Shawon, Sarowar Morshed and Zaman, Mukter and Maniam, Shamala and Tee, Yei Kheng and Wong, H.Y. (2026) Climate-aware hybrid 1D-CNN-LSTM model for multi-layer soil moisture prediction in tropical Cocoa plantations. Climate Smart Agriculture, 3 (1). p. 100096. ISSN 2950-4090

Maniam, Shamala and Memar, Erfan and Tee, Yei Kheng and Kumari, Nisha and Yong Wong, Hin and Zaman, Mukter (2026) Enhancing Agricultural Sustainability: An IoT-Based RNN-LSTM Model for Precision Sub-Surface Moisture Monitoring and Irrigation Optimisation. Annals of Emerging Technologies in Computing, 10 (1). pp. 83-98. ISSN 2516-0281

Shawon, Sarowar Morshed and Zaman, Mukter and Maniam, Shamala and Al Qwaid, Marran and Sarker, Md Tanjil and Kheng, Tee Yei and Wong, Hin Yong (2026) Explainable Quantile CNN-LSTM model for uncertainty-aware multi-layer soil moisture prediction in tropical cocoa plantations. Scientific Reports, 16 (1). ISSN 2045-2322

Maniam, Shamala and Tee, Yei Kheng and Memar, Erfan and Wong, Hin Yong and Zaman, Mukter (2026) Smart irrigation management: IoT-based RNN-LSTM model for soil moisture prediction in precision agriculture. Smart Agricultural Technology, 13. p. 101866. ISSN 27723755

Maniam, Shamala (2025) Recurrent neural network based integration of multiple sensors in a universal platform for internet of things devices. PhD thesis, Multimedia University.

Maniam, Shamala and Zaman, Mukter and Wong, Hin Yong (2022) IOT Implemented Soil Moisture Probe With A Real-Time Monitoring Application. In: Postgraduate Colloquium December 2022, 1-15 December 2022, Multimedia University, Malaysia. (Unpublished)

Maniam, Shamala and Wong, Hin Yong and Zaman, Mukter (2018) Flexible Solar on Fibers as substrates coated with Molybdenum and CZTS. In: 2018 IEEE 7th International Conference on Photonics (ICP), 9-11 April 2018, Kuah, Malaysia.