Birla Institute of Technology, Mesra
Dr. Shruti Garg
Assistant Professor, Computer Science and Engg
Ph.D.(Engineering)
Contact Address
Permanent Address C-II/60 BIT Mesra Ranchi
Local Address Dept of CSE BIT Mesra Ranchi
Phone (Office) 09430730791
Phone Residence 09430730791
Email Id gshruti@bitmesra.ac.in
Joined Institute on : 1-Jun-2007

  Work Experience
 
Teaching : 19 Years

Research : 14 Years

Individual: 7 Years

  Professional Background

June 2007- Present          Assistant Professor, BIT, Mesra, Ranchi(Jharkhand)

July 2006 – May 2007     Lecturer, SRMSCET, Bareilly (U.P.)

July 2004- July 2005        Project Associate, IIIT, Allahabad(U.P.)

Jan 2003- July 2004         Lecturer, Banasthali Vidyapith, Banasthali (Raj.)

Additional Responsibility

Assistant Warden at Hostel-9

Placement Coordinator of CSE Department

PG MOOC Coordinator of CSE Department

PHD ongoing

Neha Prerna Tigga PHD/CS/10052/18

Quazi Warisha Ahmed PHD/CS/10060/17

Abgeena  PHD/CS/10006/21

MTech Student Guided

Suchismita Das(MT/CS/1004/2010)                          2012      Content Based Image Retrieval

Rati Jha(MT/CS/1006/2010)                                       2012      Image Restoration for Digital Paintings

Saudul Islam(MT/CS/10005/2013)                            2015      Automatic Text Summarization of  Video Lectures using Subtitles

Ankur Singh(MT/CS/10007/2013)                             2015      PicWords: Creating Pictures by its Keywords

Rajesh Kumar Singh(MT/CS/10004/2014)               2016      Art Forgery

AnuPriya(MT/IS/10006/2017)                                    2019      Develop and Analysis the Bluetooth Features

Gaurav Kumar(MT/CS/10012/2018)                         2020      Speech Emotion Recognition using CNN

Prince kumar(MT/CS/10005/18)                               2020      Identification of psychological disorders using machine learning methods

Kanchan Lata Kujur(MT/CS/10009/19)                    2021      Lung disease identification using medical images  by convolution neural network

Vivek Kumar(MT/ITY/10005/20)                                2022       Identification of Distributed Denail of Service attack

Ankit Kumar Misra(MT/CS/10013/20)                            2022       Malware detection for IOT Resources

Rashmi(MT/IS/10008/20)                                               2022        Identification of Emotion resilience in different personalities

Subrato Kumar(MT/ITY/10004/21)                           Ongoing         Identification of Fake and Real Images

  Research Areas
 

Identification of different emotions in evoked state in Biomedical Signals

Identification of psychological disorders in Biomedical Signals

Deep learning/Machine learning/Artificial Intelligence/Data Science

Topic identification/Document clustering

  Publications
 

Journal Publications (550+ Citations, Average Impact Factor 3.85)

