Title of Thesis
Development of Flood Monitoring and Early Warning System Based on IOT Using Satellite Images
Researcher: Mohammed Siddique
Guide(s): Tasneem Ahmed and Mohamed Shahid Husain
Keywords: Computer Science
Computer Science Software Engineering
Engineering and Technology
Computer Application
University: Integral University, Lucknow, India
Completed Date: 2023
URI: http://hdl.handle.net/10603/563227
Website: Flood Monitoring and Early Warning System

Journals.

List of Grants and Patents

  • Title: AI-driven Evaluation of New and Existing Vegetation Regions in the Sultanate of Oman: A Satellite Images based Sustainable Vegetation Management System.
    Principal Investigator (PI): Siddique, M., Co-Principal Investigator (PI): Albert T. and International team with researchers from Oman and India.
    Funded by: Ministry of Education (MOE), Oman.
    Grant Amount: OMR 11,000 (US $29000).
    Duration: 2025–2027 (Ongoing).
  • Siddique, M. et al. (2026) Assistive Smart Learning Station for Inclusive Higher Education. UK Registered Design no. 6499905. UK Intellectual Property Office. Available at: https://www.registered-design.service.gov.uk/find/6499905
  • Siddique, M. et al. (2026) Agricultural Robot. UK Registered Design no. 6508701. UK Intellectual Property Office. Available at: https://www.registered-design.service.gov.uk/find/6508701
  • List of Published Journal Articles

  • Siddique, M. and Ahmed, T., 2025. CCD-Conv1D: A deep learning based coherent change detection technique to monitor and forecast floods using sentinel-1 images, Remote Sensing Applications: Society and Environment, 37, p.101440. https://doi:10.1016/j.rsase.2024.101440. Available: https://www.sciencedirect.com/science/article/abs/pii/S2352938524003045?via%3Dihub.
  • Siddique, M., Ahmed, T. and Husain, M.S., 2024. A Deep Learning-based Approach to Predict the Flood Patterns Using Sentinel-1A Time Series Images. Journal of the Indian Society of Remote Sensing, pp.1-15. https://doi.org/10.1007/s12524-024-02016-8. Available: https://link.springer.com/article/10.1007/s12524-024-02016-8.
  • Siddique, M., Ahmed, T. and Shahid Husain, M., "Flood Monitoring and Early Warning Systems - an IOT based perspective", EAI Endorsed Transactions on Internet of Things, eISSN: 2414-1399, pp. 1-10, Vol. 9, No. 2, 24th July 2023, DOI:10.4108/eetiot.v9i2.2968, Available: https://publications.eai.eu/index.php/IoT/article/view/2968/2437.
  • M. Siddique, T. Ahmed and M. S. Husain, "An Empirical Approach to Monitor the Flood-Prone Regions of North India Using Sentinel-1 Images", Annals of Emerging Technologies in Computing (AETiC), Print ISSN: 2516-0281, Online ISSN: 2516-029X, pp. 1-14, Vol. 6, No. 4, 1st October 2022, Published by International Association of Educators and Researchers (IAER), DOI: 10.33166/AETiC.2022.03.001, Available: http://aetic.theiaer.org/archive/v6/v6n4/p1.html.
  • Alansari. Z., M. Siddique, and Ashour, M.W., "FCERP: A Novel Wireless Sensor Networks Fuzzy Based Clustering and Energy-Efficient Routing Protocol", Annals of Emerging Technologies in Computing (AETiC), Print ISSN: 2516-0281, Online ISSN: 2516-029X, pp. 31-42, Vol. 6, No. 1, 1st January 2022, Published by International Association of Educators and Researchers (IAER), DOI: 10.33166/AETiC.2022.01.002, Available: http://aetic.theiaer.org/archive/v6/v6n1/p2.html.
  • Conferences/Book Chapters/Presentations.

