Michael Muskulus
About
Interests
- Structural optimization of wind turbines
- Wave forces on structures
- Alternative concepts in wind energy (e.g. downwind, vertical axis, multi-rotor and floating turbines)
- Fatigue monitoring and lifetime extension for offshore wind turbines
- Optimization of wind energy systems (e.g. operations & maintenance)
- Stochastic dynamics
- Massively parallel simulation
- Advanced analysis methods for dynamical systems
My research group - Offshore Wind Turbine Technology
Current Research Group members
- Adriana Correia da Silva (PhD student)
- Afolarinwa David Oyegbile (PhD student)
- Sebastian Drexler (PhD student)
Current Projects
Previous Projects
- X-ROTOR: X-shaped Radical Offshore wind Turbine for Overall cost of energy Reduction (2021-2024)
- FLOAWER: FLOAting Wind Energy netwoRk (2019-2024)
- DSF ABYSS: Advancing BeYond Shallow waterS - Optimal design of offshore wind turbine support structures (2014-2018)
- H2020 AWESOME: Advanced Wind Energy Systems Operation and Maintenance Expertise (2014-2018)
- FP7 Integrated Research Programme in Wind Energy (2014-2017)
- FP7 High Power, High Reliability Offshore Wind Technology (HiPRwind) (2011-2015)
Professional activities
- Past President European Academy of Wind Energy (EAWE) 2013-2014
- Associate Editor Wind Energy Science 2015-
- Editor Journal of Ocean and Wave Energy 2013-2016
- Editor International Journal of Offshore and Polar Engineering. 2013-
- Scientific Committee Norwegian Research Centre on Wind Energy (NORTHWIND FME) 2020-
- Scientific Committee Norwegian Research Centre for Offshore Wind Technology (NOWITECH FME) 2012-2017
- Science & Research Topic Leader / Track Chair EWEA Annual Event and EWEA Offshore Conference 2012-2022
- Technical Program Committee ISOPE Renewable Energy & Environment Symposium 2012-
- Co-host EERA DeepWind conference 2012-
- Scientific Advisory Board Hanse-WissenschaftsKolleg Institute for Advanced Study 2018-
- Grant application reviewer for Innovation & Technology Fund ITC (Hongkong); SUPERGEN WindHub (UK); Research Foundation Flanders FWO (Belgium); Israel Ministry of Science, Technology & Space; Czech Science Foundation; Independent Research Fund Denmark (DFF); Scientific Commission of the State of Niedersachsen (Germany); HC Ørsted PostDoc Programme at DTU (cofunded by Marie Curie Actions); EuroTech PostDoc programme; Hanse-Wissenschaftskolleg Institute of Advanced Study; Sustainable Energy Authority Ireland (SEAI)
- External examiner for 16 PhD defences (DTU Wind Energy; Leibniz University Hannover; Cranfield University, VU Brussels, TU Delft, GeorgiaTech, Aalborg University, University of Stuttgart, University of Zaragoza, Trinity College Dublin)
- Reviewer for 30+ international journals and 6+ international conferences
Main Teaching Activities
- TBA4275: Dynamic response to irregular loads (autumn)
- BA8607: Design of offshore wind turbines (spring)
- HAV6001: Load simulation and structural design of offshore wind turbines (spring)
Consulting, Proposals, Ideas
- Ask me
Research
X-Shaped Radical Offshore wind Turbine for Overall cost reduction of energy (XROTOR)
X-ROTOR is a research project under the EU Horizon 2020 programme, which is working to develop a disruptive new offshore wind turbine concept. Our group is responsible for structural design and optimization.
FLOAting Wind Energy netwoRk (FLOAWER) - EU MSCA ITN
The FLOAting Wind Energy netwoRk will provide 13 Early Stage Researchers with interdisciplinary training with the aim of designing higher performance, economically viable floating wind turbines. Our group works on mooring system design and optimization.
Norwegian Research Centre on Wind Energy (NORTHWIND FME)
FME NorthWind brings forward outstanding research and innovation to reduce the cost of wind energy, facilitate its sustainable development, create jobs and grow exports. Our group works on support structure design and optimization.
Engineering speed modeling of realistic fatigue for all individual turbines in wind parks by representative pre-calculations (NEXTFARM KPN)
Develops tools that are both very accurate and fast for simulating the loads and performance for all the individual wind turbines in a farm.
Publications
Reliability-based design optimization of offshore wind turbine support structures using analytical sensitivities and factorized uncertainty modeling
In this paper we demonstrate that efficient reliability-based optimization for offshore wind turbine support structures is feasible.
Grand challenges in the science of wind energy
In this article we outline three interdependent, cross-disciplinary grand challenges to realize the potential of wind to serve the global demand for clean energy. Our contribution is a review of the challenges for offshore wind.
Structural monitoring for lifetime extension of offshore wind monopiles: Verification of strain-based load extrapolation algorithm
Lifetime extension needs low-cost assessments that can identify the remaining useful life of
offshore wind monopiles. A novel concept for load monitoring was developed that only needs
strain gauges installed at one level of the support structure.
On gradient-based optimization of jacket structures for offshore wind turbines
During the bidding or early design phases of jacket structures for offshore wind turbines it is important to quickly obtain near-optimal designs with costs indicative of the final support structure. This paper shows and compares three possible approaches.
Wasserstein distances in the analysis of time series and dynamical systems
A new approach based on Wasserstein distances, which are numerical costs of an optimal transportation problem, allows us to analyze nonlinear phenomena in a robust manner.
2026
-
Oyegbile, Afolarinwa David;
Muskulus, Michael;
Kolios, Athanasios.
(2026)
Reliability- and data-based structural design under industrial constraints.
Norges teknisk-naturvitenskapelige universitet
Doctoral thesis
-
Oyegbile, Afolarinwa David;
Muskulus, Michael;
Kolios, Athanasios.
(2026)
Fatigue-constrained jacket optimization using Heuristic Particle Elimination Optimization algorithm with catalogue-discrete variables and conical joint modelling.
Marine Structures
Academic article
2025
-
Fleten, Olav Katle;
Muskulus, Michael.
(2025)
Fatigue Damage Estimation in Power Umbilicals: Evaluating Narrow-Banded and Rainflow Methods for Floating Wind Turbines.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Keizer, Willem De Muinck;
Huang, Naqi;
Li, Haojin;
Muskulus, Michael;
Saltini, Marco;
Visser, Luke.
(2025)
The Driving Force: optimizing stocking strategy for bakeries.
Academic chapter
-
Oyegbile, Afolarinwa David;
Muskulus, Michael;
Kolios, Athanasios.
(2025)
Heuristic particle elimination algorithm for efficient structural optimization.
Computers & structures
Academic article
2024
-
Oyegbile, Afolarinwa David;
Muskulus, Michael.
(2024)
Enhancing fatigue reliability prediction of offshore wind turbine jacket joints through individual uncertainties for each degree of freedom of stress concentration factor.
Marine Structures
Academic article
2023
-
Correia Da Silva, Adriana;
Muskulus, Michael.
(2023)
VAWT support structure mass sensitivity due to aerodynamic load scaling.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Dong, Jing;
Correia Da Silva, Adriana;
Muskulus, Michael.
(2023)
Pile design for X-rotor offshore wind turbine.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Wacker, Jannis;
McWilliam, Michael;
Muskulus, Michael;
Gaunaa, Mac.
(2023)
New model for structural optimisation of airborne wind energy systems with rotary transmission.
Journal of Physics: Conference Series (JPCS)
Academic article
2022
-
Barth, Stephan;
Carlson, Ola;
Carroll, James;
Kariniotakis, Georges;
Kolios, Athanasios;
Mann, Jakob;
Muskulus, Michael;
Watson, Simon.
(2022)
Preface.
Journal of Physics: Conference Series (JPCS)
Editorial
2021
-
De Vaal, Jacobus Bernardus;
Muskulus, Michael.
(2021)
Simplified wake modelling for wind farm load prediction.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Drexler, Sebastian;
Muskulus, Michael.
(2021)
Reliability of an offshore wind turbine with an uncertain S-N curve.
Journal of Physics: Conference Series (JPCS)
Academic article
2020
-
Stieng, Lars Einar Sørensen;
Muskulus, Michael.
(2020)
Reliability-based design optimization of offshore wind turbine support structures using analytical sensitivities and factorized uncertainty modeling.
Wind Energy Science
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2020)
Use of Markov Decision Processes in the evaluation of corrective maintenance scheduling policies for offshore wind farms.
Academic chapter
2019
-
Danielsen, H. K.;
Guzmán, F. G.;
Muskulus, Michael;
Rasmussen, B. H.;
Shirani, M.;
Cornel, D.;
Sauvage, P.;
Wu, J.;
Petrov, R. V.;
Jacobs, G..
(2019)
FE8 type laboratory testing of white etching crack (WEC) bearing failure mode in 100Cr6.