  • Abgeena, Shruti Garg,A novel convolution bi-directional gated recurrent unit neural network for emotions recognition in the multichannel Electroencephalogram signals” preprint published in Technology and Health Care, IOS press E-ISSN 1878-7401 IF 1.2 [SCIE] 10.3233/THC-220458
  • Neha Prerna Tigga, Shruti Garg, "Efficacy of novel attention-based gated recurrent units transformer for depression detection using electroencephalogram signals", Health Information Science and Systems 11 no 1(2023):  ISSN 2047-2501, IF 5.0 [SCIE] https://doi.org/10.1007/s13755-022-00205-8
  • L. Selvam, Shruti Garg, R. Murali Prasad, Shamimul Qamar, K. Mohana Lakshmi, Vallabhuni Rajeev Ratna, “Collaborative autonomous system based wireless security in signal processing using deep learning techniques”, Optik, 272, 2023, 170313, ISSN 0030-4026, IF 5.0 [SCIE] https://doi.org/10.1016/j.ijleo.2022.170313
  • Shruti Garg, Vivek Kumar, and Srinivasa Rao Payyavula. "Identification of Internet of Things (Iot) Attacks Using Gradient Boosting: A Cross Dataset Approach." Telematique (2022): 6982-7012.[ESCI]
  • Ahmed Quazi Warisha, Shruti Garg, “Double Diagonal Puzzle Encryption Standard-512 for Securing Data over Cloud Environment." Journal of Grid Computing, 20, no. 3 (2022): 1-17. Springer. E-ISSN 1572-9184 IF 4.674 [SCIE] https://doi.org/10.1007/s10723-022-09612-3
  • Singhal, Anjali, Neeta Kumari, Pooja Ghosh, Yashwant Singh, Shruti Garg, Maulin P. Shah, Pawan Kumar Jha, and D. K. Chauhan. "Optimizing cellulase production from Aspergillus flavus using response surface methodology and machine learning models." Environmental Technology & Innovation (2022), Elsevier E-ISSN 2352 1864 p. 102805  IF 7.758 [SCIE] https://doi.org/10.1016/j.eti.2022.102805
  • Ahmed, Quazi Warisha, Shruti Garg, Amrita Rai, Manikandan Ramachandran, Noor Zaman Jhanjhi, Mehedi Masud, and Mohammed Baz. "AI-Based Resource Allocation Techniques in Wireless Sensor Internet of Things Networks in Energy Efficiency with Data Optimization." Electronics 11, no. 13 (2022), MDPI, E-ISSN 2079 9292 P. 2071 IF 2.690 [SCIE] doi: 10.3390/electronics11132071
  • Neha Prerna Tigga, Shruti Garg, “Prediction of Global Psychological Stress and Coping Induced by the COVID-19 Outbreak: A Machine Learning Study”, published in Alpha Psychiatry journal, AVES E-ISSN 2757-8038 IF 0.658. [SCIE] doi: 10.5152/alphapsychiatry.2022.21797
  • Shruti Garg, Soumyajit Behera, Rahul Kumar Patro, Ashwani Garg, “Deep Neural Network for Electroencephalogram based Emotion Recognition”, In: the IOP : Materials Science & Engineering (MSE), Sep 2021, IF: 0.7 E-ISSN: 1757-899X Volume 1187, paper id 012012. IOP Publishing doi:10.1088/1757-899X/1187/1/012012.

    Shruti Garg, Rahul Kumar Patro, Soumyajit Behera, Neha Prerna Tigga, Ranjita Pandey, “An Overlapping Sliding Window and Combined Features based Emotion Recognition System for EEG Signals” In: Applied Computing and Informatics journal, Emerald publishing. E-ISSN:2634-1964 IF 6.82 (Scopus) doi/10.1108/ACI-05-2021-0130 Aug 2021

    Shruti Garg, Ashwani Garg, ”Comparison of Machine learning Algorithms for Content Based Personality Resolution of Tweets” In: Social Science and Humanities Open, 4(1), June 2021, Elsevier, E-ISSN: 2590-2911. https://doi.org/10.1016/j.ssaho.2021.100178

    • Quazi Warisha Ahmed, Shruti Garg, "Energetic Data Security Management Scheme using Hybrid Encryption Algorithm over Cloud Environment." In: Turkish Journal of Computer and Mathematics Education (TURCOMAT) Vol.12, no. 6, pp. 201-208, April 2021. E-ISSN 1390-4653 https://doi.org/10.17762/turcomat.v12i6.1289

    • Puja Gupta, Shruti Garg, “Breast Cancer Prediction using varying Parameters of Machine Learning Models”, In: Procedia Computer Science journal, Vol. 171C, May 2020, pp. 587-595, Elsevier. (Scopus) E-ISSN: 1877-0509 IF 2.09 https://doi.org/10.1016/j.procs.2020.04.064.

    • Prince Kumar, Shruti Garg, Ashwani Garg, “Assessment of Anxiety, Depression and Stress using Machine Learning Models,” In: Procedia Computer Science journal, Vol. 171C, May 2020, pp. 2073-2083, Elsevier. (Scopus) E-ISSN: 1877-0509 IF 2.09 https://doi.org/10.1016/j.procs.2020.04.213.

