Dr. Sushma Jain
Associate Professor
Specialization
Networking, Data Analytics, Machine Learning
sjain@thapar.edu
Specialization
Networking, Data Analytics, Machine Learning
Biography:
Dr. Sushma Jain joined Computer Science and Engineering Department of Thapar Institute of Engineering & Technology, Patiala in 2002 and is currently Associate Professor. She is Ph.D. in Computer Science from Thapar Institute of Engineering & Technology, Patiala and B.E. in Computer Science and Engineering. She has more than 21 years of teaching experience. Her research interests include Artificial Intelligence in precision agriculture and health care. She has more than 50 research publications in reputed Journals and Conferences. Under her supervision, four Ph.D. thesis have been awarded and five Ph.D. thesis are on-going.
Publications and other Research Outputs
Journal Publications:
|
S.no |
Authors |
Title |
Journal |
Volume |
Pages |
Year |
|
1 |
Gitika Sharma, Ashima Singh, Sushma Jain |
Hybrid deep learning techniques for estimation of daily crop evapotranspiration using limited climate data |
Computers and Electronics in Agriculture |
202 |
107338 |
2022 |
|
2 |
Gitika Sharma, Ashima Singh, Sushma Jain |
Deepevap: Deep reinforcement learning based ensemble approach for estimating reference evapotranspiration |
Applied Soft Computing |
125 |
109113 |
2022 |
|
3 |
MK Saggi, S Jain |
A Survey Towards Decision Support System on Smart Irrigation Scheduling Using Machine Learning approaches |
Archives of Computational Methods in Engineering, |
29 |
4455–4478 |
2022 |
|
4 |
P Bharti, S Jain |
State-of-the-art in optimisation and heuristics to solve manufacturing scheduling problem |
International Journal of Operational Research |
44 |
292-348 |
2022 |
|
1 |
Mandeep Kaur Saggi, Sushma Jain |
Proposition of new ensemble data-intelligence model for evapotranspiration process simulation |
Journal of Ambient Intelligence and Humanized Computing |
|
|
2022 |
|
2 |
Gitika Sharma, Ashima Singh, Sushma Jain |
A hybrid deep neural network approach to estimate reference evapotranspiration using limited climate data |
Neural Computing and Applications |
24 |
4013–4032 |
2022 |
|
3 |
Shruti Arora, Sushma Jain, Inderveer Chana |
A fusion framework based on cepstral domain features from phonocardiogram to predict heart health status |
Journal of Mechanics in Medicine and Biology |
21 |
2E+06 |
2021 |
|
4 |
Vinay Bhardwaj, Navdeep Kaur, Sahil Vashisht, Sushma Jain |
Secrip: Secure and reliable intercluster routing protocol for efficient data transmission in flying ad hoc networks |
Transactions on Emerging Telecommunications Technologies |
32 |
e4068 |
2021 |
|
5 |
Amandeep Kaur, Sushma Jain, Shivani Goel2 and Gaurav Dhiman |
A Review on Machine-Learning Based Code Smell Detection Techniques in Object-Oriented Software System(s) |
Recent Advances in Electrical & Electronic Engineering |
14 |
290-303 |
2021 |
|
6 |
Mandeep Kaur Saggi, Sushma Jain |
Application of fuzzy-genetic and regularization random forest (FG-RRF): Estimation of crop evapotranspiration (etc) for maize and wheat crops |
Agricultural Water Management |
229 |
105907 |
2020 |
|
7 |
Sahil Vashisht, Sushma Jain, Gagangeet Singh Aujla |
Mac protocols for unmanned aerial vehicle ecosystems: Review and challenges |
Computer Communications |
160 |
443-463 |
2020 |
|
8 |
Amandeep Kaur ,Sushma Jain, Shivani Goel |
Sandpiper optimization algorithm: a novel approach for solving real-life engineering problems |
Applied Intelligence |
50 |
582-619 |
2020 |
|
9 |
Sukhchandan Randhawa, Sushma Jain |
Cross‑Layer Energy Based Clustering Technique for Heterogeneous Wireless Sensor Networks |
Wireless Personal Communications |
114 |
1207-1233 |
2020 |
|
10 |
Puja Bharti, Sushma Jain |
Hybrid frameworks for flexible job shop scheduling |
The International Journal of Advanced Manufacturing Technology |
108 |
1563–1585 |
2020 |
|
11 |
Mandeep Kaur Saggi, Sushma Jain |
Reference evapotranspiration estimation and modeling of the Punjab northern India using deep learning |
Computers and electronics in agriculture |
156 |
387-398 |
2019 |
|
12 |
Sukhchandan Randhawa, Sushma Jain |
MLBC: Multi-objective load balancing clustering technique in wireless sensor networks |
Applied Soft Computing |
74 |
66-89 |
2019 |
|
13 |
Amandeep Singh, Mandeep Kaur Saggi, Ajay Kumar, Sushma Jain |
Matrix product state–based quantum classifier |
Neural computation |
31 |
1499-1517 |
2019 |
|
14 |
Sahil Vashist,Sushma Jain |