Wear
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2019)
Load case reducation for offshore wind turbine support structure fatigue assessment by importance sampling with two-stage filtering.
Wind Energy
Academic article
-
Dykes, Katherine;
Veers, Paul;
Lantz, Eric;
Holttinen, Hannele;
Carlson, Ola;
Tuohy, Aidan;
Sempreviva, Anna Maria;
Clifton, Andrew;
Rodrigo, Javier Sanz;
Berry, Derek.
(2019)
Results of IEA Wind TCP Workshop on a Grand Vision for Wind Energy Technology.
National Renewable Energy Laboratory
Research report
-
Seyr, Helene;
Muskulus, Michael.
(2019)
Use of Markov decision processes in the evaluation of corrective maintenance scheduling policies for offshore wind farms.
Energies
Academic article
-
Watson, Simon;
Moro, Alberto;
Reis, Vera;
Baniotopoulos, Charalampos;
Barth, Stephan;
Bartoli, Gianni;
Bauer, Florian;
Boelman, Elisa;
Bosse, Denis;
Cherubini, Antonello.
(2019)
Future emerging technologies in the wind power sector: a European perspective.
Renewable and Sustainable Energy Reviews
Academic literature review
-
Dornhelm, Esther;
Seyr, Helene;
Muskulus, Michael.
(2019)
Vindby—A Serious OffshoreWind Farm Design Game.
Energies
Academic article
-
Ziegler, Lisa Sabine;
Cosack, Nicolai;
Kolios, Athanasios;
Muskulus, Michael.
(2019)
Structural monitoring for lifetime extension of offshore wind monopiles: Verification of strain-based load extrapolation algorithm.
Marine Structures
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2019)
Decision Support Models for Operations and Maintenance for Offshore Wind Farms: A Review.
Applied Sciences
Academic literature review
-
Koochekali, Alahyar;
Muskulus, Michael.
(2019)
Spatial met-ocean data analysis for the North Sea using copulas: application in lumping of offshore wind turbine fatigue load cases.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Veers, Paul;
Dykes, Katherine;
Lantz, Eric;
Barth, Stephan;
Bottasso, Carlo L.;
Carlson, Ola;
Clifton, Andrew;
Green, Johney;
Green, Peter;
Holttinen, Hannele.
(2019)
Grand challenges in the science of wind energy.
Science
Academic literature review
-
Matha, Denis;
Lemmer, Frank;
Muskulus, Michael.
(2019)
Offshore turbines with bottom-fixed or floating substructures.
Academic chapter
2018
-
Seyr, Helene;
Muskulus, Michael.
(2018)
Using a Langevin model for the simulation of environmental conditions in an offshore wind farm.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Seyr, Helene;
Barros, Anne;
Muskulus, Michael.
(2018)
The Impact of Maintenance Duration on the Downtime of an Offshore Wind farm - Alternating Renewal Process.
International Journal of COMADEM
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2018)
A global slamming force model for offshore wind jacket structures.
Marine Structures
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
Modeling Uncertainty in Extrapolated Extreme Loads for Offshore Wind Turbine Support Structures.
Academic chapter
-
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
Sampling Methods For Simplified Offshore Wind Turbine Support Structures Load Case Assessment.
Academic chapter
-
Eiken, Odd;
Muskulus, Michael.
(2018)
Fatigue Damage on Offshore Wind Turbines by a Cell Mapping Method.
ISOPE - International Offshore and Polar Engineering Conference. Proceedings
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2018)
Detection of plunging breaking waves based on machine learning.
Academic chapter
-
Oest, Jacob;
Sandal, Kasper;
Schafhirt, Sebastian;
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
On gradient-based optimization of jacket structures for offshore wind turbines.
Wind Energy
Academic article
-
Ziegler, Lisa Sabine;
Rhomberg, Matthieu Benoit;
Muskulus, Michael.
(2018)
Design optimization with genetic algorithms: How does steel mass increase if offshore wind monopiles are designed for a longer service life?.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
Reducing the number of load cases for fatigue damage assessment of offshore wind turbine support structures using a simple severity-based sampling method.
Wind Energy Science
Academic article
-
Choy, Cristina Capdevila;
Schafhirt, Sebastian;
Muskulus, Michael.
(2018)
Markov approach to estimate fatigue damage for monopile-based offshore wind turbines.
Academic chapter
-
Schafhirt, Sebastian;
Muskulus, Michael.
(2018)
Decoupled simulations of offshore wind turbines with reduced rotor loads and aerodynamic damping.
Wind Energy Science
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2018)
Global slamming forces on jacket structures for offshore wind applications.
Marine Structures
Academic article
2017
-
Tu, Ying;
Grindstad, Thorvald C.;
Muskulus, Michael.
(2017)
Inverse Estimation of Local Slamming Loads on a Jacket Structure.
Journal of Offshore Mechanics and Arctic Engineering
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2017)
Analytical Sensitivities For Extreme Load Constraints With Load Extrapolation For Reliability-Based Optimization.
Academic chapter
-
Stieng, Lars Einar;
Muskulus, Michael.
(2017)
Analytical sensitivities for statistically extrapolated extreme load constraints in structural optimization.
Structural And Multidisciplinary Optimization
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2017)
A review of slamming load application to offshore wind turbines from an integrated perspective.
Energy Procedia
Academic article
-
Gonzalez, Elena;
Nanos, Emmanouil;
Seyr, Helene;
Valldecabres, Laura;
Yürüşen, Nurseda Y.;
Smolka, Ursula;
Muskulus, Michael;
Melero, Julio.
(2017)
Key performance indicators for wind farm operation and maintenance.
Energy Procedia
Academic article
-
Mendoza Espinosa, Jorge;
Schafhirt, Sebastian;
Muskulus, Michael.
(2017)
Mesh Parametric Study for Fatigue Assessment of Tubular K-joints using Numerical Methods.
Energy Procedia
Academic article
-
Stutzmann, Jutta;
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2017)
Fatigue Crack Detection for Lifetime Extension of Monopile-based Offshore Wind Turbines.
Energy Procedia
Academic article
-
Bouty, Corantin;
Schafhirt, Sebastian;
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2017)
Lifetime extension for large offshore wind farms: Is it enough to reassess fatigue for selected design positions?.
Energy Procedia
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2017)
Breaking Solitary Waves and Breaking Wave Forces on a Vertically Mounted Slender Cylinder over an Impermeable Sloping Seabed.
Journal of Ocean Engineering and Marine Energy
Academic article
-
Seyr, Helene;
Barros, Anne;
Muskulus, Michael.
(2017)
The Impact of Maintenance Duration on the Downtime of an Offshore Wind Farm - Alternating Renewal Process.
Academic chapter
-
Ziegler, Lisa Sabine;
Smolka, Ursula;
Cosack, Nicolai;
Muskulus, Michael.
(2017)
Brief communication: Structural health monitoring for lifetime extension of offshore wind monopiles: can strain measurements at one level tell us everything?.
Wind Energy Science
Academic article
-
Muskulus, Michael;
Bottasso, Carlo L..
(2017)
Preface.
Journal of Physics: Conference Series (JPCS)
Editorial
-
Seyr, Helene;
Muskulus, Michael.
(2017)
How does accuracy of weather forecasts influence the maintenance cost in offshore wind farms?.
Academic chapter
2016
-
Tu, Ying;
Muskulus, Michael.
(2016)
Statistical properties of local slamming forces on a jacket structure in offshore wind applications.
ISOPE - International Offshore and Polar Engineering Conference. Proceedings
Academic article
-
Stewart, Gordon Michael;
Muskulus, Michael.
(2016)
Aerodynamic Simulation of the MARINTEK Braceless Semisubmersible Wave Tank Tests.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Muskulus, Michael;
Aubrun, Sandrine.
(2016)
Preface.
Journal of Physics: Conference Series (JPCS)
Editorial
-
Strach-Sonsalla, Mareike;
Muskulus, Michael.
(2016)
Dynamics and design of floating wind turbines.
ISOPE - International Offshore and Polar Engineering Conference. Proceedings
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2016)
Breaking Wave Characteristics and Breaking Wave Forces on Slender Cylinders.
Norges teknisk-naturvitenskapelige universitet
Doctoral thesis
-
Zwick, Daniel;
Muskulus, Michael.
(2016)
Simplified fatigue load assessment in offshore wind turbine structural analysis.
Wind Energy
Academic article
-
Ziegler, Lisa Sabine;
Voormeeren, Sven;
Schafhirt, Sebastian;
Muskulus, Michael.
(2016)
Design clustering of offshore wind turbines using probabilistic fatigue load estimation.
Renewable Energy
Academic article
-
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2016)
Fatigue reassessment for lifetime extension of offshore wind monopile substructures.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2016)
Hydrodynamic Characteristics and Geometric properties of Plunging and Spilling Breakers over Impermeable Slopes.
