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Forecasting Data Center Power Requirements: Tips from the Trenches. Frank Bereznay Kaiser Permanente. Agenda. Overall Facility Utilization / Usage Profiles Measuring Power Usage at the Equipment Level Reporting and Forecasting Techniques Summary. Facility Overview. Two Story Facility
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Forecasting Data Center Power Requirements:Tips from the Trenches Frank Bereznay Kaiser Permanente
Agenda • Overall Facility Utilization / Usage Profiles • Measuring Power Usage at the Equipment Level • Reporting and Forecasting Techniques • Summary
Facility Overview • Two Story Facility • Built in the early 1990’s to accommodate mainframe class equipment. • 2 UPS Systems • Primary UPS (A/B) 2,400 KW • Secondary UPS (C/D) 600 KW Added later • 3,500 Items Connected to UPS Systems • Equipment Mix Described as typical for today’s Data Center. • Newer blade farms creating hot spots for A/C systems
Initial Measurements • There were a lot of opinions about the overall utilization profile for the UPS systems, but nobody had hard empirical data. • A low tech ‘clip board’ agent was installed and activated at the UPS panels at four hour intervals.
Measuring Power Usage at the Equipment Level • Not as easy as it sounds. • Engineers were reluctant to open up the back side of PDU cabinets to attach reading devices. • Power cables coming out of the cabinet were not labeled. • Similar situation at equipment end of power run.
Measuring Power Usage at the Equipment Level • Looked for some equipment documentation on actual power usage. • Generally speaking, the documentation only provided rating factors for the circuit breakers. • Blade servers were the exception, they provided actual power calculators. • Looked online (and the CMG proceedings) for articles providing this kind of information. • Came up empty.
Measuring Power Usage at the Equipment Level • Pursued two efforts in parallel • Captured before and after power readings at the UPS level for any change that projected a 5KW or greater impact • Worked with staff at a newer Data Center that had the capability to provide circuit level power usage profiles • Developed spreadsheet of findings and created some initial forecasts
Measuring Power Usage at the Equipment Level • Initial forecasts tended to underestimate the impact of power events. • Part of the learning curve for this type of analysis. • A ‘life cycle’ usage profile for equipment types began to emerge from the dual measurement efforts being conducted.
Reporting and Forecasting Techniques • All data capture and analysis was done in EXCEL, nothing fancy. • Experimented with a variety of reporting techniques before we came up with the final set of reports.
Summary • Primary goal of the paper was to share some lessons learned. • Power analytics are fairly straightforward. • The data can be elusive and difficult to get. • The paper contains a table of power factors developed over time.
The End • Questions???