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How to model a net‑zero system across timescales

27 May 2026 Lorna Brigham

A hybrid model spanning hours to decades shows that a fully renewable energy system is achievable, with flexibility key to lowering costs

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Earth timer (Courtesy: iStock/Peepo)

A successful clean‑energy transition depends on understanding how to balance variable renewable power with the growing electricity demands of transport, heating, and industry. A key challenge is capturing how renewable energy sources like wind and solar fluctuate hour by hour, but this variability also creates new opportunities to align supply with increasingly flexible forms of demand, such as electric vehicles, heat pumps, and other electrified services. Alongside these short‑term dynamics, it is equally important to determine the long‑term infrastructure needed to support a fully decarbonised energy system.

In this research, two powerful models (REMIND and PyPSAEur) are linked and allowed to exchange information repeatedly to determine both what infrastructure should be built and how it would operate each hour of the year. REMIND is a global energy and climate model that looks decades ahead, analysing investments, technology choices, and pathways to netzero. PyPSAEur is a detailed model of the European electricity system that simulates realtime grid behaviour. By combining a model that excels at longterm planning with one that captures hourly power system dynamics, the researchers create a much more realistic tool for answering these complex questions. 

They then test this approach on a Germany case study under two conditions: one with demandside flexibility (where electricity use can shift to cheaper hours, such as smartcharging electric vehicles) and one without flexibility. Their findings show that a fully renewable energy system is technically and economically achievable, that flexible systems perform far better than inflexible ones, and that even with flexibility, electricity prices can vary significantly between sectors, creating political challenges around fair pricing. Both scenarios of the German case study reach net-zero emissions by 2045.

This research gives policymakers a clearer way to design reliable, affordable, fully renewable energy systems by showing how to integrate renewables, manage electrification, use flexibility to reduce costs, understand sectoral price differences, and build markets. 

Read the full article

REMIND-PyPSA-Eur: integrating power system flexibility into sector-coupled energy transition pathways

Adrian Odenweller et al 2026 Prog. Energy 8 025001

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