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Hire Dr. Eero I.

Finland

USD 140 /hr

2 PhDs & 25 Years of Math Modeling | CFD | Control Systems | ANSYS/Python/Matlab | Computational Engineering = Profit

Profile Summary

Website: immone.consulting | LinkedIn: https://www.linkedin.com/in/eero-immonen-141113/ | Google Scholar: https://scholar.google.com/citations?user=S7S8JEMAAAAJ

Subject Matter Expertise

• ★ Computational Fluid Dynamics
• ★ Mathematical Models
• ★ Mathematical Optimization
• ☆ Aerospace Engineering
• ☆ Aerodynamics
• ☆ Electrical Engineering
• ☆ Batteries & Fuel Cells
• ☆ Signal Processing
• ☆ Cold Regions Engineering
• ☆ Computer Science
• ☆ Parallel Computing
• ☆ Automotive Engineering
• ☆ Computer-Aided Engineering
• ☆ Shipbuilding & Marine Engineering
• ☆ Mechanical Engineering
• ☆ HVAC Design
• ☆ Mechanical Design
• ☆ Engineering Thermodynamics/Thermophysical Engineering
• ☆ Systems Engineering
• ☆ Civil Engineering
• ☆ Structural Engineering
• ☆ Fluid Mechanics
• ☆ Industrial Engineering
• ☆ Industrial Operations Research
• ☆ Process Control
• ☆ Data Analysis
• ☆ Computer Simulation/Computational Modeling
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Big Data Analytics
• ☆ Machine Learning
• ☆ Data Mining
• ☆ Data Cleaning
• ☆ Neural Networks
• ☆ Artificial Intelligence
• ☆ Financial Modeling
• ☆ Statistics
• ☆ Applied Statistics
• ☆ Regression Analysis
• ☆ Multivariate Analysis
• ☆ Nonlinear Regression
• ☆ Statistical Computing
• ☆ Wave Mechanics
• ☆ Applied Mechanics
• ☆ Fluid Dynamics
• ☆ Statistical Mechanics
• ☆ Thermodynamics
• ☆ Renewable Energy
• ☆ Geothermal Energy
• ☆ Wind Turbine Design
• ☆ Wind Energy
• ☆ Electric Power
• ☆ Mathematical Control Theory
• ☆ Marine Engineering
• ☆ Engineering Design
• ☆ Mathematical Finance
• ☆ Microeconomics

Services

• Research
• Consulting
• Data & AI
• Product Development

Research Feasibility Study, Technology Scouting, Scientific and Technical Research

Consulting Operations Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Big Data Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

Product Development Concept Development, Reverse Engineering

Work Experience

Principal Lecturer and Research Group Lead

Turku University of Applied Sciences

April 2016 - Present

R&D Manager

Process Flow Solution Ltd

January 2008 - March 2016

Project Engineer

Wärtsilä Finland Oy

April 2006 - December 2007

Researcher

Tampere University of Technology

August 2002 - March 2006

Education

Doctor of Science (Technology) (Energy Systems)

Lappeenranta-Lahti University of Technology

February 2021 - October 2033

Vocational Teacher Qualification (AmO) (Education)

Haaga-Helia Ammattikorkeakoulu

May 2016 - June 2017

Doctor of Science (Technology) (Mathematics)

Tampereen Teknillinen Yliopisto

August 2002 - June 2006

Master of Science (Engineering) (Mathematics)

Tampereen Teknillinen Yliopisto

August 1997 - August 2002

Certifications

• Certification details not provided.

Publications

JOURNAL ARTICLE

Eero Immonen, Mohsen heydarzadeh, Teemu Toivola, Victor Vega-Garita (2025). Dataset of lithium-ion cell degradation under randomized current profiles for NMC, NCA, and LFP chemistries . Data in Brief.

Eero Immonen, RABİA ALTUNAY, Kalevi Vesterinen, Pasi Alander, Andreas Rupp, Lassi Roininen (2025). Denture reinforcement via topology optimization . Medical Engineering & Physics.

Eero Immonen, Rathna Mathiyalagan, Max Westerlund, Alaa Mahran, Rabia Altunay, Jarkko Suuronen, Mirja Palo, Johan O. Nyman, Jessica Rosenholm, Erica Monaco, et al. (2025). 3D printing of tailored veterinary dual-release tablets: a semi-solid extrusion approach for metoclopramide . RSC Pharmaceutics.

Eero Immonen, Sajad Shahsavari, Hashem Haghbayan, Antonio Miele, Juha Plosila (2025). A Coordinated Approach to Control Mechanical and Computing Resources in Mobile Robots . IEEE Transactions on Robotics.

Eero Immonen, Victor Vega–Garita, Veronica Alpizar–Gutierrez, Fausto Calderon–Obaldia, Oscar Núñez–Mata, Andrés Arguello (2024). Iterative sizing methodology for photovoltaic plants coupled with battery energy storage systems to ensure smooth power output and power availability . Energy Conversion and Management: X.

Eero Immonen, Dennis Bengs, Mikael Manngård, Johan Westö (2023). Automated geometry and hexahedral mesh generation for kilometer-scale atmospheric flow simulations . Rakenteiden Mekaniikka.