Location-aware network of drones for consumer applications: Supporting efficient management between multiple drones |
IEEE Consumer Electronics Magazine |
8 |
68-73 |
2019 |
|
15 |
Sahil Vashist,Sushma Jain |
An energy-efficient and location-aware medium access control for quality of service enhancement in unmanned aerial vehicular networks |
Computers & Electrical Engineering |
75 |
202-217 |
2019 |
|
16 |
Sahil Vashist,Sushma Jain |
Software‐defined network‐enabled opportunistic offloading and charging scheme in multi‐unmanned aerial vehicle ecosystem |
International Journal of Communication Systems |
32 |
e3939 |
2019 |
|
17 |
Amandeep Kaur ,Sushma Jain, Shivani Goel |
SP-J48: a novel optimization and machine-learning-based approach for solving complex problems: special application in software engineering for detecting code smells |
Neural Computing and Applications |
32 |
7009–7027 |
2019 |
|
18 |
Mandeep Kaur Saggi,Jain Sushma Jain |
A survey towards an integration of big data analytics to big insights for value-creation |
Information Processing & Management |
54 |
758-790 |
2018 |
|
19 |
Jasvir Kaur, Sukhchandan Randhawa, Sushma Jain |
A novel energy efficient cluster head selection method for wireless sensor networks |
Int. J. Wireless Microwave Technol |
8 |
37-51 |
2018 |
|
20 |
Sukhchandan Randhawa, Sushma Jain |
Energy-efficient load balancing scheme for two-tier communication in wireless sensor networks |
The Journal of Supercomputing |
74 |
386-416 |
2018 |
|
21 |
Puja Bharti, Sushma Jain |
Modified cuckoo search algorithm for multi objective flexible manufacturing system |
International Journal of Mechanical Engineering and Technology (IJMET) |
9 |
1035–1044 |
2018 |
|
22 |
Sukhchandan Randhawa, Sushma Jain |
Data aggregation in wireless sensor networks: Previous research, current status and future directions |
Wireless Personal Communications |
97 |
3355-3425 |
2017 |
|
23 |
Sukhchandan Randhawa, Sushma Jain |
An intelligent PSO-based energy efficient load balancing multipath technique in wireless sensor networks |
Turkish Journal of Electrical Engineering & Computer Sciences |
25 |
3113-3131 |
2017 |
|
24 |
Sukhchandan Randhawa, Sushma Jain |
DAHDA: Dynamic Adaptive Hierarchical Data Aggregation for Clustered Wireless Sensor Networks |
Wireless Personal Communications |
97 |
6369-6399 |
2017 |
|
25 |
Sukhchandan Randhawa, Sushma Jain |
Performance Analysis of LEACH with Machine Learning Algorithms in Wireless Sensor Networks |
International Journal of Computer Applications |
147 |
(7-12) |
2016 |
|
26 |
Neeru Lalka, Sushma Jain |
Comparative Study of Type-1 Fuzzy Logic and Type-2 Fuzzy Logic |
International Journal of Computer Applications |
124 |
14-21 |
2015 |
|
27 |
Supriya Singla, Sushma Jain |
Performance comparison of routing protocols of MANET in real world scenario using NS3 |
International Journal of Computer Applications |
99 |
17-23 |
2014 |
|
28 |
Sushma Jain JD Sharma |
Tree structured encoding based multi-objective multicast routing algorithm |
International Journal of Physical Sciences |
7 |
1622-1632 |
2012 |
|
29 |
Sushma Jain JD Sharma |
QoS constraints multicast routing for residual bandwidth optimization using evolutionary algorithm |
International Journal of Computer Theory and Engineering |
3 |
211 |
2011 |
|
30 |
Sushma Jain JD Sharma |
Delay bound multicast routing using hopfield neural network |
International Journal of Computer Theory and, Engineering |
2 |
1793-8201 |
2010 |
Book Chapters:
|
S.no |
Author |
Title |
Book |
Page no |
Year |
Publisher |
|
1 |
Sukhchandan Randhawa, Sushma Jain |
Energy-Efficient Fuzzy-Logic-Based Data Aggregation in Wireless Sensor Networks |
Information and Communication Technology for Sustainable Development |
739-748 |
2020 |
Springer |
|
2 |
Sukhchandan Randhawa, Sushma Jain |
Selecting Appropriate Multipath Routing in Wireless Sensor Networks for Improvisation of System’s Efficiency and Performance |
Computational Network Application Tools for Performance Management |
53-64 |
2020 |
Springer |
|
3 |
Sukhchandan Randhawa, Sushma Jain |
Multi-objective Data Aggregation for Clustered Wireless Sensor Networks |
Progress in Computing, Analytics and Networking |
393-406 |
2018 |
Springer |
|
4 |
Sukhchandan Randhawa, Sushma Jain |
An Efficient Trust Management Algorithm in Wireless Sensor Network |
Emerging Research in Computing, Information, Communication and Applications |
281-287 |
2016 |
Springer |
|
5 |
Kriti Chadha, Sushma Jain |
Hybrid genetic fuzzy rule based inference engine to detect intrusion in networks |