    List of Conference Publications

  • Ashour, M.W., Siddiqui, M.Q., Siddique, M. (2026). Bitcoin Price Prediction (BTCPP) Framework Using Deep Learning Approach. In: Miraz, M.H., Southall, G., Ali, M., Ware, A. (eds) Emerging Technologies in Computing. iCETiC 2024. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 623. Springer, Cham. https://doi.org/10.1007/978-3-031-92625-9_6, Available: https://link.springer.com/chapter/10.1007/978-3-031-92625-9_6
  • M. Siddique and M. W. Ashour, "Parallel Computing with GPU: An accelerator for Data-Centric High Performance Computing," 2024 1st International Conference on Innovative Engineering Sciences and Technological Research (ICIESTR), Muscat, Oman, 2024, pp. 1-6, doi: 10.1109/ICIESTR60916.2024.10798202, Available: https://ieeexplore.ieee.org/document/10798202..
  • Ashour, M.W., Abdulrazzaq, M.M., Siddique, M. (2023). Machine Vision Inspection of Steel Surface Using Combined Global and Local Features. In: Latifi, S. (eds) ITNG 2023 20th International Conference on Information Technology-New Generations. ITNG 2023. Advances in Intelligent Systems and Computing, Vol. 1445. Springer, Cham, DOI: 10.1007/978-3-031-28332-1_41, Available: https://link.springer.com/chapter/10.1007/978-3-031-28332-1_41.
  • M. Siddique, T. Ahmed and M. S. Husain, "An Integrated Image Classification Approach to Detect the Flood Prone Areas using Sentinel-1 Images," 2023 10th International Conference on Computing for Sustainable Global Development (INDIACom), New Delhi, India, 2023, pp. 655-660, Available: https://ieeexplore.ieee.org/abstract/document/10112258.
  • M. Siddique, T. Ahmed and M. S. Husain, "Random Forest Based Flood Monitoring Using Sentinel-1 Images: A Case Study of Flood Prone Regions of North-East India", 2022 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2022), 2022, pp. 4883-4886, DOI: 10.1109/IGARSS46834.2022.9884483, Available: https://ieeexplore.ieee.org/document/9884483.
  • E. John and M. Siddique, "Efficient Semantic Web Services Development Approaches using REST and JSON," 2021 International Conference on Decision Aid Sciences and Application (DASA), 2021, pp. 231-235, DOI: 10.1109/DASA53625.2021.9682324, Available: https://ieeexplore.ieee.org/document/9682324.
  • M. N. Waheed and M. Siddique, "Real-Time Scheduling Models in Diverse Multi-core OpenMP Applications," 2021 International Conference on Decision Aid Sciences and Application (DASA), 2021, pp. 702-705, DOI: 10.1109/DASA53625.2021.9682396, Available: https://ieeexplore.ieee.org/document/9682396.
  • S. T. Ataullah and M. Siddique, "Optimisation Techniques for Multicore Architectures and Parallel Processing using OpenMP," 2021 International Conference on Decision Aid Sciences and Application (DASA), 2021, pp. 187-191, DOI: 10.1109/DASA53625.2021.9682392, Available: https://ieeexplore.ieee.org/document/9682392.
  • S. J. J. Mary, S. S. A. Joe and M. Siddique, "IRDM watermarking with EMRC6 encryption for DRM system", 2018, Proceedings of MIC 2018: Promoting Entrepreneurship & Technological Skills: National Needs, Global Trends, Majan International Conference (MIC2018), pp. 1-5. DOI: 10.1109/MINTC.2018.8363157, Available: https://ieeexplore.ieee.org/abstract/document/8363157.
  • List of Book Chapters