    • Anupriya, Shruti Garg, Neha Prerna Tigga, “Predicting Anxiety, Depression and Stress in Modern Life using Machine Learning Algorithms,” In: Procedia Computer Science journal, Vol. 167, Apr 2020, pp. 1258-1267, Elsevier. (Scopus) E-ISSN: 1877-0509 IF 2.09 https://doi.org/10.1016/j.procs.2020.03.442.

    • Neha Prerna Tigga, Shruti Garg, “Prediction of Type 2 Diabetes using Machine Learning Classification Methods,” In: Procedia Computer Science journal, Vol. 167, Apr 2020, pp. 706-716, Elsevier. (Scopus), E-ISSN: 1877-0509 IF 2.09 https://doi.org/10.1016/j.procs.2020.03.336.

    Dataset Available at: Diabetes Dataset 2019 | Kaggle

    • Neeta Kumari, Shruti Garg, Anjali Singhal, Madan Kumar, Mallika Bhattacharya, Pawan Kumar Jha, Devendra Kumar Chauhan, Indu Shekhar Thakur, “Optimizing pretreatment of Leucaena leucocephala using artificial neural networks (ANNs),” In: Bioresource Technology Reports journal, 7, 2019, Elsevier. (Scopus) E-ISSN 2589- 014X IF 3.889 https://doi.org/10.1016/j.biteb.2019.100289 ISSN: 2589-014X.

    Shruti Garg, “A Study of Retrieval Methods of Multi-Dimensional Images in Different Domains,” In: (IJACSA) International Journal of Advanced Computer Science and Applications, Vol. 9, No.10, Oct 2018, pp. 329-341, E- ISSN 2156-5570.(ESCI, Scopus, Web of Science). IF 1.3

    Shruti Garg, “Classification of Cracks Old Digital Paintings using Fuzzy Entropy Based Clustering,” In: International Journal of Engineering Research in Computer Science and Engineering (IJERCSE), vol. 3, issue 6, June 2016, pp. 133-139 E-ISSN: 2390-2324.

    • Ankur Singh, Shruti Garg, “PicWords: Creating Pictures by its keywords,” In: International Research Journal of Engineering and Technology (IRJET), Vol. 02 Issue 02, May-2015, pp. 753-762, E-ISSN 2395 -0056.

    Shruti Garg, G. Sahoo, “Cracks and Brush Strokes Classification in Old Digital Paintings using Clustering Methods,” In: European Journal of Scientific Research, FRDN Incorporated, Vol. 128, No. 1, Jan. 2015, pp. 18-34, FRDN, E-ISSN 1450-216X.(Scopus).

    Shruti Garg, G. Sahoo, “Analysis of Crack Filling Filters for Restoration of Old Digital Paintings,” In: International Journal of Applied Engineering Research, Vol. 9, No. 24, 2014, pp. 26225-26242, Research India Publication, E-ISSN: 0973-4562.(Scopus).

    Shruti Garg, G. Sahoo, “Classification of Cracks and Brush Strokes in Old Digital Paintings,” International Journal of Recent Trends in Engineering and Technology, Vol. 11, June 2014, pp. 493-502, ACEEE, E-ISSN: 2158-5563.

    Shruti Garg, G. Sahoo, “Virtual Restoration of Old Digital Paintings,” In: International Journal of Computer Science and Engineering (IJCSE), Vol. 2, Issue 3, July 2013, pp. 35-46, IASET, E-ISSN 2278-9960.

    Shruti Garg, G. Sahoo, “Crack Classification and Interpolation of Old Digital Paintings,” In: International Journal of Computer Sciences and Applications, Vol. 1, Issue 5, June 2013, pp. 85-90, Sciepub, E-ISSN 2328-725X.

    • Suchismita Das, Shruti Garg, G. Sahoo, “Comparison of Content Based Image Retrieval System using Wavelet Transform and Curvelet Transform,” In: International Journal of Multimedia and Its Applications(IJMA), Vol. 4, No. 4, Aug 2012, pp. 138-154, AIRCC, E-ISSN 0975-5578.

    • Suchismita Das, Shruti Garg, G. Sahoo, “Relevance Feedback Technique in Context Based Image Retrieval System,” In: International Journal of Graphics and Image Processing, Vol. 1, Issue 2, pp. 215-220, Nov 2011, IFRSA, E-ISSN 2249-5452.

