Time series forecasting classification

US10970161B2 · kind B2 · utility

Assignee

• EMC IP Holding Company LLC · US

Inventors

• Hung Dinh · Austin, US
• Reddeppa Kollu · Seward Junction, US
• Venkat Allaka · Cedar Park, US
• Sabu K. Syed · Austin, US
• Jyothi K R · Bengaluru, IN
• Anu Bala Thakur · Chandigarh, IN
• Madhusudhana Reddy Chilipi · Leander, US
• Chakradhar Kommana · Cedar Park, US
• Tousif Mohammed · Bengaluru, IN
• Vinod Kumar · Nozay, FR
• Manikandan Pammal Rathinavelu · Cedar Park, US
• Abhishek Joshi · Ghanpur, IN
• John K. Maxi · New Orleans, US
• Jatin Kamlesh Thakkar · Bengaluru, IN

Key dates

• Filing date: Feb 1, 2019
• Grant date: Apr 6, 2021
• Expiry date: May 23, 2039

Classification

• Technology area (CPC G): Physics
• CPC primary: G06N7/01
• WIPO field: Computer technology
• WIPO sector: Electrical engineering

Abstract

A method is disclosed including: obtaining one or more values of a system metric, the system metric being associated with a hardware resource of a computing device; detecting whether the system metric is approaching a threshold, the threshold being associated with a key performance indicator (KPI) of the computing device, the detecting being performed based on the obtained values of the system metric; calculating a predicted value of the system metric in response to detecting that the system metric is approaching the threshold, the predicted value of the system metric being calculated by using a linear predictor that is trained using unevenly-sampled training data; detecting whether the predicted value of the system metric exceeds the threshold; and reconfiguring the computing device to prevent the system metric from reaching the predicted value in response to detecting that the predicted value exceeds the threshold.