Data Center Energy Analysis

As data demands surge with AI and digital services, we measure, model, and optimize energy and resource use across diverse facilities, supporting efficient operations, grid integration, and technology innovation.

About Data Center Energy Analysis

As data demands surge with AI and digital services, we measure, model, and optimize energy and resource use across diverse facilities, supporting efficient operations, grid integration, and technology innovation.

Energy Use Measurement & Forecasting

Researchers conduct comprehensive energy usage assessments to understand past and projected electricity and water consumption of U.S. data centers. These studies quantify trends, equipment impacts, and growth drivers, particularly the rapid expansion in computing demand due to AI, helping stakeholders anticipate future load and infrastructure needs.

Tools and Analytical Methods for Optimization

The Data Center Energy Analysis team, as part of the Berkeley Lab Center of Expertise for Data Center Energy, develops and deploys analytical tools to diagnose energy use across systems (IT hardware, power delivery, cooling) and to identify performance and efficiency opportunities. These tools support operators in benchmarking, estimating potential savings, and designing energy-smart operational strategies for diverse data center types.

Technology & Best Practice Innovation

Berkeley Lab’s work spans research into optimizing technologies and operational practices, including advanced cooling, monitoring and controls, air and liquid cooling management, and water usage. By working with industry partners, the Lab accelerates the deployment of innovative solutions that lower energy and resource consumption while maintaining performance and reliability.

Training, Outreach, and Stakeholder Engagement

In addition to research, the Lab provides training and certification programs (e.g., Data Center Energy Practitioner), webinars, and workshops to share knowledge and best practices with operators, utilities, and policymakers. These activities build capacity within the industry to implement efficiency measures and adapt to evolving energy demand challenges.

Staff Scientist
Research Scientist
Presidential Director of the Global Cooling Program

Featured Publications