Implementing a Hybrid VMD–BiTCN–BiGRU Architecture With Intelligent Optimization for Agricultural Commodity Price Prognostication in Gujarat Markets

Jignesh Hirapara; Ratnesh Kumar Namdeo; Ankit Kumar Dubey; Koushik Choudhury; Sanjay Kumar Gupta; Milan Doshi

doi:10.3844/jcssp.2026.2350.2366

ISSN 1549-3636 (print)eISSN 1552-6607 (online) Open access

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Research Article · Open access · Published 1 August 2026

Implementing a Hybrid VMD–BiTCN–BiGRU Architecture With Intelligent Optimization for Agricultural Commodity Price Prognostication in Gujarat Markets

Jignesh Hirapara, Ratnesh Kumar Namdeo, Ankit Kumar Dubey et al.

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