET University, Gunupur,Odisha, India
M.Tech of CSE in School Of IT, JNTU, Hyderbad, Telanagana, India
B.Tech of CSIT in G.PullaReddy Engg. College, Kurnool, A.P, India

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Science, Computer Engineering, Software, Artificial Intelligence
2

Scopus Publications

1

Scholar Citations

1

Scholar h-index

Scopus Publications

  • Reinforcement Learning-Based Framework for Optimal Task Scheduling in Cloud Computing
    KrishnaRao Patwari, Raghvendra Kumar, J.S.V.R.S. Sastry, J.S. Ishaani Priyadarshini, Tran Ha Thanh, Vu Trong Hieu
    Journal of Science and Transport Technology, 2026
    Cloud computing enables the execution of large-scale computing tasks in a pay-per-use manner, allowing users worldwide to submit diverse workloads to cloud infrastructures. In this context, efficient task scheduling plays a crucial role in ensuring quality of service and optimal resource utilization. Existing cloud task scheduling approaches are largely based on heuristic or learning-based methods; however, heuristic approaches lack adaptability to dynamic runtime conditions. To address these limitations, this paper proposes a reinforcement learning–based framework for optimal task scheduling in cloud computing. The scheduling problem is modeled as a Markov Decision Process (MDP) and solved using a reinforcement learning–based optimal task scheduling algorithm (RL-OTS) that learns scheduling policies through continuous interaction between the environment and the decision-making agent. The proposed framework dynamically selects scheduling actions based on the observed system state to improve scheduling efficiency under varying workload conditions. An empirical evaluation conducted using heterogeneous workloads of 2000, 5000, and 10000 jobs demonstrates that the proposed RL-OTS algorithm consistently outperforms several state-of-the-art scheduling methods, achieving success rates of 81.10%, 80.10%, and 80.20%, respectively. These results highlight the effectiveness of reinforcement learning for adaptive and intelligent task scheduling in cloud computing environments.
  • A Systematic Review of Optimal Task Scheduling Methods Using Machine Learning in Cloud Computing Environments
    Krishna Rao Patwari, Raghvendra Kumar, J. S. V. R. S. Sastry
    Lecture Notes in Networks and Systems, 2025

RECENT SCHOLAR PUBLICATIONS

  • Reinforcement Learning-Based Framework for Optimal Task Scheduling in Cloud Computing
    KR Patwari, R Kumar, J Sastry, JSI Priyadarshini, TH Thanh, VT Hieu
    Journal of Science and Transport Technology, 232-255 , 2026
    2026
  • GITAGPT- ULTIMATE GUIDE TO TIMELESS WISDOM
    PKR ,Mandadi Harshitha Reddy, Nadimpally Vaishnavi Devi, Banala Prabhakar
    International Journal of Research and Analytical Reviews (IJRAR) 12 (2), 971-976 , 2025
    2025
  • AI Personal Study Buddy: A Web-Based Adaptive Scheduling and Summarization Assistant for Academic Support
    PKR , M Vignesh, A Devi Sri, R Akash
    International Journal of Scientific Development and Research (IJSDR) 10 … , 2025
    2025
  • Evaluating the Impact of Quantum Algorithms on Modern Cybersecurity Mechanisms
    MS Mallu Shiva Rama Krishna, Patwari KrishnaRao
    International Journal of Scientific Research in Engineering and Management … , 2025
    2025
  • Learning in Cloud Computing
    KR Patwari, R Kumar, J Sastry
    Advances in Information Communication Technology and Computing: Proceedings … , 2024
    2024
  • A Systematic Review of Optimal Task Scheduling Methods Using Machine Learning in Cloud Computing Environments
    KR Patwari, R Kumar, J Sastry
    International Conference on Advances in Information Communication Technology … , 2024
    2024
    Citations: 1
  • Dynamic Web Weaver
    PKR , Rama Rahul, M. Sai Sri Vishnu, T. Abhinav Mithra
    International Journal of Science & Engineering Development Research 9 (4 … , 2024
    2024
  • Facial Expression Analysis for Stress Detection in IT Professionals: A Machine Learning and Image Processing Framework
    PKR , S Sreeya, V Pragna Sri, E Madhusudhan Yadav
    INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH 9 (4), 1338 -1342 , 2024
    2024
  • Intelligent Employee Activity Detector in Restaurant using Pretrained ResNet DeepLearning Model
    P KrishnaRao
    International Journal of Engineering Science and Computing (IJESC) 11 (11 … , 2021
    2021
  • Cloud Consistency Maintaining as a service model for Auditing
    PKR , T Shravan Kumar
    International Journal of Innovation in Engineering and Technology (IJIET) 16 … , 2020
    2020
  • Assumption of client uploaded for content Distribution System
    PSP KrishnaRao
    International Journal of Electrical And Computer Communication Engineering … , 2018
    2018
  • Annotating Search results from Web Data Bases
    KBSKP KrishnaRao
    International Journal of Electrical And Computer Communication Engineering … , 2017
    2017
  • An Efficient Scalable Data Sharing in Cloud Storage using Key- Aggregate Cryptosystem
    MDHBP KrishnaRao
    International Journal of Innovative Technologies (IJITECH) 2 (7, ISSN: 2321 … , 2016
    2016
  • Risk Aware and Response Mechanism for MANET Routing Attacks
    PKRG Spandana
    International Journal of Recent Trends in Engineering & Research (IJRTER) 2 … , 2016
    2016
  • An Comprehensive Survey on Providing Efficient Driving Directions Using GPS and Driver’s Ability
    GSP KrishnaRao
    International Journal of Computer Sciences and Engineering (IJCSE) 2 (7,ISSN … , 2014
    2014
  • Effectual User Navigation through Advance website Organization
    DADBP KrishnaRao
    International Journal of Advanced Computing(IJAC) 6 (2,ISSN: 0975-7686) , 2014
    2014
  • Efficient Processing of Text Searches Using Keywords on a Wireless Broadcast Channel
    PKR K SureshBabu
    International Journal of Engineering and Management Research (IJEMR) 4 (2 … , 2014
    2014
  • Selecting Attribute to Stand out in the Competitive World
    MMP KrishnaRao
    International Journal of Scientific and Research Publications(IJSRP) 3 (3 … , 2013
    2013

