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Felix Schmidt

@fsschmidt.bsky.social
144 followers 136 following 10 posts

PhD candidate DIW Berlin Energy Systems Modelling

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Reposted by Felix Schmidt
Emil Dimanchev @emildimanchev.bsky.social · 26/03/2024
Excited to share a new paper! We find that renewable subsidies may cost less than often thought because subsidies can correct a market failure that is often ignored. Same applies to CO2 pricing. Open access: findingspress.org/article/9499...
findingspress.org
Effects of Electricity Sector Climate Policies in a Second-best World of Missing Risk Markets | Published in Findings
By Emil Dimanchev, Stein-Erik Fleten & 2 more. Estimates of climate policy costs are inflated when inefficiencies of financial markets are ignored.
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
In the future, we intend to include further refinements like on-demand accuracy and cut generation. The setup can also be extended to abandon the perfect foresight assumption within a year, study long-term dynamics of long-duration storage or to represent endogenous learning. 10/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
Using stabilization and parallelization, the algorithm scales well with the number of weather years. In our tests, the reference configurations consistently outperform Gurobi from 8 weather years, for some cherry-picked configurations already at 2 weather years. 9/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
Second, the structure of the decomposed problem allows solving the scenarios in parallel. Some overhead remains but the speed-up usually amounts to half the number of scenarios, e.g. four times faster for eight weather years relative to solving the scenarios sequentially. 8/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
By robust and implementable, we not only mean the complexity of coding the algorithm but also a low sensitivity to hyperparameter tuning, which can prove quite tricky and have a major effect on performance. 7/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
First, stabilization limits the step size of the algorithm preventing oscillation. We find that the most robust and implementable approaches for this problem are linear/quadratic trust regions (ex. shown below for 3 dimensions) improving performance by a factor of 10 to 20. 6/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
Yet, the standard Benders converges slowly, and commercial solvers can still solve the original linear program faster by a factor of 100. Hence, we scoured the convex optimization literature for refinements to speed up the algorithm. I focus on the two most effective ones: 5/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
We split this linear optimization problem into an expansion part and independent operational parts, one for each weather year to avoid a single unsolvable big problem. Benders decomposition then iteratively solves the individual problems, converging to the optimal solution. 4/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
The algorithm solves a two-stage stochastic problem. The first stage covers capacity expansion; the second operation for different scenarios representing weather years. The setup includes short- and long-duration storage — critical for systems with high shares of renewables. 3/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
Our new European Journal of Operational Research paper adopts and compares various refinements to a Benders Decomposition algorithm to find a fast and implementable way of accounting for climate uncertainty by including many weather years. 2/10
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Felix Schmidt @fsschmidt.bsky.social · 26/01/2024
🚨New publication 🚨 How to deal with high inter-annual variation of renewable feed-in in sector-coupled energy planning when including multiple years of data in large-scale models is usually intractable? doi.org/10.1016/j.ej... @anygoeke.bsky.social & Mario Kendziorski
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Reposted by Felix Schmidt
Wolf-Peter Schill @wpschill.bsky.social · 14/12/2023
1/ COP 28 calls for a massive expansion of renewables and low-carbon vehicles & hydrogen. How do 🇩🇪's plans fit in with this? @aroth.bsky.social, @adelinegueret.bsky.social, @fsschmidt.bsky.social and I just published an English version of our @diw.de assessment on how the Energiewende is going.
diw.de
DIW Berlin: Mixed Mid-Term Review for German Traffic Light Coalition in the Energy Transition; Signi...
The German traffic light coalition began its term two years ago with ambitious energy policy goals. Halfway through the legislative period, its track record is mixed. Good progress has been made in so...
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Reposted by Felix Schmidt
DIW Berlin @diw.de · 01/12/2023
🎧Podcast-Tipp: Seit Dezember 2021 ist die Ampel-Koalition im Amt. Wie sieht die Halbzeitbilanz bei der Energiewende aus? @wpschill.bsky.social & @aroth.bsky.social sehen in einzelnen Bereichen gute Fortschritte, in anderen klaffen große Lücken zwischen Ist- & Sollzustand.
podcasts.apple.com
‎fossilfrei: Der Podcast zum Ampel-Monitor Energiewende des DIW Berlin: #12 Wo steht die Energiewe...
‎Sendung fossilfrei: Der Podcast zum Ampel-Monitor Energiewende des DIW Berlin, Folge #12 Wo steht die Energiewende zur Ampel-Halbzeit? – 1. Dez. 2023
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Reposted by Felix Schmidt
Wolf-Peter Schill @wpschill.bsky.social · 01/12/2023
1/ Halbzeit für die Ampel! Also, falls sie bis zum Ende durchhält. Wie steht es nach zwei Jahren 🚦 um die Energiewende? @aroth.bsky.social, @adelinegueret.bsky.social, @fsschmidt.bsky.social & ich haben aus diesem Anlass ein kleines Special zum Ampel-Monitor Energiewende des @diw.de veröffentlicht.
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Reposted by Felix Schmidt
Wolf-Peter Schill @wpschill.bsky.social · 03/11/2023
1/🚨Update im @diw.de Ampel-Monitor Energiewende: jetzt mit neuen IEA-Daten zur Elektrolyse! Ziel der 🚦 ist eine elektr. Leistung von 10 Gigawatt 2030. Derzeit haben wir erst rund 80 Megawatt in Betrieb - d.h. kaum mehr als zum Ampel-Start, und nicht mal 1% des 2030-Ziels. www.diw.de/de/diw_01.c....
Installierte (elektr.) Leistung von Elektrolyseuren in Deutschland: Stand heute, Ziele und geplante Projekte nach Status
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