Ocean Modelling
Academic article
-
Leimester, Mareike;
Bachynski, Erin Elizabeth;
Muskulus, Michael;
Thomas, Philipp.
(2016)
Rational upscaling of a semi-submersible floating platform supporting a wind turbine.
Energy Procedia
Academic article
-
Bottasso, C.L.;
Muskulus, Michael.
(2016)
Design methods.
Academic chapter
-
Muskulus, Michael;
Matha, D..
(2016)
Hydrodynamics, soil characteristics and floating wind turbines.
Academic chapter
-
Chew, Kok Hon;
Tai, Kang;
Ng, E.Y.K.;
Muskulus, Michael.
(2016)
Analytical gradient-based optimization of offshore wind turbine substructures under fatigue and extreme loads.
Marine Structures
Academic article
-
Schafhirt, Sebastian;
Zwick, Daniel;
Muskulus, Michael.
(2016)
Two-stage local optimization approach of lattice type support structures for offshore wind turbines.
Ocean Engineering
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2016)
Value of information of repair times for o shore wind
farm maintenance planning.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2016)
Safety Indicators for the Marine Operations in the Installation and Operating Phase of an Offshore Wind Farm.
Energy Procedia
Academic article
-
Kuik, G. A. M. van;
Peinke, J.;
Nijssen, R.;
Lekou, D.;
Mann, Jakob;
Sørensen, J. N.;
Ferreira, C. Simoa;
Wingerden, W. van;
Schlipf, D.;
Gebraad, P..
(2016)
Long-term research challenges in wind energy - a research agenda by the European Academy of Wind Energy.
Wind Energy Science
Academic literature review
-
Tu, Ying;
Muskulus, Michael;
Grindstad, Thorvald C..
(2016)
Two methods for the inverse estimation of local slamming loads on a jacket structure.
Academic chapter
-
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2016)
Comparing a fracture mechanics model to the SN-curve approach for jacket-supported offshore wind turbines: challenges and opportunities for lifetime prediction.
Academic chapter
-
Stewart, Gordon;
Muskulus, Michael.
(2016)
A Review and Comparison of Floating Offshore Wind Turbine Model Experiments.
Energy Procedia
Academic article
-
Strach-Sonsalla, Mareike;
Muskulus, Michael.
(2016)
Prospects of floating wind energy.
International Journal of Offshore and Polar Engineering
Academic article
-
Ziegler, Lisa Sabine;
Schafhirt, Sebastian;
Scheu, Matti Niclas;
Muskulus, Michael.
(2016)
Effect of Load Sequence and Weather Seasonality on Fatigue Crack Growth for Monopile-based Offshore Wind Turbines.
Energy Procedia
Academic article
-
Hammerstad, Benedicte H.;
Schafhirt, Sebastian;
Muskulus, Michael.
(2016)
On Fatigue Damage Assessment for Offshore Support Structures with Tubular Joints.
Energy Procedia
Academic article
-
Schafhirt, Sebastian;
Page, Ana M.;
Eiksund, Gudmund Reidar;
Muskulus, Michael.
(2016)
Influence of Soil Parameters on the Fatigue Lifetime of Offshore Wind Turbines with Monopile Support Structure.
Energy Procedia
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2016)
Interaction of repair time distributions with a weather model.
Academic chapter
2015
-
Stieng, Lars Einar;
Hetland, Ruth;
Schafhirt, Sebastian;
Muskulus, Michael.
(2015)
Relative assessment of fatigue loads for offshore wind turbine support structures.
Energy Procedia
Academic article
-
Tande, John Olav Giæver;
Kvamsdal, Trond;
Muskulus, Michael.
(2015)
EERA DeepWind' 2015, 12th Deep Sea Offshore Wind R&D Conference - Editorial.
Energy Procedia
Editorial
-
Chew, Kok Hon;
Tai, Kang;
Ng, E.Y.K.;
Muskulus, Michael.
(2015)
Optimization of offshore wind turbine support structures using an analytical gradient-based method.
Energy Procedia
Academic article
-
Ziegler, Lisa;
Voormeeren, Sven;
Schafhirt, Sebastian;
Muskulus, Michael.
(2015)
Sensitivity of wave fatigue loads on offshore wind turbines under varying site conditions.
Energy Procedia
Academic article
-
Goldschmidt, Marek;
Muskulus, Michael.
(2015)
Coupled mooring systems for floating wind farms.
Energy Procedia
Academic article
-
Rausa, Ignacio E.;
Muskulus, Michael;
Arntsen, Øivind Asgeir;
Wåsjø, Kasper.
(2015)
Characterization of wave slamming forces for a truss structure within the framework of the WaveSlam project.
Energy Procedia
Academic article
-
Muskulus, Michael;
Schafhirt, Sebastian.
(2015)
Reliability-based design of wind turbine support structures.
Academic chapter
-
Muskulus, Michael;
Mann, Jakob.
(2015)
Selected papers from the European Wind Energy Association 2014, Barcelona.
IET Renewable Power Generation
Editorial
-
Muskulus, Michael.
(2015)
Simplified rotor load models and fatigue damage estimates for offshore wind turbines.
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
Academic article
-
Muskulus, Michael.
(2015)
Why design load calculations for offshore wind turbine support structures cannot use load time series from moving rotors.
Academic chapter
-
Tu, Ying;
Muskulus, Michael;
Arntsen, Øivind Asgeir.
(2015)
Experimental analysis of slamming load characteristics for truss structures in offshore wind applications.
Academic chapter
-
Schafhirt, Sebastian;
Verkaik, Niels;
Salman, Yilmaz;
Muskulus, Michael.
(2015)
Ultra-fast analysis of offshore wind turbine support structures using impulse based substructuring and massively parallel processors.
Academic chapter
-
Muskulus, Michael.
(2015)
Discussion: Robust Requirements and Design Optimization for Offshore Wind Turbines Utilizing Approximate Model Technology.
Journal of Ocean and Wind Energy
Book review
-
Chew, Kok Hon;
Tai, Kang;
Ng, E.Y.K.;
Muskulus, Michael.
(2015)
Optimization of offshore wind turbine support structures using analytical gradient-based method.
Norges teknisk-naturvitenskapelige universitet
Research report
-
Tu, Ying;
Muskulus, Michael;
Arntsen, Øivind Asgeir.
(2015)
Experimental Analysis of Slamming Load Characteristics for Truss Structures in Offshore Wind Applications.
Journal of Ocean and Wind Energy
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2015)
Breaking Characteristics and Geometric Properties of Spilling Breakers over Slopes.
Coastal Engineering
Academic article
-
Zwick, Daniel;
Muskulus, Michael.
(2015)
The simulation error caused by input loading variability in offshore wind turbine structural analysis.
Wind Energy
Academic article
-
Muskulus, Michael.
(2015)
Pareto-optimal evaluation of ultimate limit states in offshore wind turbine structural analysis.
Energies
Academic article
-
Balzter, Heiko;
Tate, Nicholas;
Kaduk, Jörg;
Harper, David;
Page, Susan;
Morrison, Ross;
Muskulus, Michael;
Jones, Phil Douglas.
(2015)
Multi-Scale Entropy Analysis as a Method for Time-Series Analysis of Climate Data.
Climate
Academic article
2014
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Muskulus, Michael.
(2014)
Numerical Simulation of Breaking waves on a Plane Slope with a Parallel Level Set Solver.
Academic chapter
-
Schafhirt, Sebastian;
Hembre, John Magne;
Muskulus, Michael.
(2014)
How to Detect Local Out-of-Plane Vibrations in Jacket Support Structures for Offshore Wind Turbines.
Academic chapter
-
Pasamontes, Lucia Barcena;
Torres, Fernando Gomez;
Zwick, Daniel;
Schafhirt, Sebastian;
Muskulus, Michael.
(2014)
Support structure optimization for offshore wind turbines with a genetic algorithm.
Academic chapter
-
Schafhirt, Sebastian;
Zwick, Daniel;
Muskulus, Michael.
(2014)
Reanalysis of Jacket Support Structure for Computer-Aided Optimization of Offshore Wind Turbines with a Genetic Algorithm.
Non-fiction chapter
-
Muskulus, Michael;
Schafhirt, Sebastian.
(2014)
Design optimization of wind turbine structures – a review.
Journal of Ocean and Wind Energy
Academic literature review
-
Muskulus, Michael;
Schafhirt, Sebastian.
(2014)
Design optimization of wind turbine support Structures-A Review.
Journal of Ocean and Wind Energy
Academic article
-
Zwick, Daniel;
Schafhirt, Sebastian;
Brommundt, Matthias;
Muskulus, Michael;
Narasimhan, S;
Mechineau, Jonathan;
Haugsøen, Per.
