Vidushi Sharma

Title: Vidushi Sharma: Innovator in Formulation Graph Convolution Networks

Introduction

Vidushi Sharma is a prominent inventor based in San Jose, California. She has made significant contributions to the field of formulation science through her innovative work on graph convolution networks. Her research focuses on predicting the performance of formulated products, which has important implications for various industries.

Latest Patents

Vidushi Sharma holds a patent for her invention titled "Formulation graph convolution networks (f-GCN) for predicting performance of formulated products." This patent describes a formulation graph convolution network (F-GCN) that utilizes multiple GCNs assembled in parallel. These GCNs are connected to filters and an external learning architecture, enabling the prediction of the effectiveness of a formulation. The input to the multiple GCNs consists of molecular structures of formulants, processed as molecular graphs, and output as molecular descriptors. The molecular descriptors are filtered by normalized ratios or fractions of the ingredient molecules in a formulation, such as a battery electrolyte or solvent. A formulation descriptor combines the filtered molecular descriptors to predict the performance of the formulation, such as battery capacity for an electrolyte formulation, using an external learning architecture. The F-GCN may also employ a pre-trained GCN with physico-chemical properties of known molecular structures.

Career Highlights

Vidushi Sharma is currently employed at International Business Machines Corporation, commonly known as IBM. Her work at IBM allows her to apply her expertise in machine learning and formulation science to real-world challenges. She has demonstrated a strong commitment to advancing technology and innovation in her field.

Collaborations

Vidushi collaborates with her coworker, Dmitry Zubarev, to further enhance her research and development efforts. Their partnership exemplifies the importance of teamwork in driving innovation.

Conclusion

Vidushi Sharma is a trailblazer in the field of formulation science, with her innovative patent on formulation graph convolution networks. Her contributions to predicting the performance of formulated products are paving the way for advancements in various industries.