Transfer Learning for PV Forecasting under Data Scarcity: Error-Based and Economic Evaluation of NWP-Driven Hybrid Models
Institut für Energiesysteme und Elektrische Antriebe (ESEA) · Energy Economics Group (EEG) · Diploma Thesis TU Wien
Electrical Power Engineering · Sustainable Energy Systems
Timon Geiss
Currently I am pursuing a Master’s degree in Electrical Power Engineering and Sustainable Energy Systems at TU Wien in Austria. Previously I completed a Bachelor’s degree in Renewable Energy Engineering and Energy Efficiency at Ostbayerische Technische Hochschule (OTH) Regensburg, Germany.
Since 2023, I work at the Research Center for Energy Networks and Energy Storage (Forschungsstelle für Energienetze und Energiespeicher) at the OTH Regensburg. Prior to that, I spent two years working on projects in technical consulting with umlaut energy as part of Accenture.
My academic and professional interests focus on energy networks, PtX and industrial energy systems, with particular emphasis on modelling, optimisation and forecasting. The portfolio below brings together research, consulting and entrepreneurial projects in which I served as Lead, Project Driver or Contributor.
Explore selected projectsSelected projects
Selected work
Explore by focus
Showing all projects
A Constrained PyPSA Earth Based Energy System Model for the Democratic Republic of the Congo - Implications for Hydrogen Export from Hydropower under Real-World Conditions
Forschungsstelle für Energienetze und Energiespeicher (FENES) · Part of H2Global Meets Africa Research Project
Techno-economic and environmental investigation of Power-to-X at various greenfield and brownfield levels – a structured multi-level infrastructure access framework for PtX
Forschungsstelle für Enegrienetze und Energiespeicher (FENES) · Part of Kopernikus P2X Phase III Research Project
Energy Process Engineering Measurement Data Analysis
Forschungsstelle für Energienetze und Energiespeicher (FENES) · Work Package of ORBIT II research project
Multi-criteria analysis for evaluation of CO2 point sources as locations for Power-to-Gas plants with biological methanation in German
Forschungsstelle für Energienetze und Energiespeicher (FENES)
Probabilistic PV Dataset Generator for Stochastic Energy System Optimisation
Institute of Computer Technology (ICT) · Technical University Vienna Project · Presented at Smart Grids Austria
Development of a Backend Architecture for a PV Forecasting Platform
Independent entrepreneurial project within a four-person founding team · Eneraytion
Regional Hydrogen Infrastructure Assessment for Regensburg–Kelheim
Forschungsstelle für Energienetze und Energiespeicher (FENES) · Regional hydrogen-infrastructure collaboration
Wind Generation Modelling for a Power-to-X Techno-Economic Optimization in oemof
Forschungsstelle für Energienetze und Energiespeicher (FENES) · Consulting for an industrial Partner
Development of a Deterministic PV Power Forecasting Workflow for Household Load Management
Independent entrepreneurial project within a two-person founding team · REgy
CAD Model of a Methanation Plant
Forschungsstelle für Energienetze und Energiespeicher (FENES) · Part of ORBIT II Research Project
Tutor for Computer Science II (C++)
Ostbayerische Technische Hochschule Regensburg · Faculty of Electrical and Information Engineering
Development and Validation of a Load Management Concept as Part of the Tertiary Control for Industrial Islanded Grid Operation
Forschungsstelle für Energienetze und Energiespeicher (FENES) · Bachelor’s thesis OTH Regensburg · Part of INZELL Research Project
Analysis of German Transmission Network Expansion Projects
umlaut energy GmbH · Part of Accenture · Internal Project
Modelling of a Conservation Voltage Reduction in PSS SINCAL
umlaut energy GmbH · Part of Accenture · Consulting project for a European transmission system operator
Regionalisation of Planned Wind and Photovoltaic Capacity
umlaut energy GmbH · Part of Accenture · Consulting project for a German transmission system operator
Development of a German Transmission Network Model with TYNDP Data in Integral
umlaut energy GmbH · Part of Accenture · Intern Project
Benchmarking of High-Power Charging Infrastructure
umlaut energy GmbH · Part of Accenture · Project with connect magazine
Development of an LODF and PTDF Matrix Filtering Tool in MATLAB and Python
umlaut energy GmbH · Part of Accenture · Intern Project
No projects match this combination of filters.
Explore by subject block
11 subject blocks · 60 courses
Academic path
Energy Economics, Markets, Finance & Law
Energy economics, electricity and generation markets, financing, investment analysis and energy-related environmental law.
Degree
- Energy Economics and Energy EfficiencyEnergiewirtschaft und Energieeffizienz
- Financing and Investment AnalysisFinanzierung und Investitionsrechnung
- Electricity and Water EconomicsElektrizitäts- und Wasserwirtschaft
- Energy EconomicsEnergieökonomie
- Economics of Energy NetworksÖkonomie der Energienetze
- Economics of Renewable Energy SystemsÖkonomie der erneuerbaren Energiesysteme
- Project ManagementProjektmanagement
- Environmental LawUmweltrecht
- Energy Systems and Climate ChangeEnergy Systems and Climate Change
- Environmental Protection in Energy EconomicsUmweltschutz in der Energiewirtschaft
- Selected TopicsSelected Topics
No courses match this degree filter.