Eero Immonen, Heikki Saariluoma, Aki Piiroinen, Heidi Piili, Antti Salminen (2022). Designing of aluminium case lid of prismatic battery cell for laser powder bed fusion . Journal of Laser Applications.

Eero Immonen, Sajad Shahsavari, Mohammed Rabah, Mohammad-Hashem Haghbayan, Juha Plosila (2022). Remote Run-Time Failure Detection and Recovery Control For Quadcopters . Journal of Integrated Design and Process Science.

Eero Immonen, Mohamed Rabah, Hashem Haghbayan, Juha Plosila (2022). An AI-in-Loop Fuzzy-Control Technique for UAV’s Stabilization and Landing . IEEE Access.

Immonen, E.(2022). Correction to: Optimal design for disc golf by computational fluid dynamics and machine learning (Structural and Multidisciplinary Optimization, (2022), 65, 1, (12), 10.1007/s00158-021-03107-7) . Structural and Multidisciplinary Optimization. 65. (2).

Immonen, E.(2022). Optimal design for disc golf by computational fluid dynamics and machine learning . Structural and Multidisciplinary Optimization. 65. (1).

Seville, E., Scott, H., Waddell, I., Immonen, E., Li, B.(2021). CFD-based prediction of hydrogen deflagration in semi-open ducts . Progress in Computational Fluid Dynamics. 21. (6). p. 343-354.

Immonen, E., Eriksson, K., Haavisto, J.(2021). Computational hydrodynamic optimization of galvanic anode shapes for tunnel thrusters . Marine Systems and Ocean Technology. 16. (1). p. 23-28.

Rabah, Mohamed and Immonen, Eero(2021). Development of Real-Time Control System based on Deep Learning for UAVʹs Object Detection, Tracking and Safe-Landing. FRUCT Association

Immonen, E., Hurri, J.(2021). Incremental thermo-electric CFD modeling of a high-energy Lithium-Titanate Oxide battery cell in different temperatures: A comparative study . Applied Thermal Engineering. 197.

Immonen, E., Putkonen, A.(2020). An heuristic algorithm for fair strategic personnel assignment in continuous operation . International Journal of Simulation and Process Modelling. 15. (5). p. 410-424.

Immonen, E.(2019). A parametric morphing method for generating structured meshes for marine free surface flow applications with plane symmetry . Journal of Computational Design and Engineering. 6. (3). p. 348-353.

Immonen, E., Putkonen, A.(2018). An heuristic genetic algorithm for strategic university tuition planning and workload balancing . International Journal of Management Science and Engineering Management. 13. (2). p. 118-128.

Immonen, E.(2018). Shape optimization of annular S-ducts by CFD and high-order polynomial response surfaces . Engineering Computations (Swansea, Wales). 35. (2). p. 932-954.

Immonen, E.(2017). 2D shape optimization under proximity constraints by CFD and response surface methodology . Applied Mathematical Modelling. 41. p. 508-529.

Immonen, E.(2017). Simple agent-based dynamical system models for efficient financial markets: Theory and examples . Journal of Mathematical Economics. 69. p. 38-53.

Immonen, E.(2016). CFD optimization of jet fan ventilation in a car park by fractional factorial designs and response surface methodology . Building Simulation. 9. (1). p. 53-61.

Immonen, E.(2015). A quantitative description for efficient financial markets . Physica A: Statistical Mechanics and its Applications. 433. p. 171-181.

Immonen, E.(2007). A simple robust controller for the approximate regulation of almost periodic signals for linear systems . IEEE Transactions on Automatic Control. 52. (12). p. 2313-2324.

Immonen, E.(2007). On the internal model structure for infinite-dimensional systems: Two common controller types and repetitive control . SIAM Journal on Control and Optimization. 45. (6). p. 2065-2093.

Immonen, E.(2007). Practical output regulation for bounded linear infinite-dimensional state space systems . Automatica. 43. (5). p. 786-794.

Immonen, E.(2006). A feedforward-feedback controller for infinite-dimensional systems and regulation of bounded uniformly continuous signals . International Journal of Robust and Nonlinear Control. 16. (5). p. 259-280.

Immonen, E., Pohjolainen, S.(2006). Feedback and feedforward output regulation of bounded uniformly continuous signals for infinite-dimensional systems . SIAM Journal on Control and Optimization. 45. (5). p. 1714-1735.

Immonen, E.(2006). Some properties of infinite-dimensional systems capable of asymptotically tracking bounded uniformly continuous signals . Mathematics of Control, Signals, and Systems. 18. (4). p. 323-344.

Immonen, E., Pohjolainen, S.(2006). What periodic signals can an exponentially stabilizable linear feedforward control system asymptotically track? . SIAM Journal on Control and Optimization. 44. (6). p. 2253-2268.

Immonen, E.(2005). Function generators, the operator equation ΠS = AΠ + BQ and inherited dynamics in inhomogenous Cauchy problems . Journal of Differential Equations. 218. (2). p. 253-272.