(2014)
Comparison of different approaches to load calculation for the OWEC Quattropod jacket support structure.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Reiso, Marit;
Muskulus, Michael.
(2014)
Resolution of tower shadow models for downwind mounted rotors and its effects on the blade fatigue.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Molde, Håvard;
Zwick, Daniel;
Muskulus, Michael.
(2014)
Simulation-based optimization of lattice support structures for offshore wind energy converters with the simultaneous perturbation algorithm.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Kulyakhtin, Anton;
Shipilova, Olga;
Muskulus, Michael.
(2014)
Numerical simulation of droplet impingement and flow around a cylinder using RANS and LES models.
Journal of Fluids and Structures
Academic article
-
Muskulus, Michael;
Tavner, Peter.
(2014)
Editorial - EWEA 2013, Vienna, IET RPG, Special Issue.
IET Renewable Power Generation
Editorial
-
Chew, Kok Hon;
Ng, E.Y.K.;
Tai, Kang;
Muskulus, Michael;
Zwick, Daniel.
(2014)
Offshore Wind Turbine Jacket Substructure: A Comparison Study Between Four-Legged and Three-Legged Designs.
Journal of Ocean and Wind Energy
Academic article
-
Schafhirt, Sebastian;
Zwick, Daniel;
Muskulus, Michael.
(2014)
Reanalysis of Jacket Support Structure for Computer-Aided Optimization of Offshore Wind Turbines with a Genetic Algorithm.
Journal of Ocean and Wind Energy
Academic article
2013
-
Schafhirt, Sebastian;
Salman, Yilmaz;
Muskulus, Michael;
Sampathkumar, Narasimhan;
Mechineau, Jonathan.
(2013)
Sequential and integrated analysis of the OWEC Quattropod.
KOMtech Technology Review
Professional article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Kamath, Arun;
Muskulus, Michael.
(2013)
Numerical Modeling of Breaking Waves Over a Reef With a Level-Set Based Numerical Wave Tank.
Academic chapter
-
Reiso, Marit;
Hagen, Torbjørn Ruud;
Muskulus, Michael.
(2013)
A calibration method for downwind wake models accounting for the unsteady behaviour of the wind turbine tower shadow behind monopile and truss towers.
Journal of Wind Engineering and Industrial Aerodynamics
Academic article
-
Dubois, Jan;
Muskulus, Michael;
Schaumann, Peter.
(2013)
Advanced representation of tubular joints in jacket models for offshore wind turbine simulation.
Energy Procedia
Academic article
-
Hagen, Brede Andre Larsen;
Simonsen, Ingve;
Hofmann, Matthias;
Muskulus, Michael.
(2013)
A multivariate Markov weather model for O&M simulation of offshore wind parks.
Energy Procedia
Academic article
-
Chew, Kok Hon;
Muskulus, Michael;
Zwick, Daniel;
Ng, E.Y.K.;
Tai, Kang.
(2013)
Structural optimization and parametric study of offshore wind turbine jacket substructure.
Academic chapter
-
Muskulus, Michael.
(2013)
Cost reduction through better modeling and design - a perspective for offshore wind energy.
Tagungsband (FZK-Kolloquium)
Academic article
-
Reiso, Marit;
Muskulus, Michael.
(2013)
The simultaneous effect of a fairing tower and increased blade flexibility on a downwind mounted rotor.
Journal of Renewable and Sustainable Energy
Academic article
2012
-
Brommundt, Matthias;
Muskulus, Michael;
Strach, Mareike;
Strobel, Michael;
Vorpahl, Fabian.
(2012)
Experiences with object-oriented and equation based modeling of a floating support structure for wind turbines in Modelica.
Academic chapter
-
Scheu, Matti Niclas;
Matha, Denis;
Muskulus, Michael.
(2012)
Validation of a Markov-based Weather Model for Simulation of O&M for Offshore Wind Farms.
Academic chapter
-
Merz, Karl Otto;
Muskulus, Michael;
Moe, Geir.
(2012)
A simple frequency-domain method for stress analysis of stall-regulated wind turbines.
Wind Energy
Academic article
-
Scheu, Matti Niclas;
Matha, Denis;
Hofmann, Matthias;
Muskulus, Michael.
(2012)
Maintenance Strategies for Large Offshore Wind Farms.
Energy Procedia
Academic article
-
Krause, Ludwig Johann;
Muskulus, Michael.
(2012)
Modeling of Tower Influence for a Full-height Truss Tower Wind Turbine with the Source Panel Method.
Academic chapter
-
van Buren, Eric Robert;
Muskulus, Michael.
(2012)
Improving pile foundation models for use in bottom-fixed offshore wind turbine applications.
Energy Procedia
Academic article
-
Zwick, Daniel;
Muskulus, Michael;
Moe, Geir.
(2012)
Iterative optimization approach for the design of full-height lattice towers for offshore wind turbines.
Energy Procedia
Academic article
-
Sandquist, Lars Fredrik;
Muskulus, Michael;
Anaya-Lara, Olimpo.
(2012)
Gain scheduled and robust H∞ control above rated wind speed for wind turbines.
Energy Procedia
Academic article
-
Brommundt, Matthias;
Krause, Ludwig Johann;
Merz, Karl Otto;
Muskulus, Michael.
(2012)
Mooring system optimization for floating wind turbines using frequency domain analysis.
Energy Procedia
Academic article
-
Muskulus, Michael.
(2012)
The full-height lattice tower concept.
Energy Procedia
Academic article
2011
-
Muskulus, Michael.
(2011)
EFFICIENT NUMERICAL SIMULATION OF OFFSHORE STRUCTURES AND WIND TURBINES ON GENERAL PURPOSE GRAPHICS PROCESSING UNITS.
Academic chapter
-
Muskulus, Michael;
Verduyn-Lunel, Sjoerd.
(2011)
Wasserstein distances in the analysis of time series and dynamical systems.
Physica D : Non-linear phenomena
Academic article
-
Muskulus, Michael;
Verduyn-Lunel, Sjoerd.
(2011)
Mathematical modelling and feature extraction for probing crucial changes associated with Alzheimer’s disease.
Current Medical Imaging
Academic literature review
-
Hagen, Torbjørn Ruud;
Reiso, Marit;
Muskulus, Michael.
(2011)
Numerical Tower Shadow Modeling for a Downwind Wind Turbine Truss Tower (OMAE2011-50118).
Academic chapter
-
Muskulus, Michael.
(2011)
Distance-Based Methods for Structural Damage Detection in Offshore Wind Turbine Installations.
Academic chapter
-
Reiso, Marit;
Muskulus, Michael;
Moe, Geir.
(2011)
Tower Shadow - Experiment Comparing Wake Behind Tubular and Truss Towers.
Academic chapter
-
Hagen, Torbjørn Ruud;
Reiso, Marit;
Muskulus, Michael.
(2011)
Numerical Analysis of Turbulent Flow Past a Truss Tower for Offshore Downwind Turbines.
Academic chapter
-
Muskulus, Michael.
(2011)
Designing the Next Generation of Computational Codes for Wind-Turbine Simulations.
Academic chapter
2010
-
Muskulus, Michael;
Slats, Annelies;
Sterk, Peter;
Verduyn-Lunel, Sjoerd.
(2010)
Fluctuations and determinism of respiratory impedance in asthma and chronic obstructive pulmonary disease.
Journal of applied physiology
Academic article
2009
-
Muskulus, Michael;
Houweling, Sanne;
Verduyn-Lunel, Sjoerd;
Daffertshofer, Andreas.
(2009)
Functional similarities and distance properties.
Journal of Neuroscience Methods
Academic article
-
Muskulus, Michael;
Scheenstra, Alize;
Braakman, Niels;
Dijkstra, Joke;
Verduyn-Lunel, Sjoerd;
Alia, A;
Groot, Huub de;
Reiber, Johan.
(2009)
Prospects for early detection of Alzheimer's disease from serial MR images in transgenic mouse models.
Current Alzheimer Research
Academic literature review
-
Boonstra, Tjeerd;
Houweling, Sanne;
Muskulus, Michael.
(2009)
Does asynchronous neuronal activity average out on a macroscopic scale?.
Journal of Neuroscience
Academic article
2008
-
Brijder, Robert;
Hoogeboom, Jan Hendrik;
Muskulus, Michael.
(2008)
Strategies of loop recombination in ciliates.
Discrete Applied Mathematics
Academic article
2007
-
Muskulus, Michael;
Besozzi, D;
Brijder, Robert;
Cazzaniga, P;
Houweling, Sanne;
Pescini, D;
Rozenberg, G.
(2007)
Cycles and communicating classes in membrane systems and molecular dynamics.
Theoretical Computer Science
Academic article
Journal publications
-
Fleten, Olav Katle;
Muskulus, Michael.
