Prof Soumyabrata Dev

Publications by Soumyabrata Dev

• Optimizing Student Engagement Detection using Facial and Behavioral Features

  PUBLICATION:	Neural Computing and Applications
  AUTHOR(S):	Riju Das, Soumyabrata Dev
  DATE:	30 June 2025
  TYPE:	Journal Articles

• Multi-Regional CO2 Emission Forecasting Using Advanced Machine Learning and Temporal Feature Engineering

  PUBLICATION:	Environmental Modelling and Software
  AUTHOR(S):	Yiteng Zhang, Arjun Pakrashi, Soumyabrata Dev
  DATE:	20 October 2025
  TYPE:	Journal Articles

• LaBINet - An Approach for Seamlessly Integrating New Advertisement into an Existing Scene

  PUBLICATION:	IEEE Transactions on Artificial Intelligence
  AUTHOR(S):	Sukriti Dhang, Mimi Zhang, Soumyabrata Dev
  DATE:	01 August 2025
  TYPE:	Journal Articles

• Evaluating machine learning methods for PM2.5 estimation using satellite AOD, low-cost and reference-grade monitors in Kampala

  PUBLICATION:	International Journal of Environmental Science and Technology
  AUTHOR(S):	Priscilla Adong, Engineer Bainomugisha, Soumyabrata Dev
  DATE:	09 August 2025
  TYPE:	Journal Articles

• BSANet: A Bilateral Segregation and Aggregation Network for Real-time Cloud Segmentation

  PUBLICATION:	Remote Sensing Applications: Society and Environment
  AUTHOR(S):	Yijie Li, Hewei Wang, Shaofan Wang, Jinfeng Xu, Yee Hui Lee, Soumyabrata Dev
  DATE:	26 April 2025
  TYPE:	Journal Articles

• A Systematic Analysis of Meteorological Parameters in Predicting Rainfall Events

  PUBLICATION:	IEEE Access
  AUTHOR(S):	Muhammad Salman Pathan, Pardhu Nadella, Yasin Ul Haq, Soumini Chaudhury, Jiantao Wu, Avishek Nag, Soumyabrata Dev
  DATE:	23 May 2025
  TYPE:	Journal Articles

• Securing Android IoT devices with GuardDroid transparent and lightweight malware detection

  PUBLICATION:	Ain Shams Engineering Journal
  AUTHOR(S):	Ahsan Wajahat, Jingsha He, Nafei Zhu, Tariq Mahmood, Ahsan Nazir, Faheem Ullah, Sirajuddin Qureshi, Soumyabrata Dev
  DATE:	26 March 2024
  TYPE:	Journal Articles

• Predicting Multivariate Air Pollution: A Gaussian-Mixture Nested Factorial Variational Autoencoder Approach

  PUBLICATION:	IEEE Geoscience and Remote Sensing Letters
  AUTHOR(S):	Prasanjit Dey, Soumyabrata Dev, Bianca Schoen Phelan
  DATE:	18 June 2024
  TYPE:	Journal Articles

• Enhancing coastal water body segmentation with Landsat Irish Coastal Segmentation (LICS) dataset

  PUBLICATION:	Remote Sensing Applications: Society and Environment
  AUTHOR(S):	Conor O'Sullivan, Ambrish Kashyap, Seamus Coveney, Xavier Monteys, Soumyabrata Dev
  DATE:	18 July 2024
  TYPE:	Journal Articles

• An Intelligent Reinforcement Learning-Based Method for Threat Detection in Mobile Edge Networks

  PUBLICATION:	International Journal of Network Management
  AUTHOR(S):	Muhammad Yousaf Saeed, Jingsha He, Nafei Zhu, Muhammad Farhan, Soumyabrata Dev, Thippa Reddy Gadekallu, Ahmad Almadhor
  DATE:	12 August 2024
  TYPE:	Journal Articles

• Air quality monitoring using statistical learning models for sustainable environment

  PUBLICATION:	Intelligent Systems with Applications
  AUTHOR(S):	Mohsin Imam, Sufiyan Adam, Soumyabrata Dev, Nashreen Nesa
  DATE:	26 February 2024
  TYPE:	Journal Articles

• Advancing Taxonomic Classification Through Deep Learning: A Robust Artificial Intelligence Framework for Species Identification Using Natural Images

  PUBLICATION:	IEEE Access
  AUTHOR(S):	Shaheer Habib, Mubashir Ahmad, Yasin Ul Haq, Rabia Sana, Asia Muneer, Muhammad Waseem, Muhammad Salman Pathan, Soumyabrata Dev
  DATE:	26 August 2024
  TYPE:	Journal Articles