MOST CITED SCHOLAR PUBLICATIONS

  • A Systematic Review of Optimal Task Scheduling Methods Using Machine Learning in Cloud Computing Environments
    KR Patwari, R Kumar, J Sastry
    International Conference on Advances in Information Communication Technology … , 2024
    2024
    Citations: 1
  • Reinforcement Learning-Based Framework for Optimal Task Scheduling in Cloud Computing
    KR Patwari, R Kumar, J Sastry, JSI Priyadarshini, TH Thanh, VT Hieu
    Journal of Science and Transport Technology, 232-255 , 2026
    2026
  • GITAGPT- ULTIMATE GUIDE TO TIMELESS WISDOM
    PKR ,Mandadi Harshitha Reddy, Nadimpally Vaishnavi Devi, Banala Prabhakar
    International Journal of Research and Analytical Reviews (IJRAR) 12 (2), 971-976 , 2025
    2025
  • AI Personal Study Buddy: A Web-Based Adaptive Scheduling and Summarization Assistant for Academic Support
    PKR , M Vignesh, A Devi Sri, R Akash
    International Journal of Scientific Development and Research (IJSDR) 10 … , 2025
    2025
  • Evaluating the Impact of Quantum Algorithms on Modern Cybersecurity Mechanisms
    MS Mallu Shiva Rama Krishna, Patwari KrishnaRao
    International Journal of Scientific Research in Engineering and Management … , 2025
    2025
  • Learning in Cloud Computing
    KR Patwari, R Kumar, J Sastry
    Advances in Information Communication Technology and Computing: Proceedings … , 2024
    2024
  • Dynamic Web Weaver
    PKR , Rama Rahul, M. Sai Sri Vishnu, T. Abhinav Mithra
    International Journal of Science & Engineering Development Research 9 (4 … , 2024
    2024
  • Facial Expression Analysis for Stress Detection in IT Professionals: A Machine Learning and Image Processing Framework
    PKR , S Sreeya, V Pragna Sri, E Madhusudhan Yadav
    INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH 9 (4), 1338 -1342 , 2024
    2024
  • Intelligent Employee Activity Detector in Restaurant using Pretrained ResNet DeepLearning Model
    P KrishnaRao
    International Journal of Engineering Science and Computing (IJESC) 11 (11 … , 2021
    2021
  • Cloud Consistency Maintaining as a service model for Auditing
    PKR , T Shravan Kumar
    International Journal of Innovation in Engineering and Technology (IJIET) 16 … , 2020
    2020
  • Assumption of client uploaded for content Distribution System
    PSP KrishnaRao
    International Journal of Electrical And Computer Communication Engineering … , 2018
    2018
  • Annotating Search results from Web Data Bases
    KBSKP KrishnaRao
    International Journal of Electrical And Computer Communication Engineering … , 2017
    2017
  • An Efficient Scalable Data Sharing in Cloud Storage using Key- Aggregate Cryptosystem
    MDHBP KrishnaRao
    International Journal of Innovative Technologies (IJITECH) 2 (7, ISSN: 2321 … , 2016
    2016
  • Risk Aware and Response Mechanism for MANET Routing Attacks
    PKRG Spandana
    International Journal of Recent Trends in Engineering & Research (IJRTER) 2 … , 2016
    2016
  • An Comprehensive Survey on Providing Efficient Driving Directions Using GPS and Driver’s Ability
    GSP KrishnaRao
    International Journal of Computer Sciences and Engineering (IJCSE) 2 (7,ISSN … , 2014
    2014
  • Effectual User Navigation through Advance website Organization
    DADBP KrishnaRao
    International Journal of Advanced Computing(IJAC) 6 (2,ISSN: 0975-7686) , 2014
    2014
  • Efficient Processing of Text Searches Using Keywords on a Wireless Broadcast Channel
    PKR K SureshBabu
    International Journal of Engineering and Management Research (IJEMR) 4 (2 … , 2014
    2014
  • Selecting Attribute to Stand out in the Competitive World
    MMP KrishnaRao
    International Journal of Scientific and Research Publications(IJSRP) 3 (3 … , 2013
    2013