Data Center Power Demand Shaping via Adaptive Load Tuning

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Solution Overview

Problem

Distributed generation systems in data centers face challenges in efficiently managing time-varying power demands due to their limited response speed, leading to increased energy storage costs, energy loss, and reduced battery lifespan, which complicates maintaining workload performance and environmental sustainability.

Innovation Solution

Implementing a power demand shaping technique that utilizes adaptive load tuning schemes, such as DGR Boost and UPS Boost, to coordinate power supply and load, allowing DG systems to efficiently follow power demand fluctuations and reduce reliance on utility grids, thereby enhancing performance and extending battery life.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Loss of energy

If distributed generation systems are used to provide local power, then energy savings and environmental benefits are achieved, but the limited response speed of DG systems cannot handle moment-to-moment load power demand

Engineering Contradiction:
Improveenergy savingsVSAvoidresponse speed
Core Design Contradiction:
Loss of energyVSSpeed

Solution Approach 1:

The patent segments the power management function into two distinct components: a fast-responding energy storage system (batteries) that handles moment-to-moment load fluctuations, and a slower distributed generation system that provides sustained power over longer periods. This segmentation allows each component to operate within its optimal response characteristics, resolving the contradiction between energy efficiency and response speed.

Inventive Principle:
Principle #1Segmentation

2Speed

If large energy storage elements are used to handle load power demand, then moment-to-moment power demand is met, but total cost of ownership increases and roundtrip energy loss reaches up to 25%

Engineering Contradiction:
Improveresponse speedVSAvoidroundtrip energy loss
Core Design Contradiction:
SpeedVSLoss of energy

Solution Approach 1:

The patent implements partial action by having the energy storage system provide only the incremental power needed to bridge the response gap between load demand and DG capability, rather than using oversized storage capacity. The storage system operates partially to supplement DG during transition periods, achieving fast response without the excessive energy losses associated with large-scale storage systems operating at full capacity.

Inventive Principle:
Principle #16Partial or excessive action

3Productivity

If frequent battery discharging activities are used to follow load changes, then load power demand is met, but battery lifetime is degraded and stored energy is quickly depleted

Engineering Contradiction:
Improveload following capabilityVSAvoidbattery lifetime
Core Design Contradiction:
ProductivityVSDuration of action of stationary object

Solution Approach 1:

The patent establishes continuous useful action by maintaining a baseline level of stored energy in the battery system that continuously supports load following activities. Rather than allowing the battery to fully deplete during each load cycle, the system continuously replenishes and maintains energy reserves, ensuring that discharging activities remain within sustainable limits that preserve battery lifetime while maintaining productive load following capability.

Inventive Principle:
Principle #20Continuity of useful action

4Loss of energy

If load tuning techniques are used to track time-varying renewable power budget, then power management is achieved, but job turnaround time is extended and instantaneous throughput cannot be maintained

Engineering Contradiction:
Improverenewable energy utilizationVSAvoidjob turnaround time
Core Design Contradiction:
Loss of energyVSLoss of time

Solution Approach 1:

The patent applies preliminary action by having the energy storage system pre-charged during periods of excess renewable generation and low demand, storing energy in advance before load peaks occur. This preliminary energy accumulation allows the system to respond immediately to sudden load increases without waiting for DG systems to ramp up, thereby maintaining fast job turnaround times while still utilizing renewable energy sources.

Inventive Principle:
Principle #10Preliminary action

Data Source

PatentUS9800052B2Method and apparatus for power management using distributed generation
Publication Date: 2017.10.24 UNIV OF FLORIDA RESEARCH FOUNDATION INC
  • US9800052B2 patent drawing
  • US9800052B2 patent drawing
  • US9800052B2 patent drawing

AI summary

Embodiments relate to a method and system for power demand shaping (PDS) so as to manage power generation and use. Specific embodiments relate to data center power demand shaping to achieve high-performance low-overhead data center operation. Specific embodiments can incorporate standard (utility power) energy sources, renewable energy sources, or a combination of standard (utility power) energy sources and renewable energy sources. Embodiments of the subject PDS techniques can incorporate trimming the data center load power so as to allow DG systems to follow the power demand efficiently and/or incorporate two adaptive load tuning schemes that can boost data center performance and enable near-oracle operation during power demand trimming process. To implement a cross-layer power optimization scheme, embodiments of the subject invention relate to a power management module that can reside between front-end distributed generation and back-end computing facilities to provide a coordinated tuning between the supply and load.