Shanand Reddy Sukumaran

Title: Shanand Reddy Sukumaran: Patents in Machine Learning and Database Management.

Introduction

Shanand Reddy Sukumaran is an inventor based in Kulim, Malaysia. His patent work includes applying machine learning to server maintenance scheduling and database fragmentation management. He is associated with Dell Products Inc. and holds 2 patents.

Latest Patents

Sukumaran’s listed patents address predictive approaches to managing computing infrastructure.

“Scheduling Server Maintenance Using Machine Learning” describes recording time-stamped server load values, classifying the data, and using it to build a model that predicts future server load. The predictions can help determine when maintenance should be scheduled.

“Prediction and Repair of Database Fragmentation” concerns detecting and addressing fragmentation in databases. The disclosed method applies a machine-learning classification model to database transaction logs to predict whether defragmentation is needed. It also uses time-series forecasting to identify a future period of relatively low database utilization, when the procedure can be scheduled.

Career Highlights

The two listed inventions focus on using operational data and machine-learning models to support infrastructure maintenance decisions. One targets server workloads, while the other addresses database performance and the timing of defragmentation.

Collaborations

Sukumaran is associated with Dell Products Inc. His listed coworkers include Ashish Kumar Palo and Lead Ta Choo.

Conclusion

Shanand Reddy Sukumaran’s patent portfolio reflects an emphasis on predictive maintenance, using machine learning to help schedule server repairs and database defragmentation.