  • M., Siddique, M., (2026). A Reflective Journey to Professional Development: Advance HE Fellowship Experience. In Mitchell, P., Al-Busaidi, S. Reflective Practice for Elevating Higher Education: Voices from Oman (pp. 131-144). Berlin, Germany: Peter Lang Verlag. DOI:10.1201/9781003409571-11, Available: https://www.peterlang.com/document/1594569
  • Afaq, S.A., Faisal, M., Siddique, M. and Uzma, S., (2026). Soft computing: An introduction to intelligent problem-solving techniques. In Smart Heat Transfer and Thermal Management (pp. 161-189). Woodhead Publishing. https://www.sciencedirect.com/science/chapter/edited-volume/abs/pii/B9780443338816000162?via%3Dihub
  • Menezesl, J., Hemachandra, N., Isidro, K. and Siddique, M., 2025. Technology aided framework for dealing with students' mental health. In Advances in Science, Engineering and Technology (pp. 133-141). CRC Press..,Available: https://www.taylorfrancis.com/chapters/edit/10.1201/9781003641544-25/technology-aided-framework-dealing-students-mental-health-jacintha-menezesl-nadeesha-hemachandra-kate-isidro-mohammed-siddique.
  • Dwivedi, S., Afaq, S. A., Faisal, M., Siddique, M., & Verma, N. K. (2025). Transforming Healthcare: Exploring the Intersection of IoT and Machine Learning. In D. Mishra, R. Kumar, & A. Abdul Hamid (Eds.), Startup-Driven E-Government: Digital Innovation for Sustainable Ecosystems (pp. 561-602). IGI Global Scientific Publishing. https://doi.org/10.4018/979-8-3373-0817-3.ch022,Available: https://www.igi-global.com/gateway/chapter/381266
  • Afaq, S.A., Dwivedi, S., Faisal, M., Jana, S., Habiba, U., Siddique, M. (2025). Enhancing Fuzzy Multi Criteria Decision Making Technique in Engineering Design Problem. In: Jana, S., Basu Mallik, B., Sarkar, A., Jana, C. (eds) Applications of Fuzzy Logic in Decision Making and Management Science. Information Systems Engineering and Management, vol 29. Springer, Cham.,Available: https://link.springer.com/chapter/10.1007/978-3-031-77719-6_24.
  • Verma, H.C. and Siddique, M. (2025). Understanding and Mitigating Cyber Threats in Smart Fruit Crops Safety: An Analysis of Vulnerability and Best Practices for Securing Agricultural Systems. In Cyberology (pp. 190-199). Chapman and Hall/CRC,DOI:10.1201/9781003409571-11,Available: https://www.taylorfrancis.com/chapters/edit/10.1201/9781003409571-11/understanding-mitigating-cyber-threatssmart-fruit-crops-safety-harish-chandra-verma-mohammad-siddique.
  • M.Siddique, T. Ahmed, 2021, "Role of Satellite Images in Estimation of Locust Swarm Infested Areas during Covid-19 Pandemic in India", Information and Communication Technology, Aargon Press, New Delhi, pp. 105-122, ISBN: 978-93-94070-92-9.
  • Book

  • Siddique, M. and Ahmed, T. (2025) Digital Flood Analytics Vol 1. 1st edn, Amazon.com. 1st edn. S.l.: LANGAA RPCIG. Available at: Digital Flood Analytics: Satellite Images-Based Flood Detection and Prediction: Analysis, Insights, and Trends (Accessed: 25 June 2025).

  • Digital Flood Analytics: Satellite Images-Based Flood Detection and Prediction: Analysis, Insights, and Trends


    List of Conference Presentations

  • Tayebipour, F, Siddique, M., Hamid. A, " Understanding the Impact of Turnitin and AI Tools on Academic Integrity within Omani Higher Education ", 2026, CES26, First International Conference on English Studies, Dhofar University, Salalah, Oman.
  • M.Siddique, T. Ahmed, "Evaluating Web Services Frameworks for the Development of Enterprise Web Service Computing Systems", 2020, pp. 41, RAICT0034, e-Souvenir of International e-Symposium on Recent Advancements in Information and Communication Technology (RAICT 2020), Integral University, Lucknow.
  • M.Siddique, T. Ahmed, "Role of Satellite Images in Estimation of Locust Swarm Infested Areas during Covid-19 Pandemic in India", 2020, pp. 26, RAICT0033, e-Souvenir of International e-Symposium on Recent Advancements in Information and Communication Technology (RAICT 2020), Integral University, Lucknow