    • Rati Jha, Shruti Garg, G. Sahoo, “Crack Filling in Old Digital Paintings,” In: International Journal of Graphics and Image Processing, Vol. 1, Issue 2, pp. 210-214, Nov 2011, IFRSA, E-ISSN 2249-5452.

Book Chapters 

  • Shruti Garg, Forecasting of Gold Prices Using Bayesian Regularization Neural Network. In: Nath V., Mandal J.K. (eds) Proceedings of International Conference on Nanoelectronics, Circuits and Communication Systems 2019, Lecture Notes in Electrical Engineering, Vol. 692, 2021, pp. 147-153 Springer, Singapore. DOI:10.1007/978-981-15-7486-3_15 ISBN 978-981-15-7486-3 
  • Neha Prerna Tigga, Shruti Garg, Predicting Type 2 Diabetes Using Logistic Regression,” In: Nath V., Mandal J.K. (eds) Proceedings of the Fourth International Conference on Microelectronics, Computing and Communication Systems. Lecture Notes in Electrical Engineering, Vol 673, 2021, pp. 491-500, Springer, Singapore. DOI:10.1007/978-981-15-5546-6_42 ISBN: 978-981-15-5546-6 
  • Anupriya, Shruti GargA Comparison of Prediction Capabilities of Bayesian Regularization and Levenberg–Marquardt Training Algorithms for Cryptocurrencies,” In: Satapathy S., Bhateja V., Mohanty J., Udgata S. (eds) Smart Intelligent Computing and Applications. Smart Innovation, Systems and Technologies, Vol. 159, 2020, pp. 657-664, Springer, Singapore. DOI:10.1007/978-981-13-9282-5_62 ISBN: 978-981-13-9282-5 
  • Shruti Garg, "Automatic text summarization of video lectures using subtitles." In: Recent Developments in Intelligent Computing, Communication and Devices, Vol. 555, 2017, pp. 45-52. Springer, Singapore. DOI: 10.1007/978-981-10-3779-5_7 ISBN: 978-981-10-3779-5 
  • Shruti Garg, G. Sahoo, “A Comparative Study of Classification Methods for Cracks in Old Digital Paintings,” In: Advances in Engineering and Technology Series (AETS), Vol. 3, 2013, pp. 463-468, DOI: 03.AETS.2013.3.253 ACEEE, ISBN: 2214-0344.  
  • Suchismita Das, Shruti Garg , G. Sahoo, “Comparison of Content Based Image Retrieval System using Wavelet Transform,” In: Advances in Computer Science, Engineering & Applications, Vol. 166, 2012, pp. 639-648, Springer-Verlag. DOI: 10.1007/978-3-642-30157-5_64 ISBN: 978-3-642-30157-5 