Academic path
Renewable Energy Systems
Solar energy, hydropower, energy storage, bioenergy and applied renewable-energy practice.
Degree
- Photovoltaics and Solar Thermal Energy / Solar EnergyPhotovoltaik und Solarthermie / Solarenergie
- Hydropower PlantsWasserkraftwerke
- Power PlantsKraftwerke
- Energy StorageEnergiespeicher
- Electrochemical Conversion and StorageElektrochemische Wandlung und Speicherung
- Generation of New Energy CarriersErzeugung neuer Energieträger
- Energy Engineering Laboratory 1Praktikum Energietechnik 1
- Energy Engineering Laboratory 2Praktikum Energietechnik 2
- Renewable Energy SystemsRegenerative Energiesysteme
No courses match this degree filter.
Academic path
Mechanics, Materials & Thermofluid Dynamics
Mechanical, material, thermal and fluid-dynamic foundations.
Degree
- Fluid MachineryStrömungsmaschinen
- Fluid MechanicsStrömungsmechanik
- Engineering MechanicsTechnische Mechanik
- ThermodynamicsThermodynamik
- Materials EngineeringWerkstofftechnik
- Heat TransferWärmeübertragung
No courses match this degree filter.
Academic path
Electrical Engineering & Electronics Foundations
Electrical fields, circuits, electronic components, measurement technology and electrical safety.
Degree
- Electronic Components and ElectronicsBauelemente und Elektronik
- Fundamentals of Electrical Engineering 1Grundlagen der Elektrotechnik 1
- Fundamentals of Electrical Engineering 2Grundlagen der Elektrotechnik 2
- ElectrodynamicsElektrodynamik
- Electrical Installations and Electrical SafetyElektrische Anlagentechnik und Elektrosicherheit
- Electrical Measurement TechnologyElektrische Messtechnik
No courses match this degree filter.
Academic path
Electrical Machines, Drives & Power Electronics
Electromechanical energy conversion, power converters and electrical drive systems.
Degree
- Drive EngineeringAntriebstechnik
- Fundamentals of Electrical MachinesGrundlagen elektrischer Maschinen
- Power ElectronicsLeistungselektronik
- Drives and Power Electronics LaboratoryPraktikum Antriebstechnik und Leistungselektronik
- Electrical DrivesElektrische Antriebe
- Electrical MachinesElektrische Maschinen
No courses match this degree filter.
Academic path
Mathematics & Natural Sciences
Mathematical methods and physical-chemical foundations.
Degree
- Mathematics 1Mathematik 1
- Mathematics 2Mathematik 2
- Physics and ChemistryPhysik und Chemie
- Mathematics 3 - LectureMathematik 3 - Vorlesung
- Mathematics 3 - ExerciseMathematik 3 - Übung
No courses match this degree filter.
Academic path
Power Systems & Smart Grids
Transmission, distribution, network planning, control and digital power systems.
Degree
- Electrical Power SystemsElektrische Netztechnik
- Grid Planning and ControlNetzplanung und Netzregelung
- Energy Transmission and DistributionEnergieübertragung und -verteilung
- Information Technology in Smart GridsInformationstechnik in Smart Grids
- Smart Grids LaboratoryPraktikum Smart Grids
No courses match this degree filter.
Academic path
Computer Science, Simulation & Energy System Modelling
Programming, simulation, and the modelling and analysis of energy and environmental systems.
Degree
- Computer Science 1Informatik 1
- Computer Science 2Informatik 2
- Energy Models and AnalysesEnergiemodelle und Analysen
- Modelling of Dynamic Environmental SystemsModellierung dynamischer Umweltsysteme
- Open Source Energy System ModelingOpen Source Energy System Modeling
No courses match this degree filter.
Academic path
Control, Optimisation & Systems Theory
Control methods, optimisation and optimisation-based control.
Degree
- Control EngineeringRegelungstechnik
- OptimisationOptimierung
- Optimisation-Based Control MethodsOptimierungsbasierte Regelungsmethoden
No courses match this degree filter.
Academic path
Electric Mobility & Transport Energy
Electric road vehicles and energy-economic perspectives on the transport sector.
Degree
- Energy Economics in the Transport SectorEnergiewirtschaft im Verkehrssektor
- Road Vehicles and E-MobilityStraßenfahrzeuge und E-Mobilität
No courses match this degree filter.
Academic path
Interdisciplinary Electives
Interdisciplinary electives, transferable skills and courses with deliberately open subject matter.
Degree
- General Academic Elective - MentoringAllgemeinwissenschaftliches Wahlpflichtfach - Mentoring
- Transferable Skills: Scientific WritingTransferable Skills: Scientific Writing
No courses match this degree filter.