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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Marzuki Sinambela

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2 papers indexed here

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Open access Sep 2026

Comparative Analysis of Random Forest, BiLSTM, and Isolation Forest for Rainfall Data Anomaly Detection to Support Automatic Rain Gauge (ARG) Performance Monitoring

Accuracy and reliability of rainfall data form an essential foundation for meteorological observation activities. However, the presence of missing values or unreasonable readings can degrade data quality, necessitating anomaly detection methods to support Automatic Rain Gauge (ARG) performance monitoring. This study ai...

R. Arista, Adi Widiatmoko Wastumirad, Marzuki Sinambela et al. · 0 citations
Open access Jul 2026

A HYBRID TCN-LSTM MODEL FOR PREDICTIVE MAINTENANCE OF AWS POWER SUPPLIES

Reliable power supply units are essential for Automatic Weather Stations (AWS) to maintain continuous data collection. However, traditional maintenance schedules often fail to prevent sudden equipment downtime. While machine learning can enable predictive maintenance, standard standalone models typically struggle to ca...

Marzuki Sinambela, Rifqi Daffa Ul haq, Dibyo Susanto et al. · 0 citations

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