Water membrane-based desalination modeling using a Ninja optimization-enhanced bidirectional long short-term memory with conceptually LLM-informed data preparation

Expert Systems with Applications 2026

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Authors: Amal H. Alharbi, Amel Ali Alhussan, Marwa M. Eid, El-Sayed M. El-Kenawy

DOI: 10.1016/j.eswa.2026.132070

Cited by: 9

References: 22

Fields of Study & Subjects

Membrane Separation Technologies Membrane-based Ion Separation Techniques Solar-Powered Water Purification Methods

References 22