Sonal Ajay Bankar

@ltce.in

AP, Department of Computer Engineering, LTCE
Lokmanya Tilak College of Engineering, Mumbai University

Sonal Ajay Bankar


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https://researchid.co/sonalbankar
Presently, she is working as Assistant Professor in Lokmanya Tilak College of Engineering, Mumbai University. She has 25 years of experience as an academician. Her research interests focus on Generative Artificial Intelligence, Computer Vision, Natural Language Processing and Machine Learning.

EDUCATION

ME(Computer Engineering), PhD (Pursuing)

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Engineering, Artificial Intelligence, Computer Vision and Pattern Recognition, Computer Science
2

Scopus Publications

22

Scholar Citations

2

Scholar h-index

1

Scholar i10-index

Scopus Publications

  • Performance improvement of selective unidirectional links in cluster based routing
    Sonal A. Bhople, Lata L. Ragha
    2009 2nd International Conference on Emerging Trends in Engineering and Technology Icetet 2009, 2009
    In order to operate as efficiently as possible, appropriate on-demand routing protocols have to be incorporated in the ad hoc networks. Most common routing protocols, simply assume that all network links are bidirectional, and thus may need additional protocol actions to remove unidirectional links from route computations. The proposed algorithm makes use of selective unidirectional links so that the overhead is minimized and connectivity is improved which in turn improves the packet delivery ratio in mobile networks. The proposed protocol also efficiently minimizes the flooding traffic during route discovery and speeds up this process by clustering.
  • A cognitive approach to spectrum sensing in virtual unlicensed wireless network
    Sunita S. Barve, S. B. Deosarkar, Sonal A. Bhople
    Proceedings of the International Conference on Advances in Computing Communication and Control Icac3 09, 2009
    Today's wireless networks are characterized by a fixed spectrum assignment policy. However, a large portion of the assigned spectrum is used sporadically and geographical variations in the utilization of assigned spectrum ranges from 15% to 85% with a high variance in time. The limited available spectrum and the inefficiency in the spectrum usage necessitate a new communication paradigm to exploit the existing wireless spectrum opportunistically. In contrast to current systems where the spectrum allocation is static, future cognitive radio devices will be able to seek and use in a dynamic way the frequencies for network access; this will be done by autonomous detection of vacant bands in the radio spectrum. This new networking paradigm is referred to as NeXt Generation Networks or Dynamic Spectrum Access (DSA) or cognitive radio networks. In this paper the novel functionalities and current research challenges of the cognitive networks are explained in detail. More specifically, a brief overview of the cognitive radio technology is provided and the cognitive network architecture is introduced. Moreover, the cognitive network functions such as spectrum management, spectrum mobility and spectrum sharing are explained in detail. Open research issues in these areas are also outlined.

RECENT SCHOLAR PUBLICATIONS

  • A Review Study on Personal Finance Manager Application in the Age of AI
    NC Gharde, J Jadhav, VG Ingole, SA Bankar, S Yadav
    2026 International Conference on Communication, Computing and Emerging … , 2026
    2026.0
  • Next-Gen AI healthcare: Integrated mental and medication platform
    SA Bankar, DB Mahoday, AP Pathak, DB Bedare, IP Samel
    Artificial Intelligence and Sustainable Innovation, 589-595 , 2026
    2026.0
  • From words to faces: A GAN-based approach for text-driven face generation
    SA Bankar, SY Ket
    Artificial Intelligence and Sustainable Innovation, 67-73 , 2026
    2026.0
  • Insights into Women’s Sentiments on Breast Cancer Detection, Causes, and Treatments: A Comprehensive Analysis
    K Kumavat, J Jadhav, T Shinde, R Papalkar, S Yadhav, S Bankar
    Artificial Intelligence in Oncology: Cancer Diagnosis and Treatment, Medical … , 2025
    2025.0
  • An analysis of text-to-image synthesis
    SA Bankar, S Ket
    Proceedings of the International Conference on Smart Data Intelligence … , 2021
    2021.0
    Citations: 12
  • Managing Data Privacy in Smart Health and Smart Vehicle
    K Siddavatam, S Bankar, S Yadav
    i-Manager's Journal on Wireless Communication Networks 7 (1), 40 , 2018
    2018.0
  • A Survey on Automatic Emergency Alert and Rescue Services for Vehicle Accidents
    PSB HEMANTKUMAR G SARODE
    International Journal of Innovative Research in Computer and Communication … , 2017
    2017.0
  • Web page Annotation Using Web Usage Mining and Domain Knowledge Ontology
    P Chavan, B Sonal
    International Journal of Modern Trends in Engineering & Research , 2016
    2016.0
  • Acknowledged Routing Using Cluster Based Approach in Wireless Sensor Network
    SS Jadhav, SA Bankar
    Networking and Communication Engineering, 307-311 , 2014
    2014.0
  • Contextual information search based on domain using query expansion
    S Bankar, R Nagpure
    International Journal of Emerging Trends and Technology in Computer Science … , 2014
    2014.0
    Citations: 2
  • Performance Improvement of Selective Unidirectional Links in Cluster Based Routing
    SA Bhople, LL Ragha
    2009 Second International Conference on Emerging Trends in Engineering … , 2009
    2009.0
  • A cognitive approach to spectrum sensing in virtual unlicensed wireless network
    SS Barve, SB Deosarkar, SA Bhople
    Proceedings of the International Conference on Advances in Computing … , 2009
    2009.0
    Citations: 8
  • Intelligent Web Recommender System Based on Semantic Enhanced Approach
    PP Chavan, S Bankar
    International Journal on Recent and Innovation Trends in Computing and … , 0
  • Domain based contextual search using Query expansion
    S Bankar, R Nagpure