• AdSegNet: a deep network to localize billboard in outdoor scenes

  PUBLICATION:	Signal, Image and Video Processing
  AUTHOR(S):	Sukriti Dhang, Mimi Zhang, Soumyabrata Dev
  DATE:	17 July 2024
  TYPE:	Journal Articles

• A performance and interpretability assessment of machine learning models for rainfall prediction in the Republic of Ireland

  PUBLICATION:	Decision Analytics Journal
  AUTHOR(S):	Menatallah Abdel Azeem, Soumyabrata Dev
  DATE:	24 August 2024
  TYPE:	Journal Articles

• Leveraging Knowledge Graphs for Enhancing Climate-Resilient Agricultural Analysis

  PUBLICATION:	ICCIA 2024 - IEEE 9th International Conference on Computational Intelligence and Applications
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	08 January 2024
  TYPE:	Conf papers

• LinkedGeoClimate: An Interoperable Platform for Climate Data Access Within Geographical Context

  PUBLICATION:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	01 March 2024
  TYPE:	Journal Articles

• On the Use of Virtual Knowledge Graphs to Improve Environmental Sensor Data Accessibility

  PUBLICATION:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	01 February 2024
  TYPE:	Journal Articles

• On the Impact of Temperature for Precipitation Analysis

  PUBLICATION:	FICTA 2023 - International Conference on Frontiers of Intelligent Computing: Theory and Applications
  AUTHOR(S):	Madara Premawardhana, Menatallah Abdel Azeem, Sandeep Singh Sengar & Soumyabrata Dev
  DATE:	21 November 2023
  TYPE:	Conf papers

• MFCSNet: A Musician-Follower Complex Social Network for measuring musical influence

  PUBLICATION:	Entertainment Computing
  AUTHOR(S):	Hewie Wang, Yijie Li, Kaiwen Gong, Muhammad Salman Pathan, Shijia Xi, Bolun Zhu, Ziyuan Wen, Soumyabrata Dev
  DATE:	27 September 2023
  TYPE:	Journal Articles

• Confronting challenges of non-formal education: A shift from book-based EFL to tailor-made, experimental syllabi

  PUBLICATION:	ICBDE '22 - 5th International Conference on Big Data and Education
  AUTHOR(S):	Alexia Larchen Costuchen, Soumyabrata Dev
  DATE:	26 February 2022
  TYPE:	Conf papers

• Which internal validation indices to use while clustering electric load demand profiles?

  PUBLICATION:	Sustainable Energy, Grids and Networks
  AUTHOR(S):	Mayank Jain, Mukta Jain, Tarek AlSkaif, Soumyabrata Dev
  DATE:	16 July 2022
  TYPE:	Journal Articles

• Image Deblurring Techniques for Ground-Based Sky Cameras

  PUBLICATION:	Remote Sensing Applications: Society and Environment
  AUTHOR(S):	Navya Jain, Mukta Jain, Soumyabrata Dev
  DATE:	31 July 2022
  TYPE:	Journal Articles

• A predictive analytics approach for stroke prediction using machine learning and neural networks

  PUBLICATION:	Healthcare Analytics
  AUTHOR(S):	Soumyabrata Dev, Hewei Wang, Chidozie Shamrock Nwosu, Nishtha Jain, Bharadwaj Veeravalli, John Deepu
  DATE:	15 February 2022
  TYPE:	Journal Articles

• Measurement of Industrial Smoke Plumes from Satellite Images

  PUBLICATION:	IGARSS 2023 - IEEE International Geoscience and Remote Sensing Symposium
  AUTHOR(S):	Jiantao Wu, Conor O'Sullivan, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	16 July 2023
  TYPE:	Conf papers

• Ontological Modeling of Climate Data to Improve Climate Analytics

  PUBLICATION:	IGARSS 2023 - IEEE International Geoscience and Remote Sensing Symposium
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	01 July 2023
  TYPE:	Conf papers

• Hilbert-Huang-Transform Based Features for Accent Classification of Non-Native English Speakers

  PUBLICATION:	ISSC 2023 - 34th Irish Signals and Systems Conference
  AUTHOR(S):	Dylan Walsh, Soumyabrata Dev, Avishek Nag
  DATE:	13 June 2023
  TYPE:	Conf papers

• A Data-Driven Analysis of Formula 1 Car Races Outcome

  PUBLICATION:	AICS 2022 - 30th Irish Conference on Artificial Intelligence and Cognitive Science
  AUTHOR(S):	Ankur Patil, Nishtha Jain, Rahul Agrahari, Murhaf Hossari, Fabrizio Orlandi & Soumyabrata Dev
  DATE:	23 February 2023
  TYPE:	Conf papers