(2025)
Fatigue Damage Estimation in Power Umbilicals: Evaluating Narrow-Banded and Rainflow Methods for Floating Wind Turbines.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Oyegbile, Afolarinwa David;
Muskulus, Michael;
Kolios, Athanasios.
(2026)
Fatigue-constrained jacket optimization using Heuristic Particle Elimination Optimization algorithm with catalogue-discrete variables and conical joint modelling.
Marine Structures
Academic article
-
Stieng, Lars Einar Sørensen;
Muskulus, Michael.
(2020)
Reliability-based design optimization of offshore wind turbine support structures using analytical sensitivities and factorized uncertainty modeling.
Wind Energy Science
Academic article
-
Danielsen, H. K.;
Guzmán, F. G.;
Muskulus, Michael;
Rasmussen, B. H.;
Shirani, M.;
Cornel, D.;
Sauvage, P.;
Wu, J.;
Petrov, R. V.;
Jacobs, G..
(2019)
FE8 type laboratory testing of white etching crack (WEC) bearing failure mode in 100Cr6.
Wear
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2019)
Load case reducation for offshore wind turbine support structure fatigue assessment by importance sampling with two-stage filtering.
Wind Energy
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2019)
Use of Markov decision processes in the evaluation of corrective maintenance scheduling policies for offshore wind farms.
Energies
Academic article
-
Watson, Simon;
Moro, Alberto;
Reis, Vera;
Baniotopoulos, Charalampos;
Barth, Stephan;
Bartoli, Gianni;
Bauer, Florian;
Boelman, Elisa;
Bosse, Denis;
Cherubini, Antonello.
(2019)
Future emerging technologies in the wind power sector: a European perspective.
Renewable and Sustainable Energy Reviews
Academic literature review
-
Correia Da Silva, Adriana;
Muskulus, Michael.
(2023)
VAWT support structure mass sensitivity due to aerodynamic load scaling.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Stieng, Lars Einar;
Hetland, Ruth;
Schafhirt, Sebastian;
Muskulus, Michael.
(2015)
Relative assessment of fatigue loads for offshore wind turbine support structures.
Energy Procedia
Academic article
-
Barth, Stephan;
Carlson, Ola;
Carroll, James;
Kariniotakis, Georges;
Kolios, Athanasios;
Mann, Jakob;
Muskulus, Michael;
Watson, Simon.
(2022)
Preface.
Journal of Physics: Conference Series (JPCS)
Editorial
-
Dong, Jing;
Correia Da Silva, Adriana;
Muskulus, Michael.
(2023)
Pile design for X-rotor offshore wind turbine.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Tande, John Olav Giæver;
Kvamsdal, Trond;
Muskulus, Michael.
(2015)
EERA DeepWind' 2015, 12th Deep Sea Offshore Wind R&D Conference - Editorial.
Energy Procedia
Editorial
-
Chew, Kok Hon;
Tai, Kang;
Ng, E.Y.K.;
Muskulus, Michael.
(2015)
Optimization of offshore wind turbine support structures using an analytical gradient-based method.
Energy Procedia
Academic article
-
Ziegler, Lisa;
Voormeeren, Sven;
Schafhirt, Sebastian;
Muskulus, Michael.
(2015)
Sensitivity of wave fatigue loads on offshore wind turbines under varying site conditions.
Energy Procedia
Academic article
-
Goldschmidt, Marek;
Muskulus, Michael.
(2015)
Coupled mooring systems for floating wind farms.
Energy Procedia
Academic article
-
Rausa, Ignacio E.;
Muskulus, Michael;
Arntsen, Øivind Asgeir;
Wåsjø, Kasper.
(2015)
Characterization of wave slamming forces for a truss structure within the framework of the WaveSlam project.
Energy Procedia
Academic article
-
Tu, Ying;
Muskulus, Michael.
(2016)
Statistical properties of local slamming forces on a jacket structure in offshore wind applications.
ISOPE - International Offshore and Polar Engineering Conference. Proceedings
Academic article
-
Dornhelm, Esther;
Seyr, Helene;
Muskulus, Michael.
(2019)
Vindby—A Serious OffshoreWind Farm Design Game.
Energies
Academic article
-
Muskulus, Michael;
Houweling, Sanne;
Verduyn-Lunel, Sjoerd;
Daffertshofer, Andreas.
(2009)
Functional similarities and distance properties.
Journal of Neuroscience Methods
Academic article
-
Stewart, Gordon Michael;
Muskulus, Michael.
(2016)
Aerodynamic Simulation of the MARINTEK Braceless Semisubmersible Wave Tank Tests.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Muskulus, Michael;
Verduyn-Lunel, Sjoerd.
(2011)
Wasserstein distances in the analysis of time series and dynamical systems.
Physica D : Non-linear phenomena
Academic article
-
Muskulus, Michael;
Aubrun, Sandrine.
(2016)
Preface.
Journal of Physics: Conference Series (JPCS)
Editorial
-
Strach-Sonsalla, Mareike;
Muskulus, Michael.
(2016)
Dynamics and design of floating wind turbines.
ISOPE - International Offshore and Polar Engineering Conference. Proceedings
Academic article
-
Tu, Ying;
Grindstad, Thorvald C.;
Muskulus, Michael.
(2017)
Inverse Estimation of Local Slamming Loads on a Jacket Structure.
Journal of Offshore Mechanics and Arctic Engineering
Academic article
-
Ziegler, Lisa Sabine;
Cosack, Nicolai;
Kolios, Athanasios;
Muskulus, Michael.
(2019)
Structural monitoring for lifetime extension of offshore wind monopiles: Verification of strain-based load extrapolation algorithm.
Marine Structures
Academic article
-
Schafhirt, Sebastian;
Salman, Yilmaz;
Muskulus, Michael;
Sampathkumar, Narasimhan;
Mechineau, Jonathan.
(2013)
Sequential and integrated analysis of the OWEC Quattropod.
KOMtech Technology Review
Professional article
-
Muskulus, Michael;
Mann, Jakob.
(2015)
Selected papers from the European Wind Energy Association 2014, Barcelona.
IET Renewable Power Generation
Editorial
-
Seyr, Helene;
Muskulus, Michael.
(2018)
Using a Langevin model for the simulation of environmental conditions in an offshore wind farm.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Muskulus, Michael.
(2015)
Simplified rotor load models and fatigue damage estimates for offshore wind turbines.
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
Academic article
-
Muskulus, Michael;
Schafhirt, Sebastian.
(2014)
Design optimization of wind turbine structures – a review.
Journal of Ocean and Wind Energy
Academic literature review
-
Muskulus, Michael;
Verduyn-Lunel, Sjoerd.
(2011)
Mathematical modelling and feature extraction for probing crucial changes associated with Alzheimer’s disease.
Current Medical Imaging
Academic literature review
-
Muskulus, Michael;
Slats, Annelies;
Sterk, Peter;
Verduyn-Lunel, Sjoerd.
(2010)
Fluctuations and determinism of respiratory impedance in asthma and chronic obstructive pulmonary disease.
Journal of applied physiology
Academic article
-
Seyr, Helene;
Barros, Anne;
Muskulus, Michael.
(2018)
The Impact of Maintenance Duration on the Downtime of an Offshore Wind farm - Alternating Renewal Process.
International Journal of COMADEM
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2017)
Analytical sensitivities for statistically extrapolated extreme load constraints in structural optimization.
Structural And Multidisciplinary Optimization
Academic article
-
Muskulus, Michael;
Schafhirt, Sebastian.
(2014)
Design optimization of wind turbine support Structures-A Review.
Journal of Ocean and Wind Energy
Academic article
-
Zwick, Daniel;
Muskulus, Michael.
(2016)
Simplified fatigue load assessment in offshore wind turbine structural analysis.
Wind Energy
Academic article
-
Muskulus, Michael.
(2015)
Discussion: Robust Requirements and Design Optimization for Offshore Wind Turbines Utilizing Approximate Model Technology.
Journal of Ocean and Wind Energy
Book review
-
Muskulus, Michael;
Scheenstra, Alize;
Braakman, Niels;
Dijkstra, Joke;
Verduyn-Lunel, Sjoerd;
Alia, A;
Groot, Huub de;
Reiber, Johan.
(2009)
Prospects for early detection of Alzheimer's disease from serial MR images in transgenic mouse models.
Current Alzheimer Research
Academic literature review
-
Ziegler, Lisa Sabine;
Voormeeren, Sven;
Schafhirt, Sebastian;
Muskulus, Michael.
(2016)
Design clustering of offshore wind turbines using probabilistic fatigue load estimation.
Renewable Energy
Academic article
-
Wacker, Jannis;
McWilliam, Michael;
Muskulus, Michael;
Gaunaa, Mac.
(2023)
New model for structural optimisation of airborne wind energy systems with rotary transmission.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2017)
A review of slamming load application to offshore wind turbines from an integrated perspective.
