neural-ode; pinns; scientific-ml; mathematical-modeling; differential-equations; system-identification; neural-methods; computational-modeling

Journal History

The journal was initially established under the title SAINTIS: Jurnal Integrasi Sains dan Islam as a multidisciplinary scholarly outlet. In its early phase, the journal published research and technological studies across several scientific disciplines while promoting an integrative perspective between science and Islamic values.

Initial title and scope: SAINTIS: Jurnal Integrasi Sains dan Islam, covering research and technology in Physics, Chemistry, Biology, Pharmacy, and Medicine, with a thematic emphasis on the integration of Science and Islam.

Publication period: The journal was actively published until 2012.

Inactivity: After 2012, publication and editorial operations ceased, and the journal remained inactive for an extended period.

Revitalization and relaunch (2026): In early 2026, the journal was revitalized and relaunched with updated governance, editorial policies, and journal management practices.

Title change and rebranding: As part of the relaunch, the journal adopted a new title and revised aims and scope as SAINTIS: Journal of Neural Methods for Mathematical Modeling. This relaunch constitutes a title change and rebranding accompanied by a renewed editorial direction.

Current focus: The journal is now dedicated to neural-network-based approaches in mathematical modeling, particularly for solving differential equations and for discovering, identifying, or constructing mathematical models. The journal also welcomes contributions in related areas such as neural differential equations, physics-informed neural networks, scientific machine learning, system identification, and data-driven modeling.

While adopting a new identity and scientific focus, the journal maintains its commitment to academic quality, scholarly integrity, and the dissemination of peer-reviewed research.