Intelligent Distributed Computing |
185-198 |
2015 |
Springer |
Conference Publications:
|
S.no |
Author |
Title |
Conference |
Page no |
Date |
Year |
Publisher |
|
1 |
G Sharma, H Sharma, S Jain, N Kumar |
Modeling Evapotranspiration in IoT based WSN for Irrigation Scheduling: An Optimized DL Approach |
GLOBECOM 2022-2022 IEEE Global Communications Conference |
1948-1953 |
|
2022 |
IEEE |
|
2 |
SS Sarkar, M Dabra, S Jain, I Channa, R Sharda |
Predicting Evapotranspiration (ETo) by Training Regression Models |
2022 IEEE IAS Global Conference on Emerging Technologies (GlobConET) |
621-626 |
20-05-2022 |
2022 |
IEEE |
|
3 |
Sahil Vashisht, Sushma Jain, Ravinder Singh |
Software Defined UAV-Based Location Aware Deployment Scheme for Optimal Wireless Coverage |
2019 IEEE Intl Conf on DASC/PiCom/CBDCom/CyberSciTech |
(907-912) |
5-8 Aug |
2019 |
IEEE |
|
4 |
Sonam Rani, Sushma Jain |
Hybrid Approach to Detect Network Based Intrusion |
2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA) |
(1-5) |
16-18 Aug |
2018 |
IEEE |
|
5 |
Paluck,Sushma Jain |
Performance Evaluation of Multi-hop Routing in Software Defined Network |
2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA) |
(1-5) |
16-18 Aug |
2018 |
IEEE |
|
6 |
Zeenia Singla ; Sukhchandan Randhawa ; Sushma Jain |
Sentiment analysis of customer product reviews using machine learning |
2017 International Conference on Intelligent Computing and Control (I2C2) |
(1-5) |
23-24 June |
2017 |
IEEE |
|
7 |
Zeenia Singla ; Sukhchandan Randhawa ; Sushma Jain |
Statistical and sentiment analysis of consumer product reviews |
2017 8th International Conference on Computing, Communication and Networking Technologies (ICCCNT) |
(1-6) |
3-5 July |
2017 |
IEEE |
|
8 |
Amandeep Kaur ,Sushma Jain, Shivani Goel |
A support vector machine based approach for code smell detection |
2017 International Conference on Machine Learning and Data Science (MLDS) |
(9-14) |
14-15 Dec |
2017 |
IEEE |
|
9 |
Sushma Jain, Harmandeep Kaur |
Machine learning approaches to predict basketball game outcome |
2017 3rd International Conference on Advances in Computing, Communication & Automation (ICACCA)(Fall) |
(1-7) |
15-16 Sept. |
2017 |
IEEE |
|
10 |
Sushma Jain |
A trust model in cloud computing based on fuzzy logic |
2016 IEEE International Conference on Recent Trends in Electronics, Information & Communication Technology (RTEICT) |
(47-52) |
20-21 May |
2016 |
IEEE |
|
11 |
Chandan Malik , Sushma Jain , Sukhchandan Randhawa |
Resource scheduling in cloud using harmony search |
2016 International Conference on Inventive Computation Technologies (ICICT) |
(1-6) |
26-27 Aug |
2016 |
IEEE |
|
12 |
Anita Kumari, Sushma Jain |
Auction based resource allocation strategy for infrastructure as a service |
2016 International Conference on Computational Techniques in Information and Communication Technologies (ICCTICT) |
(381-386) |
11-13 March |
2016 |
IEEE |
|
13 |
Yash Kumar, Sushma Jain |
School bus routing based on branch and bound approach |
2015 International Conference on Computer, Communication and Control (IC4) |
(1-4) |
10-12 Sept |
2015 |
IEEE |
|
14 |
Priya Juneja, Sushma Jain |
Tree based energy efficient routing scheme for body area network |
2015 International Conference on Advances in Computer Engineering and Applications |
940-947 |
19-20 March |
2015 |
IEEE |
|
15 |
Neeru Lalka, Sushma Jain |
Fuzzy based expert system for diabetes diagnosis and insulin dosage control |
International Conference on Computing, Communication & Automation |
262-267 |
15-16 May |
2015 |
IEEE |
|
16 |
Kriti Chadha, Sushma Jain |
Impact of black hole and gray hole attack in AODV protocol |
International Conference on Recent Advances and Innovations in Engineering (ICRAIE-2014) |
(1-7) |
9-11 May |
2014 |
IEEE |
|
17 |
Supriya Singla, Sushma Jain |
Comparison of routing protocols of MANET in real world scenario using NS3 |
2014 International Conference on Control, Instrumentation, Communication and Computational Technologies (ICCICCT) |
(543-549) |
10-11 July |
2014 |
IEEE |
|
18 |
Mandeep Singh Bandral,Sushma Jain |
Energy efficient protocol for wireless sensor network |
International Conference on Recent Advances and Innovations in Engineering (ICRAIE-2014) |
(1-6) |
9-11 May |
2014 |
IEEE |
|
19 |
Sushma Jain,Jaydev Sharma, |
Delay bound multicast routing algorithm using evolutionary programming |
2008 16th IEEE International Conference on Networks |
(1-4) |
12-14 Dec |
2008 |
IEEE |