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Machine-learning (ML)-based resource utilization prediction and management engine

Grant US12585501B2 Kind: B2 Mar 24, 2026

Assignee

Bank of America Corporation

Inventors

Gopal Narayanan, Paparayudu Anaparti, Vishnu Vardhan Sarva, Sai Karthik Nanduri, Saikiran Gunti

Abstract

Systems and methods for optimizing resource utilization in a computing system are provided. Methods include compiling training data, running a machine-learning (ML) model using the training data to determine a set of resource parameters, receiving a request to schedule the computing job on the computing system, computing, for each of a plurality of potential runtimes, an amalgam distance value, selecting the potential runtime with the optimal distance value for scheduling the computing job, and generating a job execution schedule based on the selected potential runtime.

CPC Classifications

G06F 9/5044 G06F 9/5016 G06F 18/214 G06F 2209/503 G06F 2209/508 G06F 2209/501 G06F 9/4881 G06F 2209/5019 G06N 20/00 H04L 67/133

Filing Date

2022-02-21

Application No.

17676362

Claims

18