• Significant CC400 functional brain parcellations based LeNet5 Convolutional Neural Network for Autism Spectrum Disorder detection

  PUBLICATION:	RTIP2R 2022 - International Conference on Recent Trends in Image Processing and Pattern Recognition
  AUTHOR(S):	Alice Othmani, Thibaut Bizet, Tanguy Pellerin, Badr Hamdi, Marc-Antoine Bock, Soumyabrata Dev
  DATE:	11 January 2023
  TYPE:	Conf papers

• A semantic web approach to uplift decentralized household energy data

  PUBLICATION:	Sustainable Energy, Grids and Networks
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Tarek AlSkaif, Declan O'Sullivan, Soumyabrata Dev
  DATE:	08 July 2022
  TYPE:	Journal Articles

• DMCNet: Diversified model combination network for understanding engagement from video screengrabs

  PUBLICATION:	Systems and Soft Computing
  AUTHOR(S):	Sarthak Batra, Hewei Wang, Avishek Nag, Philippe Brodeur, Marianne Checkley, Annette Klinkert, Soumyabrata Dev
  DATE:	08 March 2022
  TYPE:	Journal Articles

• Air quality in the New Delhi metropolis under COVID-19 lockdown

  PUBLICATION:	Systems and Soft Computing
  AUTHOR(S):	Dewansh Kaloni, Yee Hui Lee, Soumyabrata Dev
  DATE:	07 February 2022
  TYPE:	Journal Articles

• AMDCNet: An attentional multi-directional convolutional network for stereo matching

  PUBLICATION:	Displays
  AUTHOR(S):	Hewei Wang, Yiji Li, Shijia Xi, Shaofan Wang, Muhammad Salman Pathan, Soumyabrata Dev
  DATE:	06 June 2022
  TYPE:	Journal Articles

• Analyzing the impact of feature selection on the accuracy of heart disease prediction

  PUBLICATION:	Healthcare Analytics
  AUTHOR(S):	Muhammad Salman Pathan, Avishek Nag, Muhammad Mohisn Pathan, Soumyabrata Dev
  DATE:	06 May 2022
  TYPE:	Journal Articles

• ANNet: A Lightweight Neural Network for ECG Anomaly Detection in IoT Edge Sensors

  PUBLICATION:	IEEE Transactions on Biomedical Circuits and Systems
  AUTHOR(S):	Gawsalyan Sivapalan, Koushik Kumar Nundy, Soumyabrata Dev, Barry Cardiff, Deepu John
  DATE:	04 January 2022
  TYPE:	Journal Articles

• LinkClimate: An interoperable knowledge graph platform for climate data

  PUBLICATION:	Computers & Geosciences
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	01 December 2022
  TYPE:	Journal Articles

• Spatio-temporal analysis of air quality and its relationship with COVID-19 lockdown over Dublin

  PUBLICATION:	Remote Sensing Applications: Society and Environment
  AUTHOR(S):	Sushma Kumari, Avinash Chand Yadav, Manabendra Saharia, Soumyabrata Dev
  DATE:	01 November 2022
  TYPE:	Journal Articles

• Using U-Net Network for Efficient Brain Tumor Segmentation in MRI Images

  PUBLICATION:	Healthcare Analytics
  AUTHOR(S):	Jason Walsh, Alice Othmani, Mayank Jain, Soumyabrata Dev
  DATE:	01 November 2022
  TYPE:	Journal Articles

• LAMSkyCam: A Low-cost and Miniature Ground-based Sky Camera

  PUBLICATION:	HardwareX
  AUTHOR(S):	Mayank Jain, Vishal Singh Sengar, Isabella Gollini, Michela Bertolotto, Gavin McArdle, Soumyabrata Dev
  DATE:	01 October 2022
  TYPE:	Journal Articles

• Boosting Climate Analysis with Semantically Uplifted Knowledge Graphs

  PUBLICATION:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Enrico Pisoni, Soumyabrata Dev
  DATE:	01 June 2022
  TYPE:	Journal Articles

• Automated Climate Analyses Using Knowledge Graph

  PUBLICATION:	2021 IEEE AP-S Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting
  AUTHOR(S):	Jiantao Wu, Huan Chen, Fabrizio Orlandi, Yee Hui Lee, Declan O'Sullivan, Soumyabrata Dev
  DATE:	04 December 2021
  TYPE:	Conf papers