Conference Publications 

  • Shruti Garg, Rashmi, Ranjita Pandey, Ashwani Garg, Assessment of the Impact of Personality Characteristic on Emotion Resilience, accepted in 2022 8th International Conference on Advanced Computing and Communication Systems (ICACCS), Organized by Sri Eshwar College of Engineering, Coimbatore, Tamilnadu, India on 25-26 March 2022 DOI: 10.1109/ICACCS54159.2022.9785132 
  • Vivek Kumar, Ankit Kumar, Shruti Garg, Srinivasa Rao Payyavula, Boosting Algorithm for identifying Distributed Denial of Service Attack, accepted for 3rd International Conference of Emerging Electrical Energy, Electronics and Computing Technologies, 2021 Conference proceedings will publish in IOP: Journal of Physics Conference Series (SCOPUS Indexed). Date of Conference 21-22 Dec 2021 organized by Universiti Malaysia Perlis. 
  • Neha Prerna Tigga, Shruti Garg, Ranjita Pandey, A Multiclass Emotion Recognition using Hybrid CNN-LSTM Neural Network, presented in 1st International Conference on Nanoelectronics Machine Learning Internet of Things & Computing Systems (NMIC-2021) organized by IETE & ISVE Ranchi Centre on 13-14th March 2021 at ARTTC, BSNL near Jumar River, Hazaribag Road, Ranchi. .(To be publish in Lecture Notes of Electrical Engineering, Springer) 
  • Quazi Warisha Ahmed, Shruti Garg, “Understanding Information Security through Advanced Encryption Standard” presented in First Online International Conference on “Continuity, Consistency and Innovation in Applied Sciences and Humanities” (ICCIASH-2020) organized by Department of Science and Humanities, St. Martin’s Engineering College, Dhulapally, Secunderabad, T.S, India on 13th-14th August 2020. 
  • Puja Gupta, Shruti Garg, Ashwani Garg, “Convolution Neural Network for Lung Cancer” presented in International Conference on Recent Trends in Artificial Intelligence, IOT, Smart Cities and Applications (ICAISC 2020), 28-29 Feb. 2020 held at Chaibasa Engineering College, Jharkhand -833201, India sponsored by TEQIP-III. http://dx.doi.org/10.2139/ssrn.3562893 (Available in SSRN digital library) 
  • Shruti Garg, Gaurav Kumar, Ashwani Garg, “Convolution Neural Network for Speech Emotion Recognition,” presented in 2nd  International Conference of Energy Systems, Drives and Automations (ESDA2019), 28-29 Dec. 2019 held at Kolkata, West Bengal, India organized by Applied Computer Technology, Kolkata. 
  • Puja Gupta, Shruti Garg, “Convolution Neural Network for Skin Cancer”, presented in 2ND International Conference of Energy Systems, Drives and Automations (ESDA2019), 28-29 Dec. 2019 held at Kolkata, West Bengal, India organized by Applied Computer Technology, Kolkata. 
  • Quazi Warisha Ahmed, Shruti Garg, “A cloud computing based advanced encryption standards,” In: proceedings of 3rd International Conference on IOT in Social, Mobile, Analytics and cloud(ISMAC 2019), 12-14 Dec. 2019 held at SCAD Institute of Technology, Palladam, Coimbatore, pp. 89-95 DOI: 10.1109/I-SMAC47947.2019.9032581 (Available on IEEE Explorer) 
  • Anupriya, Shruti Garg, "Autoregressive Integrated Moving Average Model based Prediction of Bitcoin Close Price," In: proceedings of 2018 International Conference on Smart Systems and Inventive Technology (ICSSIT), Tirunelveli, India, 2018, pp. 473-478. DOI: 10.1109/ICSSIT.2018.8748423 (Available on IEEE Explorer) 13-14 Dec 2018. 
  • Shruti Garg, “Analysis of Cryptocurrencies: Why Bitcoin Is Leader?” In: proceedings of 2nd International Conference on Recent Research and Innovations in Social Science, Humanities (ICRRISH-2018), 16 Sep. 2018 help at North West Regional Centre Punjab University Campus, Chandigarh(India), ISBN: 978-93-87433. 
  • Shruti Garg, “A survey on NPR packing techniques”, In: proceedings of International Conference on Emerging Trends in Engineering and Technology, 23-24 July 2016 held at Pune.  
  • Shruti Garg, “Comparison of crack filling filters of old digital paintings”, In: proceedings of 3rd International Conference on Microelectronics, Circuits and Systems(Micro 2016), pp. 199-201, 09-10 July 2016 held at Science City, Kolkata, West Bengal. 
  • Shruti Garg, “Classification of Cracks in Old Digital Painting using Fuzzy Entropy Based Clustering”, In: proceedings of International Conference on Emerging Trends in Engineering and Technology, pp. 50-56, 26 June 2016 held at Lucknow.  
  • Shruti Garg, “Context Based Image Retreival, presented in National Seminar on Advances in Computer Science and Technology held at SRMSCET, Bareilly on 15 April, 2007. 
  • Shruti Garg, K. Ushah Kiran, Ram Mohan, U S Tiwary, “Multilevel Medical Image Fusion using Segmented Image by Level Set Evolution with Region Competition”, In: proceedings of 27th Annual International Conference of the IEEE Engineering and Medicine and Biology Society (EMBS), held at Shanghai, China on September 1- 4, 2005, pp. 7680-7683. DOI: 10.1109/IEMBS.2005.1616291 (Available on IEEE Explorer) 
  • A.K. Agrawal, P.K. Muhuri, Shruti Garg, “Query Optimization in Fuzzy Databases” In: proceeding of  National Level Conference of Fuzzy Set Theory and Its Mathematical Aspects and Application held at BHU 26 - 28 Dec 2002. 

