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Research

Research, white papers, reports, and presentations on data centers, energy, and modern infrastructure from around the world.

Academic PaperarXiv (preprint)30 September 2026Power & Energy Supply

FissionReady: Joint Workload and Power Scheduling for Data Centers Powered by Small Modular Reactors

The paper introduces FissionReady, a scheduler for data centers supplied by a multi-module small modular reactor (SMR) plant. It jointly manages the output of each reactor module, deferrable batch workloads, and grid purchases while accounting for fuel age, iodine-xenon dynamics, and reactivity margin. In simulations, the approach eliminates forced outages and missed batch-job deadlines while reducing water use and grid-electricity costs relative to a comparable baseline configuration.

Small Modular Reactors (SMRs)Data Center Power SupplyGeneration Load FollowingData Center Microgrids
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PresentationWärtsilä10 February 2026Power & Energy Supply

Wärtsilä: Powering AI Through Data Centres

Wärtsilä’s presentation examines the use of modular gas and dual-fuel power plants alongside energy storage to supply data centers, including AI workloads. It links constraints on grid connections to growing demand for primary onsite and off-grid generation, and cites several projects in Ireland and the United States. The material emphasizes capacity availability, modularity, part-load efficiency, lower water consumption, and the potential to transition to sustainable fuels over time.

Data center power supplyAI workloadsOnsite generationOff-grid data centers
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White PaperAVK; Wärtsilä EnergySeptember 2025Power & Energy Supply

Data Centre Dispatchable Capacity: A Major Opportunity for Europe’s Energy Transition

This AVK and Wärtsilä Energy white paper examines constrained grid capacity as a major barrier to the expansion of European data centres, particularly facilities serving AI workloads. It proposes on-site microgrids combining dispatchable generation, BESS and renewables to accelerate site energisation before—or independently of—a grid connection. The paper compares power-system scenarios and four supply configurations for a representative AI data centre in terms of cost, reliability, land use and carbon footprint.

Data Centre Power SupplyAI Data CentresMicrogridsDispatchable Generation
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White PaperCummins Inc.November 2024Power & Energy Supply

Evolution of Data Center Onsite Power Use

This Cummins white paper examines the shift in data center onsite power systems from traditional emergency backup toward an active-standby model. It identifies decarbonization and shortages of grid capacity and transmission capability—particularly acute in Europe and North America—as the key drivers. The paper considers cleaner fuels and generation technologies, energy storage, fuel cells, and microgrid controls that could enable data centers to support the grid without moving to continuous onsite generation.

Data Center Power SupplyOnsite GenerationActive StandbyGrid Constraints
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White PaperSiemens Gas and PowerSeptember 2019Power & Energy Supply

On-site Power Generation for Data Centers: How Gas Turbines Deliver Maximum Availability

This Siemens Gas and Power white paper examines on-site generation of electricity and cooling for data centers as an alternative to reliance on a constrained or unreliable external grid. Its main focus is on modular gas-turbine solutions, including open-cycle and combined-cycle configurations, combined heat and power (CHP) with absorption cooling, redundancy, and operational lifecycle considerations. The paper also outlines approaches to planning, EPC delivery, service, and decarbonization through biofuels and hydrogen.

Data centersOn-site generationGas turbinesCombined Cycle
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