Author

T. S. Gunawan

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Open access Sep 2026

A Predictive Energy Management Framework for Malaysian Residential Microgrid Using LSTM-Driven Adaptive Rule-Based Control

The rapid increase in global energy demand and the growing emphasis on environmental sustainability have accelerated the integration of renewable energy sources (RES) into modern microgrids. However, the stochastic nature of RES, the unpredictable behavior of load demand, and the variability of utility electricity tari...

Kamal Akashah Che Kamaruddin, Siti Hajar Yusoff, Teddy Surya Gunawan et al. · International Islamic Univer... · 0 citations

Review Open access Jul 2026

Cognitive Detection at Big-Data Scale: A CNN-LSTM-DQN Framework with Prioritized Experience Replay for Cross-Attack-Family Generalization and Multi-Seed Initialization Sensitivity Analysis

Real-world IoT network security generates traffic at big-data scale with extreme class imbalance, temporal non-stationarity, and continuously evolving attack strategies that overwhelm static supervised classifiers. This paper presents a cognitive computing framework for network intrusion detection: a CNN–LSTM–DQN archi...

Xin Su, Zhiquan Bai, K. Ramli et al. · Big Data and Cognitive Compu... · 1 citation