 

 

  Member of Professional Bodies
 

Professional member of IEEE Women in Engineering (membership id 97875106)

ACM member (membership id 2149374).

  Current Sponsored Projects
 

S.No.

Title

Funding Agency

Amount

Year

Status

Sponsored/Industry

1.

Summarize Research Problem-Solution & Cluster Similar Problems

Samsung R&D, Bangalore

Nil

2022

Granted

Industry

2.

Associate Statistical Modelling

IOE FRP Delhi University, Delhi

1,75,000/-

2021-22

Completed

Sponsored

3.

Secure Cloud Services to guard IOT Resources

Samsung R&D, Bangalore

Price amount 22200/- Per project member

2021

Completed with Award of Excellence

Industry

4.

Event Modelling and Predictive Analysis

IOE FRP Delhi University, Delhi

3,50,000/-

2020-21

Completed

Sponsored

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

National/International Collaboration

  1. Dr Ashwani Garg, Faculty of Health, Biomedical Science and Medical Science, Griffith University, Queensland, 4122, Australia [International Collaborator]
  2. Dr Ranjita Pandey, Professor, Department of Statistics, University of Delhi, Delhi [Inter University Collaborator]
  3. Dr Neeta Kumari, Assistant Professor, Department of Civil and Environment Engineering, BIT, Mesra, Ranchi [Other Department Collaborator]
  4. Dr Nishant Goyal, Professor, Central Institute of Psychiatry, Kanke, Ranchi [Research Data Collaborator]
  5. Srinivasa P Rao, Head of Part, Samsung R&D Bangalore [Industry Collaborator]
  Member, Editorial Board
 

Handling editor of Frontiers Psychology(SCIE)

Handling editor of Sage Open, Sage(SSCI)

Reviewer of Social Science and Humanities Open Journal, Elsevier

Reviewer of Arabian Journal for Science and Engineering, Springer(SCI)

Reviewer of Journal of Psychiatric Research, Elsevier(SCI)

Reviewer of Applied Computing and Informatics journal (Scopus)

Reviewer of Sage Open (SSCI)

Reviewer of Applied Artificial Intelligence, Taylor and Francies (SCIE)  

Reviewer of Alpha Psychiatry journal (SCIE)

Reviewer of Human Computer Interface journal, Taylor and Francies (SCIE)

Reviewer of Connection Science journal, Taylor and Francies (SCIE)

Reviewer of The Imaging Science journal, Taylor and Francies (SCI)

Reviewer of Achievers of Women’s Mental Health, Springer(SCIE)

Session Chair at 7th International Conference on Nanoelectronics, Circuit and Communication Systems (NCCS-2021) Conference date: 29-30 Jan. 2022 Venue: ARTTC, BSNL, Near Jumar River, Hazaribagh Road, Ranchi-835217, harkhand, India

Session Chair at 2nd International Conference on Microelectronics, Communication System and Machine Learning, Internet of Things (MCMI-2021) Conference date: 23-24 Oct.2021 Venue: ARTTC, BSNL, Near Jumar River, Hazaribagh Road, Ranchi-835217, Jharkhand, India

Session Chair at 6th International Conference on Microelectronics, Computing & Communication  Systems (MCCS-2021) Conference date: 17-18 July 2021 Venue: ARTTC, BSNL, Near Jumar River, Hazaribagh Road, Ranchi-835217, Jharkhand, India

Session Chair at International Conference on Nanoelectronics, Machine Learning, Internet of Things & Computing Systems (NMIC-2022) Conference date: 19-20 March.2022 Venue: ARTTC, BSNL, Near Jumar River, Hazaribagh Road, Ranchi-835217, Jharkhand, India

Session Chair at International Conference on Contemporary research on Mathematics and Computer Science (ICCRMCS-2022) Conference date: 29-30 April.2022 Venue: SRMS, Bareilly, India

Program committee member of IEEE Conference on Interdisciplinary Approaches in Technology and Management in Social Innovations to be held on Dec 21-23,2022 at ABV IIITM, Gwalior, India.