• An Interoperable Open Data Portal for Climate Analysis

  PUBLICATION:	2021 IEEE AP-S Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting
  AUTHOR(S):	Jiantao Wu, Huan Chen, Fabrizio Orlandi, Yee Hui Lee, Declan O'Sullivan, Soumyabrata Dev
  DATE:	01 October 2021
  TYPE:	Conf papers

• Ontology Modeling for Decentralized Household Energy Systems

  PUBLICATION:	SEST 2021 - International Conference on Smart Energy Systems and Technologies
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Tarek Alskaif, Declan O'Sullivan, Soumyabrata Dev
  DATE:	01 September 2021
  TYPE:	Conf papers

• An Ontology Model for Climatic Data Analysis

  PUBLICATION:	IGARSS 2021 - 41st International Geoscience and Remote Sensing Symposium
  AUTHOR(S):	Jiantao Wu, Fabrizio Orlandi, Declan O'Sullivan, Soumyabrata Dev
  DATE:	11 July 2021
  TYPE:	Conf papers

• Validating Clustering Frameworks for Electric Load Demand Profiles

  PUBLICATION:	IEEE Transactions on Industrial Informatics
  AUTHOR(S):	Mayank Jain, Tarek Alskaif, Soumyabrata Dev
  DATE:	23 February 2021
  TYPE:	Journal Articles

• Identifying Stroke Indicators Using Rough Sets

  PUBLICATION:	IEEE Access
  AUTHOR(S):	M. S. Pathan, J. Zhang, John Dingliana, A. Nag, Soumyabrata Dev
  DATE:	19 November 2020
  TYPE:	Journal Articles

• Network Anomaly Detection Using LSTM Based Autoencoder

  PUBLICATION:	Q2SWinet '20 - 16th ACM Symposium on QoS and Security for Wireless and Mobile Networks
  AUTHOR(S):	Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, Anca Delia Jurcut
  DATE:	16 November 2020
  TYPE:	Conf papers

• A Clustering Framework for Residential Electric Demand Profiles

  PUBLICATION:	SEST 2020 - International Conference on Smart Energy Systems and Technologies
  AUTHOR(S):	Mayank Jain, Tarek AlSkaif, Soumyabrata Dev
  DATE:	22 September 2020
  TYPE:	Conf papers

• An Advert Creation System for 3D Product Placements

  PUBLICATION:	ECML-PKDD 2020 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
  AUTHOR(S):	Ivan Bacher, Hossein Javidnia, Soumyabrata Dev, Rahul Agrahari, Murhaf Hossari, Matthew Nicholson, Clare Conran, Jian Tang, Peng Song, David Corrigan, François Pitié
  DATE:	14 September 2020
  TYPE:	Conf papers

• Forecasting Precipitable Water Vapor Using LSTMs

  PUBLICATION:	USNC-URSI 2020 Radio Science Meeting (Joint with AP-S Symposium)
  AUTHOR(S):	Mayank Jain, Shilpa Manandhar, Yee Hui Lee, Stefan Winkler, Soumyabrata Dev
  DATE:	10 July 2020
  TYPE:	Conf papers

• A systematic analysis of meteorological variables for PV output power estimation

  PUBLICATION:	Renewable Energy
  AUTHOR(S):	Tarek Al Skaifa, Soumyabrata Dev, Lennard Vissera, Murhaf Hossari, Wilfried van Sark
  DATE:	01 June 2020
  TYPE:	Journal Articles

• DeepReal - A Deep Learning Based 3D Advert Integration System

  PUBLICATION:	NEM Summit 2020 - B’Smart - European Media Science and Technology Meets Arts, 2020.
  AUTHOR(S):	Ivan Bacher, Hossein Javidnia, Soumyabrata Dev, Rahul Agrahari, Murhaf Hossari, Matthew Nicholson, Clare Conran, David Corrigan, Francois Pitié
  DATE:	18 May 2020
  TYPE:	Conf papers

• Predicting Solar Irradiance in Tropical Region of Singapore

  PUBLICATION:	PIERS 2019 - Progress In Electromagnetics Research Symposium
  AUTHOR(S):	T. A. Fathima, Vasudevan Nedumpozhimana, Yee Hui Lee, Stefan Winkler, Soumyabrata Dev
  DATE:	20 December 2019
  TYPE:	Conf papers

• A Chaotic Approach on Solar Irradiance Forecasting

  PUBLICATION:	PIERS 2019 - Progress In Electromagnetics Research Symposium
  AUTHOR(S):	T. A. Fathima, Vasudevan Nedumpozhimana, Yee Hui Lee, Stefan Winkler, Soumyabrata Dev
  DATE:	20 December 2019
  TYPE:	Conf papers