MOST CITED SCHOLAR PUBLICATIONS

  • An analysis of text-to-image synthesis
    SA Bankar, S Ket
    Proceedings of the International Conference on Smart Data Intelligence … , 2021
    2021.0
    Citations: 12
  • A cognitive approach to spectrum sensing in virtual unlicensed wireless network
    SS Barve, SB Deosarkar, SA Bhople
    Proceedings of the International Conference on Advances in Computing … , 2009
    2009.0
    Citations: 8
  • Contextual information search based on domain using query expansion
    S Bankar, R Nagpure
    International Journal of Emerging Trends and Technology in Computer Science … , 2014
    2014.0
    Citations: 2
  • A Review Study on Personal Finance Manager Application in the Age of AI
    NC Gharde, J Jadhav, VG Ingole, SA Bankar, S Yadav
    2026 International Conference on Communication, Computing and Emerging … , 2026
    2026.0
  • Next-Gen AI healthcare: Integrated mental and medication platform
    SA Bankar, DB Mahoday, AP Pathak, DB Bedare, IP Samel
    Artificial Intelligence and Sustainable Innovation, 589-595 , 2026
    2026.0
  • From words to faces: A GAN-based approach for text-driven face generation
    SA Bankar, SY Ket
    Artificial Intelligence and Sustainable Innovation, 67-73 , 2026
    2026.0
  • Insights into Women’s Sentiments on Breast Cancer Detection, Causes, and Treatments: A Comprehensive Analysis
    K Kumavat, J Jadhav, T Shinde, R Papalkar, S Yadhav, S Bankar
    Artificial Intelligence in Oncology: Cancer Diagnosis and Treatment, Medical … , 2025
    2025.0
  • Managing Data Privacy in Smart Health and Smart Vehicle
    K Siddavatam, S Bankar, S Yadav
    i-Manager's Journal on Wireless Communication Networks 7 (1), 40 , 2018
    2018.0
  • A Survey on Automatic Emergency Alert and Rescue Services for Vehicle Accidents
    PSB HEMANTKUMAR G SARODE
    International Journal of Innovative Research in Computer and Communication … , 2017
    2017.0
  • Web page Annotation Using Web Usage Mining and Domain Knowledge Ontology
    P Chavan, B Sonal
    International Journal of Modern Trends in Engineering & Research , 2016
    2016.0
  • Acknowledged Routing Using Cluster Based Approach in Wireless Sensor Network
    SS Jadhav, SA Bankar
    Networking and Communication Engineering, 307-311 , 2014
    2014.0
  • Performance Improvement of Selective Unidirectional Links in Cluster Based Routing
    SA Bhople, LL Ragha
    2009 Second International Conference on Emerging Trends in Engineering … , 2009
    2009.0
  • Intelligent Web Recommender System Based on Semantic Enhanced Approach
    PP Chavan, S Bankar
    International Journal on Recent and Innovation Trends in Computing and … , 0
  • Domain based contextual search using Query expansion
    S Bankar, R Nagpure

Publications

“A survey on Automatic Emergency Alert and Rescue Services for Vehicle Accidents” in IJIRCC, 2017 (ISSN 2320-9798).
“Web page Annotation using web usage mining and domain knowledge ontology” in IJMTR, 2016 (ISSN 2393-8161).
“Security Guidance for Critical Areas of Mobile Computing” in IJRAT, 2016 (ISSN 2321-9637).
“Intelligent Web Recommender System based on Semantic Enhanced Approach” in IJRITCC, 2016 (ISSN 2321-8169).
“Webpage Annotation using Web Usage Mining & Domain Knowledge Ontology” in IJRITCC, 2016 (ISSN 2321-8169).
Acknowledged Routing using Cluster Based Approach in Wireless Sensor Networks (UNPAID) in CIIT Network and Communication Engineering, 2014.
“Domain based Contextual search using Query Expansion” in IJCTA3, 2014 (ISSN 2229-6093)
“Contextual information search based on domain using QueryExpansion” in IJETT , 2014 (ISSN 2278-6856)
“A survey of data mining approaches for intrusion detection system” in International conference ICETTA 2013, held at Yadavrao Tasgaonkar College of Engineering and Management.
“Analysis of enhanced AODV Routing protocol for wired and mobile ad-hoc network using WIMAX stand” in International conference ICETTA 2013, held at Yadavrao Tasgaonkar College of Engineering and Management.
“Compression Scheme for a bayer pattern color filter digital camera images” in International conference ICETTA 2013, held at Yadavrao Tasgaonkar College of Engineering and Management.
“ATM transaction via bluetooth for physically impaired using