Energy Procedia
Academic article
-
Gonzalez, Elena;
Nanos, Emmanouil;
Seyr, Helene;
Valldecabres, Laura;
Yürüşen, Nurseda Y.;
Smolka, Ursula;
Muskulus, Michael;
Melero, Julio.
(2017)
Key performance indicators for wind farm operation and maintenance.
Energy Procedia
Academic article
-
Mendoza Espinosa, Jorge;
Schafhirt, Sebastian;
Muskulus, Michael.
(2017)
Mesh Parametric Study for Fatigue Assessment of Tubular K-joints using Numerical Methods.
Energy Procedia
Academic article
-
Stutzmann, Jutta;
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2017)
Fatigue Crack Detection for Lifetime Extension of Monopile-based Offshore Wind Turbines.
Energy Procedia
Academic article
-
Bouty, Corantin;
Schafhirt, Sebastian;
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2017)
Lifetime extension for large offshore wind farms: Is it enough to reassess fatigue for selected design positions?.
Energy Procedia
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2018)
A global slamming force model for offshore wind jacket structures.
Marine Structures
Academic article
-
Merz, Karl Otto;
Muskulus, Michael;
Moe, Geir.
(2012)
A simple frequency-domain method for stress analysis of stall-regulated wind turbines.
Wind Energy
Academic article
-
Zwick, Daniel;
Schafhirt, Sebastian;
Brommundt, Matthias;
Muskulus, Michael;
Narasimhan, S;
Mechineau, Jonathan;
Haugsøen, Per.
(2014)
Comparison of different approaches to load calculation for the OWEC Quattropod jacket support structure.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Reiso, Marit;
Muskulus, Michael.
(2014)
Resolution of tower shadow models for downwind mounted rotors and its effects on the blade fatigue.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Molde, Håvard;
Zwick, Daniel;
Muskulus, Michael.
(2014)
Simulation-based optimization of lattice support structures for offshore wind energy converters with the simultaneous perturbation algorithm.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Kulyakhtin, Anton;
Shipilova, Olga;
Muskulus, Michael.
(2014)
Numerical simulation of droplet impingement and flow around a cylinder using RANS and LES models.
Journal of Fluids and Structures
Academic article
-
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2016)
Fatigue reassessment for lifetime extension of offshore wind monopile substructures.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2016)
Hydrodynamic Characteristics and Geometric properties of Plunging and Spilling Breakers over Impermeable Slopes.
Ocean Modelling
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2017)
Breaking Solitary Waves and Breaking Wave Forces on a Vertically Mounted Slender Cylinder over an Impermeable Sloping Seabed.
Journal of Ocean Engineering and Marine Energy
Academic article
-
Reiso, Marit;
Hagen, Torbjørn Ruud;
Muskulus, Michael.
(2013)
A calibration method for downwind wake models accounting for the unsteady behaviour of the wind turbine tower shadow behind monopile and truss towers.
Journal of Wind Engineering and Industrial Aerodynamics
Academic article
-
Dubois, Jan;
Muskulus, Michael;
Schaumann, Peter.
(2013)
Advanced representation of tubular joints in jacket models for offshore wind turbine simulation.
Energy Procedia
Academic article
-
Hagen, Brede Andre Larsen;
Simonsen, Ingve;
Hofmann, Matthias;
Muskulus, Michael.
(2013)
A multivariate Markov weather model for O&M simulation of offshore wind parks.
Energy Procedia
Academic article
-
De Vaal, Jacobus Bernardus;
Muskulus, Michael.
(2021)
Simplified wake modelling for wind farm load prediction.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2019)
Decision Support Models for Operations and Maintenance for Offshore Wind Farms: A Review.
Applied Sciences
Academic literature review
-
Scheu, Matti Niclas;
Matha, Denis;
Hofmann, Matthias;
Muskulus, Michael.
(2012)
Maintenance Strategies for Large Offshore Wind Farms.
Energy Procedia
Academic article
-
Muskulus, Michael;
Tavner, Peter.
(2014)
Editorial - EWEA 2013, Vienna, IET RPG, Special Issue.
IET Renewable Power Generation
Editorial
-
Leimester, Mareike;
Bachynski, Erin Elizabeth;
Muskulus, Michael;
Thomas, Philipp.
(2016)
Rational upscaling of a semi-submersible floating platform supporting a wind turbine.
Energy Procedia
Academic article
-
Tu, Ying;
Muskulus, Michael;
Arntsen, Øivind Asgeir.
(2015)
Experimental Analysis of Slamming Load Characteristics for Truss Structures in Offshore Wind Applications.
Journal of Ocean and Wind Energy
Academic article
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2015)
Breaking Characteristics and Geometric Properties of Spilling Breakers over Slopes.
Coastal Engineering
Academic article
-
Ziegler, Lisa Sabine;
Smolka, Ursula;
Cosack, Nicolai;
Muskulus, Michael.
(2017)
Brief communication: Structural health monitoring for lifetime extension of offshore wind monopiles: can strain measurements at one level tell us everything?.
Wind Energy Science
Academic article
-
Muskulus, Michael;
Bottasso, Carlo L..
(2017)
Preface.
Journal of Physics: Conference Series (JPCS)
Editorial
-
Chew, Kok Hon;
Ng, E.Y.K.;
Tai, Kang;
Muskulus, Michael;
Zwick, Daniel.
(2014)
Offshore Wind Turbine Jacket Substructure: A Comparison Study Between Four-Legged and Three-Legged Designs.
Journal of Ocean and Wind Energy
Academic article
-
Koochekali, Alahyar;
Muskulus, Michael.
(2019)
Spatial met-ocean data analysis for the North Sea using copulas: application in lumping of offshore wind turbine fatigue load cases.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Chew, Kok Hon;
Tai, Kang;
Ng, E.Y.K.;
Muskulus, Michael.
(2016)
Analytical gradient-based optimization of offshore wind turbine substructures under fatigue and extreme loads.
Marine Structures
Academic article
-
Drexler, Sebastian;
Muskulus, Michael.
(2021)
Reliability of an offshore wind turbine with an uncertain S-N curve.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Schafhirt, Sebastian;
Zwick, Daniel;
Muskulus, Michael.
(2014)
Reanalysis of Jacket Support Structure for Computer-Aided Optimization of Offshore Wind Turbines with a Genetic Algorithm.
Journal of Ocean and Wind Energy
Academic article
-
Veers, Paul;
Dykes, Katherine;
Lantz, Eric;
Barth, Stephan;
Bottasso, Carlo L.;
Carlson, Ola;
Clifton, Andrew;
Green, Johney;
Green, Peter;
Holttinen, Hannele.
(2019)
Grand challenges in the science of wind energy.
Science
Academic literature review
-
Oyegbile, Afolarinwa David;
Muskulus, Michael;
Kolios, Athanasios.
(2025)
Heuristic particle elimination algorithm for efficient structural optimization.
Computers & structures
Academic article
-
Schafhirt, Sebastian;
Zwick, Daniel;
Muskulus, Michael.
(2016)
Two-stage local optimization approach of lattice type support structures for offshore wind turbines.
Ocean Engineering
Academic article
-
Eiken, Odd;
Muskulus, Michael.
(2018)
Fatigue Damage on Offshore Wind Turbines by a Cell Mapping Method.
ISOPE - International Offshore and Polar Engineering Conference. Proceedings
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2016)
Value of information of repair times for o shore wind
farm maintenance planning.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Seyr, Helene;
Muskulus, Michael.
(2016)
Safety Indicators for the Marine Operations in the Installation and Operating Phase of an Offshore Wind Farm.
Energy Procedia
Academic article
-
Kuik, G. A. M. van;
Peinke, J.;
Nijssen, R.;
Lekou, D.;
Mann, Jakob;
Sørensen, J. N.;
Ferreira, C. Simoa;
Wingerden, W. van;
Schlipf, D.;
Gebraad, P..
(2016)
Long-term research challenges in wind energy - a research agenda by the European Academy of Wind Energy.
Wind Energy Science
Academic literature review
-
Zwick, Daniel;
Muskulus, Michael.
(2015)
The simulation error caused by input loading variability in offshore wind turbine structural analysis.
Wind Energy
Academic article
-
Oyegbile, Afolarinwa David;
Muskulus, Michael.
(2024)
Enhancing fatigue reliability prediction of offshore wind turbine jacket joints through individual uncertainties for each degree of freedom of stress concentration factor.
Marine Structures
Academic article
-
Oest, Jacob;
Sandal, Kasper;
Schafhirt, Sebastian;
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
On gradient-based optimization of jacket structures for offshore wind turbines.
Wind Energy
Academic article
-
Stewart, Gordon;
Muskulus, Michael.
(2016)
A Review and Comparison of Floating Offshore Wind Turbine Model Experiments.
Energy Procedia
Academic article
-
Ziegler, Lisa Sabine;
Rhomberg, Matthieu Benoit;
Muskulus, Michael.
