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Monali Gulhane

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Open access Sep 2026

Continual Learning Frameworks for Long-Term Knowledge Retention in Evolving Data Streams

A modular continual learning framework that integrates incremental model updates with a memory-based rehearsal mechanism designed to preserve representative samples from previously learned tasks is proposed, suggesting that combining incremental learning with compact rehearsal memory provides a practical solution for b...

Fatmasari, Marwan Alshar'e, C. S. Kulkarni et al. · 0 citations
Open access Jul 2026

Mathematical Modelling of Plant Root Water Uptake under Heterogeneous Soil Conditions

This paper introduces a nonlinear mathematics model of plant root water uptake in heterogeneous soil based on the coupled soil–plant hydrodynamics. The process of variably saturated water flow and moisture extraction mechanisms is described by Richards' partial differential equation integrated with spatially distribute...

Devkant Varde, Sangita M.Jaybhaye, Chandrakant D. Kokane et al. · 0 citations

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