Emc IP Holding Company LLC

Landmark Graphics Corporation

Nagaraj Sirinivasan

Vinicius Michel Gottin

Keshava Prasad Rangarajan

Jonas Furtado Dias

Scott David Senften

Ashwani Dev

Joseph Blake Winston

Romulo D Pinho

Xi Wang

David Michael Holmes

Edward Pacheco

Angelo Ciarlini

Chandra Yeleshwarapu

Clifton Brent Walker

Andre Maximo

A computer implemented method, computer program product, and system for managing execution of a workflow comprising a set of subworkflows, comprising optimizing the set of subworkflows using a deep neural network, wherein each subworkflow of the set of subworkflows has a set of tasks, wherein each task of the sets of tasks has a requirement of resources of a set of resources; wherein each task of the sets of tasks is enabled to be dependent on another task of the sets of tasks, training the deep neural network by: executing the set of subworkflows, collecting provenance data from the execution, and collecting monitoring data that represents the state of said set of resources, wherein the training causes the neural network to learn relationships between the states of said set of resources, the said sets of tasks, their parameters and the obtained performance, optimizing an allocation of resources of the set of resources to each task of the sets of tasks to ensure compliance with a user-defined quality metric based on the deep neural network output.

Workflow optimization

Growing community of inventors

Sugar Land, TX, United States of America

Nagaraj Sirinivasan