Author

Siti Ma'shumah

h-index 3 View on Semantic Scholar

We have 2 of 18 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access Oct 2026

Development and Performance Evaluation of an IoT-Based Greenhouse System for Soil Moisture and Temperature Control in Mustard Greens Cultivation

Environmental conditions, particularly soil moisture and temperature, play an important role in mustard greens (Brassica juncea) cultivation. However, conventional greenhouse management often relies on periodic manual observations, which limit continuous monitoring and timely environmental control. This study developed...

Ellys Kumala Pramartaningthyas, Siti Ma'shumah, Didik Sigiono · G-Tech · 0 citations

Open access Aug 2026

Enhancing Low-Resource Healthcare Chatbots via Multi-Stage Data Augmentation and IndoBERT Fine-Tuning

By exposing the model to broader linguistic variations during training, the proposed approach supports more stable real-world performance while maintaining medical intent consistency and provides insights into remaining challenges for reliable healthcare QA deployment.

A. Rosyadi, Taufiqur Rohman, Moh. Rizki Fajar et al. · Indonesian Journal of Electr... · 0 citations