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Namathoti Sivanagaraju on Muck Rack

Namathoti Sivanagaraju

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Machine learning–guided design of shape memory composite: balancing piezoelectricity and mechanical recovery in PVDF/SMPU/BTO

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By Mahesh Gotte, Venkata Dinesh Avvari, Santosh Sahu, Chitte Prem Kumar, Robert Olejnik, Namathoti Sivanagaraju, P S Ramasreekanth
| Nature Verified
Abstract PVDF-based multifunctional composites capable of simultaneously delivering piezoelectric energy harvesting and shape memory behavior are highly desirable for next generation flexible electronics, soft robotics and wearable system. In this study a data – driven design approach combining Taguchi L27 design of experiments and machine learning (ML) was employed to optimize Polyvinylidene fluoride (PVDF) /Shape memory polyurethane (SMPU)/ Barium Titanate (BTO) nanocomposite.
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