• Multi-label Cloud Segmentation Using a Deep Network

  PUBLICATION:	USNC-URSI 2019 Radio Science Meeting (Joint with AP-S Symposium)
  AUTHOR(S):	Soumyabrata Dev, Shilpa Manandhar, Yee Hui Lee, Stefan Winkler
  DATE:	10 October 2019
  TYPE:	Conf papers

• Identifying Candidate Spaces for Advert Implantation

  PUBLICATION:	ICCSNT 2019 - IEEE 7th International Conference on Computer Science and Network Technology
  AUTHOR(S):	Soumyabrata Dev, Hossein Javidnia, Murhaf Hossari, Matthew Nicholson, Killian McCabe, Atul Nautiyal, Clare Conran, Jian Tang, Wei Xu, François Pitié
  DATE:	08 October 2019
  TYPE:	Conf papers

• Interlinking Heterogeneous Data for Smart Energy Systems

  PUBLICATION:	SEST 2019 - International Conference on Smart Energy Systems and Technologies
  AUTHOR(S):	Fabrizio Orlandi, Alan Meehan, Murhaf Hossari, Soumyabrata Dev, Declan O’Sullivan, Tarek Alskaif
  DATE:	10 September 2019
  TYPE:	Conf papers

• Localizing Adverts in Outdoor Scenes

  PUBLICATION:	ICMEW 2019 - IEEE International Conference on Multimedia & Expo Workshops
  AUTHOR(S):	Soumyabrata Dev, Murhaf Hossari, Matthew Nicholson, Killian McCabe, Atul Nautiyal, Clare Conran, Jian Tang, Wei Xu, François Pitié
  DATE:	15 August 2019
  TYPE:	Conf papers

• A Data-Driven Approach for Accurate Rainfall Prediction

  PUBLICATION:	IEEE Transactions on Geoscience and Remote Sensing
  AUTHOR(S):	Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee, Yu Song Meng, Stefan Winkler
  DATE:	06 August 2019
  TYPE:	Journal Articles

• The ALOS Dataset for Advert Localization in Outdoor Scenes

  PUBLICATION:	QoMEX 2019 - 11th International Conference on Quality of Multimedia Experience
  AUTHOR(S):	Soumyabrata Dev, Murhaf Hossari, Matthew Nicholson, Killian McCabe, Atul Nautiyal Clare Conran, Jian Tang, Wei Xu, François Pitié
  DATE:	05 June 2019
  TYPE:	Conf papers

• CloudSegNet: A Deep Network for Nychthemeron Cloud Segmentation

  PUBLICATION:	IEEE Geoscience and Remote Sensing Letters
  AUTHOR(S):	Soumyabrata Dev, Atul Nautiyal, Yee Hui Lee, Stefan Winkler
  DATE:	31 May 2019
  TYPE:	Journal Articles

• The CASE dataset of candidate spaces for advert implantation

  PUBLICATION:	MVA 2019 - International Conference on Machine Vision Applications
  AUTHOR(S):	Soumyabrata Dev, Murhaf Hossari, Matthew Nicholson, Killian McCabe, Atul Nautiyal, Clare Conran, Jian Tang, Wei Xu, François Pitié
  DATE:	21 March 2019
  TYPE:	Conf papers

• TEST: A Terminology Extraction System for Technology Related Terms

  PUBLICATION:	ICCAE 2019 - 11th International Conference on Computer and Automation Engineering
  AUTHOR(S):	Murhaf Hossari, Soumyabrata Dev, John Kelleher
  DATE:	23 February 2019
  TYPE:	Conf papers

• ADNet: A Deep Network for Detecting Adverts

  PUBLICATION:	AICS 2018 - 26th AIAI Irish Conference on Artificial Intelligence and Cognitive Science
  AUTHOR(S):	Murhaf Hossari, Soumyabrata Dev, Matthew Nicholson, Killian McCabe, Atul Nautiyal, Clare Conran, Jian Tang, Wei Xu, François Pitié
  DATE:	06 December 2018
  TYPE:	Conf papers

• An Advert Creation System for Next-Gen Publicity

  PUBLICATION:	ECML-PKDD 2018 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
  AUTHOR(S):	Atul Nautiyal, Killian McCabe, Murhaf Hossari, Soumyabrata Dev, Matthew Nicholson, Clare Conran, Declan McKibben, Jian Tang, Wei Xu, François Pitié
  DATE:	10 September 2018
  TYPE:	Conf papers

• Systematic Study of Weather Variables for Rainfall Detection

  PUBLICATION:	IGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium
  AUTHOR(S):	Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee, Stefan Winkler, Yu Song Meng
  DATE:	24 July 2018
  TYPE:	Conf papers