(2018)
Design optimization with genetic algorithms: How does steel mass increase if offshore wind monopiles are designed for a longer service life?.
Journal of Physics: Conference Series (JPCS)
Academic article
-
Strach-Sonsalla, Mareike;
Muskulus, Michael.
(2016)
Prospects of floating wind energy.
International Journal of Offshore and Polar Engineering
Academic article
-
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
Reducing the number of load cases for fatigue damage assessment of offshore wind turbine support structures using a simple severity-based sampling method.
Wind Energy Science
Academic article
-
Schafhirt, Sebastian;
Muskulus, Michael.
(2018)
Decoupled simulations of offshore wind turbines with reduced rotor loads and aerodynamic damping.
Wind Energy Science
Academic article
-
Ziegler, Lisa Sabine;
Schafhirt, Sebastian;
Scheu, Matti Niclas;
Muskulus, Michael.
(2016)
Effect of Load Sequence and Weather Seasonality on Fatigue Crack Growth for Monopile-based Offshore Wind Turbines.
Energy Procedia
Academic article
-
Hammerstad, Benedicte H.;
Schafhirt, Sebastian;
Muskulus, Michael.
(2016)
On Fatigue Damage Assessment for Offshore Support Structures with Tubular Joints.
Energy Procedia
Academic article
-
Muskulus, Michael.
(2015)
Pareto-optimal evaluation of ultimate limit states in offshore wind turbine structural analysis.
Energies
Academic article
-
Schafhirt, Sebastian;
Page, Ana M.;
Eiksund, Gudmund Reidar;
Muskulus, Michael.
(2016)
Influence of Soil Parameters on the Fatigue Lifetime of Offshore Wind Turbines with Monopile Support Structure.
Energy Procedia
Academic article
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2018)
Global slamming forces on jacket structures for offshore wind applications.
Marine Structures
Academic article
-
Boonstra, Tjeerd;
Houweling, Sanne;
Muskulus, Michael.
(2009)
Does asynchronous neuronal activity average out on a macroscopic scale?.
Journal of Neuroscience
Academic article
-
Brijder, Robert;
Hoogeboom, Jan Hendrik;
Muskulus, Michael.
(2008)
Strategies of loop recombination in ciliates.
Discrete Applied Mathematics
Academic article
-
Balzter, Heiko;
Tate, Nicholas;
Kaduk, Jörg;
Harper, David;
Page, Susan;
Morrison, Ross;
Muskulus, Michael;
Jones, Phil Douglas.
(2015)
Multi-Scale Entropy Analysis as a Method for Time-Series Analysis of Climate Data.
Climate
Academic article
-
van Buren, Eric Robert;
Muskulus, Michael.
(2012)
Improving pile foundation models for use in bottom-fixed offshore wind turbine applications.
Energy Procedia
Academic article
-
Zwick, Daniel;
Muskulus, Michael;
Moe, Geir.
(2012)
Iterative optimization approach for the design of full-height lattice towers for offshore wind turbines.
Energy Procedia
Academic article
-
Sandquist, Lars Fredrik;
Muskulus, Michael;
Anaya-Lara, Olimpo.
(2012)
Gain scheduled and robust H∞ control above rated wind speed for wind turbines.
Energy Procedia
Academic article
-
Brommundt, Matthias;
Krause, Ludwig Johann;
Merz, Karl Otto;
Muskulus, Michael.
(2012)
Mooring system optimization for floating wind turbines using frequency domain analysis.
Energy Procedia
Academic article
-
Muskulus, Michael.
(2012)
The full-height lattice tower concept.
Energy Procedia
Academic article
-
Muskulus, Michael.
(2013)
Cost reduction through better modeling and design - a perspective for offshore wind energy.
Tagungsband (FZK-Kolloquium)
Academic article
-
Reiso, Marit;
Muskulus, Michael.
(2013)
The simultaneous effect of a fairing tower and increased blade flexibility on a downwind mounted rotor.
Journal of Renewable and Sustainable Energy
Academic article
-
Muskulus, Michael;
Besozzi, D;
Brijder, Robert;
Cazzaniga, P;
Houweling, Sanne;
Pescini, D;
Rozenberg, G.
(2007)
Cycles and communicating classes in membrane systems and molecular dynamics.
Theoretical Computer Science
Academic article
Part of book/report
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Muskulus, Michael.
(2014)
Numerical Simulation of Breaking waves on a Plane Slope with a Parallel Level Set Solver.
Academic chapter
-
Schafhirt, Sebastian;
Hembre, John Magne;
Muskulus, Michael.
(2014)
How to Detect Local Out-of-Plane Vibrations in Jacket Support Structures for Offshore Wind Turbines.
Academic chapter
-
Muskulus, Michael.
(2011)
EFFICIENT NUMERICAL SIMULATION OF OFFSHORE STRUCTURES AND WIND TURBINES ON GENERAL PURPOSE GRAPHICS PROCESSING UNITS.
Academic chapter
-
Pasamontes, Lucia Barcena;
Torres, Fernando Gomez;
Zwick, Daniel;
Schafhirt, Sebastian;
Muskulus, Michael.
(2014)
Support structure optimization for offshore wind turbines with a genetic algorithm.
Academic chapter
-
Schafhirt, Sebastian;
Zwick, Daniel;
Muskulus, Michael.
(2014)
Reanalysis of Jacket Support Structure for Computer-Aided Optimization of Offshore Wind Turbines with a Genetic Algorithm.
Non-fiction chapter
-
Keizer, Willem De Muinck;
Huang, Naqi;
Li, Haojin;
Muskulus, Michael;
Saltini, Marco;
Visser, Luke.
(2025)
The Driving Force: optimizing stocking strategy for bakeries.
Academic chapter
-
Stieng, Lars Einar;
Muskulus, Michael.
(2017)
Analytical Sensitivities For Extreme Load Constraints With Load Extrapolation For Reliability-Based Optimization.
Academic chapter
-
Muskulus, Michael;
Schafhirt, Sebastian.
(2015)
Reliability-based design of wind turbine support structures.
Academic chapter
-
Brommundt, Matthias;
Muskulus, Michael;
Strach, Mareike;
Strobel, Michael;
Vorpahl, Fabian.
(2012)
Experiences with object-oriented and equation based modeling of a floating support structure for wind turbines in Modelica.
Academic chapter
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Kamath, Arun;
Muskulus, Michael.
(2013)
Numerical Modeling of Breaking Waves Over a Reef With a Level-Set Based Numerical Wave Tank.
Academic chapter
-
Scheu, Matti Niclas;
Matha, Denis;
Muskulus, Michael.
(2012)
Validation of a Markov-based Weather Model for Simulation of O&M for Offshore Wind Farms.
Academic chapter
-
Muskulus, Michael.
(2015)
Why design load calculations for offshore wind turbine support structures cannot use load time series from moving rotors.
Academic chapter
-
Tu, Ying;
Muskulus, Michael;
Arntsen, Øivind Asgeir.
(2015)
Experimental analysis of slamming load characteristics for truss structures in offshore wind applications.
Academic chapter
-
Schafhirt, Sebastian;
Verkaik, Niels;
Salman, Yilmaz;
Muskulus, Michael.
(2015)
Ultra-fast analysis of offshore wind turbine support structures using impulse based substructuring and massively parallel processors.
Academic chapter
-
Hagen, Torbjørn Ruud;
Reiso, Marit;
Muskulus, Michael.
(2011)
Numerical Tower Shadow Modeling for a Downwind Wind Turbine Truss Tower (OMAE2011-50118).
Academic chapter
-
Seyr, Helene;
Barros, Anne;
Muskulus, Michael.
(2017)
The Impact of Maintenance Duration on the Downtime of an Offshore Wind Farm - Alternating Renewal Process.
Academic chapter
-
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
Modeling Uncertainty in Extrapolated Extreme Loads for Offshore Wind Turbine Support Structures.
Academic chapter
-
Stieng, Lars Einar;
Muskulus, Michael.
(2018)
Sampling Methods For Simplified Offshore Wind Turbine Support Structures Load Case Assessment.
Academic chapter
-
Bottasso, C.L.;
Muskulus, Michael.
(2016)
Design methods.
Academic chapter
-
Muskulus, Michael;
Matha, D..
(2016)
Hydrodynamics, soil characteristics and floating wind turbines.
Academic chapter
-
Krause, Ludwig Johann;
Muskulus, Michael.
(2012)
Modeling of Tower Influence for a Full-height Truss Tower Wind Turbine with the Source Panel Method.
Academic chapter
-
Chew, Kok Hon;
Muskulus, Michael;
Zwick, Daniel;
Ng, E.Y.K.;
Tai, Kang.
(2013)
Structural optimization and parametric study of offshore wind turbine jacket substructure.
Academic chapter
-
Seyr, Helene;
Muskulus, Michael.
(2020)
Use of Markov Decision Processes in the evaluation of corrective maintenance scheduling policies for offshore wind farms.
Academic chapter
-
Tu, Ying;
Muskulus, Michael;
Grindstad, Thorvald C..
(2016)
Two methods for the inverse estimation of local slamming loads on a jacket structure.
Academic chapter
-
Ziegler, Lisa Sabine;
Muskulus, Michael.
(2016)
Comparing a fracture mechanics model to the SN-curve approach for jacket-supported offshore wind turbines: challenges and opportunities for lifetime prediction.
Academic chapter
-
Tu, Ying;
Cheng, Zhengshun;
Muskulus, Michael.
(2018)
Detection of plunging breaking waves based on machine learning.
Academic chapter
-
Matha, Denis;
Lemmer, Frank;
Muskulus, Michael.
(2019)
Offshore turbines with bottom-fixed or floating substructures.
Academic chapter
-
Choy, Cristina Capdevila;
Schafhirt, Sebastian;
Muskulus, Michael.
(2018)
Markov approach to estimate fatigue damage for monopile-based offshore wind turbines.
Academic chapter
-
Muskulus, Michael.
(2011)
Distance-Based Methods for Structural Damage Detection in Offshore Wind Turbine Installations.
Academic chapter
-
Seyr, Helene;
Muskulus, Michael.
(2017)
How does accuracy of weather forecasts influence the maintenance cost in offshore wind farms?.
Academic chapter
-
Seyr, Helene;
Muskulus, Michael.
(2016)
Interaction of repair time distributions with a weather model.
Academic chapter
-
Reiso, Marit;
Muskulus, Michael;
Moe, Geir.
(2011)
Tower Shadow - Experiment Comparing Wake Behind Tubular and Truss Towers.
Academic chapter
-
Hagen, Torbjørn Ruud;
Reiso, Marit;
Muskulus, Michael.
(2011)
Numerical Analysis of Turbulent Flow Past a Truss Tower for Offshore Downwind Turbines.
Academic chapter
-
Muskulus, Michael.
(2011)
Designing the Next Generation of Computational Codes for Wind-Turbine Simulations.
Academic chapter
Report
-
Dykes, Katherine;
Veers, Paul;
Lantz, Eric;
Holttinen, Hannele;
Carlson, Ola;
Tuohy, Aidan;
Sempreviva, Anna Maria;
Clifton, Andrew;
Rodrigo, Javier Sanz;
Berry, Derek.
(2019)
Results of IEA Wind TCP Workshop on a Grand Vision for Wind Energy Technology.
National Renewable Energy Laboratory
Research report
-
Chew, Kok Hon;
Tai, Kang;
Ng, E.Y.K.;
Muskulus, Michael.
(2015)
Optimization of offshore wind turbine support structures using analytical gradient-based method.
Norges teknisk-naturvitenskapelige universitet
Research report
Student thesis or dissertation
-
Oyegbile, Afolarinwa David;
Muskulus, Michael;
Kolios, Athanasios.
(2026)
Reliability- and data-based structural design under industrial constraints.
Norges teknisk-naturvitenskapelige universitet
Doctoral thesis
-
Alagan Chella, Mayilvahanan;
Bihs, Hans;
Myrhaug, Dag;
Muskulus, Michael.
(2016)
Breaking Wave Characteristics and Breaking Wave Forces on Slender Cylinders.
Norges teknisk-naturvitenskapelige universitet
Doctoral thesis
Teaching
Courses
- TBA4265 - Arctic and Marine Civil Engineering
- HAV6001 - Load simulation and structural design of offshore wind turbines
- TBA4275 - Dynamic Response to Irregular Loadings
- BA8607 - Design of Offshore Wind Turbines
- BM6501 - Environmental load along norwegian coast
- TBA4292 - Marine Civil Engineering, Advanced Course
- TBM4950 - Master's Thesis in Coastal and Marine Engineering and Management
Outreach
2025
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Blog postHansen, Gard Hopsdal; Muskulus, Michael; Kölle, Konstanze; Bachynski-Polic, Erin Elizabeth; Alsos, Hagbart Skage; Kvamsdal, Trond. (2025) COP30: Offshore Wind – SINTEF Blog.
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Blog postKölle, Konstanze; Bachynski-Polic, Erin Elizabeth; Alsos, Hagbart Skage; Kvamsdal, Trond; Hansen, Gard Hopsdal; Muskulus, Michael. (2025) COP30: Havvind – SINTEF-blogg.
2017
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Conference lectureStieng, Lars Einar; Muskulus, Michael. (2017) Modeling Uncertainty in Extrapolated Extreme Loads for Offshore Wind Turbine Support Structures. The Twenty-seventh (2017) International Ocean and Polar Engineering Conference
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Conference lectureStieng, Lars Einar; Muskulus, Michael. (2017) Analytical Sensitivities For Extreme Load Constraints With Load Extrapolation For Reliability-Based Optimization. 12th International Conference on Structural Safety & Reliability
2015
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Conference posterTu, Ying; Muskulus, Michael. (2015) Slamming Load Considerations for Offshore Wind Structures. 11th EAWE PhD Seminar on Wind Energy in Europe
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Conference posterStieng, Lars Einar; Muskulus, Michael. (2015) A broad sensitivity analysis of uncertainties for offshore wind turbine support structures. 11th EAWE Phd Seminar on Wind Energy in Europe
2013
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Interview
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Conference lectureMuskulus, Michael. (2013) Cost reduction through better modeling and design - a perspective for offshore wind energy. 9. FZK-Kolloquium
2012
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Conference lectureZwick, Daniel; Schafhirt, Sebastian; Brommundt, Matthias; Muskulus, Michael; Sampathkumar, Narasimhan; Mechineau, Jonathan; Bull, Haugsøen Per. (2012) Comparison of different approaches to load calculation for the OWEC Quattropod jacket support structure. The Science of Making Torque from Wind 2012
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Conference lectureBrommundt, Matthias; Muskulus, Michael; Mareike, Strach; Strobel, Michael; Vorpahl, Fabian. (2012) Experiences with object-oriented and equation based modeling of a floating support structure for wind turbines in Modelica. Winter Simulation Conference 2012
-
Conference lectureMuskulus, Michael. (2012) Simulation-based optimization of support structure designs for offshore wind turbines. Offshore Renewable Energy Conference
-
Conference lectureMuskulus, Michael. (2012) Design optimization for bottom-fixed wind turbines. Course in Offshore Wind Turbine Technology
-
Conference lectureMuskulus, Michael. (2012) The offshore wind turbine group at NTNU Marine Civil Engineering. 4th Joint Industry Programme on Offshore Renewables Workshop
2011
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Conference lectureHagen, Torbjørn Ruud; Reiso, Marit; Muskulus, Michael. (2011) Numerical Tower Shadow Modeling for a Downwind Wind Turbine Truss Tower. 30th International Conference on Ocean, Offshore and Arctic Engineering (OMAE2011)
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Conference lectureReiso, Marit; Muskulus, Michael; Moe, Geir. (2011) Tower Shadow - Experiment Comparing Wake Behind Tubular and Truss Towers. 21st International Offshore and Polar Engineering Conference (ISOPE2011)
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Conference lectureEliassen, Lene; Muskulus, Michael. (2011) A Study of the NACA 0012 Blade using a Parallel Vortex Method. 7th PhD Seminar on Wind Energy in Europe
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Conference lectureMuskulus, Michael. (2011) EFFICIENT NUMERICAL SIMULATION OF OFFSHORE STRUCTURES AND WIND TURBINES ON GENERAL PURPOSE GRAPHICS PROCESSING UNITS. IV International Conference on Computational Methods in Marine Engineering
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Conference posterMuskulus, Michael. (2011) Distance-Based Methods for Structural Damage Detection in Offshore Wind Turbine Installations. 24th International Congress on Condition Monitoring and Diagnostics Engineering Management (COMADEM2011)
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Conference posterMuskulus, Michael. (2011) INFLUENCE OF SCOUR ON THE DYNAMICS OF JACKET SUBSTRUCTURES FOR OFFSHORE WIND TURBINES. EWEA OFFSHORE 2011
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Conference lectureMuskulus, Michael. (2011) Designing the Next Generation of Computational Codes for Wind-Turbine Simulations. 21st International Offshore and Polar Engineering Conference (ISOPE2011)
-
Conference lectureHagen, Torbjørn Ruud; Reiso, Marit; Muskulus, Michael. (2011) Numerical Analysis of Turbulent Flow Past a Truss Tower for Offshore Downwind Turbines. 21st International Offshore and Polar Engineering Conference (ISOPE2011)
2010
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Conference lectureMuskulus, Michael. (2010) Wind energy research in the age of massively parallel computers. 6th EAWE PhD Seminar on Wind Energy in Europe