Imonen, E.(2005). On sylvester operator equations, complete trajectories, regular admissibility, and stability of C₀-semigroups . Electronic Journal of Differential Equations. 2005.

Immonen, E., Pohjolainen, S., Hämäläinen, T.(2005). On the realization of periodic functions . Systems and Control Letters. 54. (3). p. 225-235.

Immonen, E., Pohjolainen, S.(2005). Output regulation of periodic signals for DPS: An infinite-dimensional signal generator . IEEE Transactions on Automatic Control. 50. (11). p. 1799-1804.

Immonen, E.(2004). On the concept of point value in the infinite-dimensional realization theory . Journal of Mathematical Analysis and Applications. 300. (1). p. 79-101.

CONFERENCE PAPER

Eero Immonen (2024). Computational Range Maximization Under Current Constraints for Heavy-Duty Electric Vehicles . 2024 IEEE International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles & International Transportation Electrification Conference (ESARS-ITEC).

Eero Immonen, Mohsen Heydarzadeh, Mohammad Gerami Tehrani, Anam Tahir, Hashem Haghbayan, Juha Plosila (2024). Analysis of ECM Battery Modeling Techniques for Different Battery Types . 2024 13th International Workshop on Robot Motion and Control (RoMoCo).

Immonen, E., & Haghbayan, H. (2024, February). The Mountain Car Problem with a Dynamical and Finite Energy System. In 2024 10th International Conference on Mechatronics and Robotics Engineering (ICMRE) (pp. 324-328). IEEE .

Eero Immonen, Tommi Paanu, Fatemeh Ardaneh, Ashvinkumar Chaudhari (2023). A computational model for underground heating control of outdoor sports fields in winter conditions . 2023 27th International Conference on Methods and Models in Automation and Robotics (MMAR).

Karami, M., Shahsavari, S., Immonen, E., Haghbayan, M. H., & Plosila, J. (2023, June). An Extension of the Kinetic Battery Model for Optimal Control Applications. In 2023 IEEE 32nd International Symposium on Industrial Electronics (ISIE) (pp. 1-6). IEEE .

Eero Immonen(2023). A Light-weight Model for Run-time Battery SOC-SOH Estimation While Considering Aging . 37th ECMS International Conference on Modelling and Simulation. p. 466--472. ECMS

Eero Immonen, Ashvinkumar Chaudhari, Mikael Manngård, Johan Westö, Denis Bengs(2023). Assessing the Impact of Forests on Local Wind Conditions in Archipelagos: A CFD Study . Proceedings of the 37th ECMS International Conference on Modelling and Simulation. p. 20--23.

Eero Immonen, Masoomeh Karami, Sajad Shahsavari, Hashem Haghbayan, Juha Plosila (2023). A Coupled Battery State-of-Charge and Voltage Model for Optimal Control Applications . 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Eero Immonen, Sajad Shahsavari, Masoomeh Karami, Hashem Haghbayan, Juha Plosila(2022). How To Run A World Record? A Reinforcement Learning Approach . Proceedings of the 36th ECMS International Conference on Modelling and Simulation. p. 159-166. ECMS

Eero Immonen, Mohammed Rabah, Sajad Shahsavari, Mohammad-Hashem Haghbayan, Kirill Murashko, Paula Immonen (2021). Capacity Loss Estimation For Li-Ion Batteries Based On A Semi-Empirical Model . ECMS 2021 Proceedings edited by Khalid Al-Begain, Mauro Iacono, Lelio Campanile, Andrzej Bargiela.

Rabah, M., Immonen, E., Shahsavari, S., Haghbayan, M.-H., Murashko, K., Immonen, P.(2021). Capacity loss estimation for li-ion batteries based on a semi-empirical model . Proceedings - European Council for Modelling and Simulation, ECMS. 35. (1). p. 235-242.

Immonen, E., Hurri, J.(2021). Equivalent circuit modeling of a high-energy LTO battery cell for an electric rallycross car . IEEE International Symposium on Industrial Electronics. 2021-June.

Kramar, Vadim and Kanth, Rajeev and Toppinen, Arto and Rabah, Mohammed and Immonen, Eero and Koskela, Marjut and Erkkil{\"a}, Juha and Westerlund, Tomi and Tenhunen, Hannu and Isoaho, Jouni and others(2021). Unmanned Aircraft Systems: Education Activities in Finland, UCNDrone Perspective​. Proceedings of the 30th Conference of Open Innovations Association FRUCT. Oulu, Finland, 27-29 October 2021.

Shahsavari, S., Immonen, E., Rabah, M., Haghbayan, M.-H., Plosila, J.(2021). MCX - An open-source framework for digital twins . Proceedings - European Council for Modelling and Simulation, ECMS. 35. (1). p. 119-124.

Aho, P., Immonen, E.(2020). ModelConductor: An On-Line Data Management Architecture for Digital Twins . IEEE International Conference on Emerging Technologies and Factory Automation, ETFA. 2020-September. p. 1397-1400.

Moharm, K., Eltahan, M., Immonen, E.(2020). Big Data Driven Battery Management Systems . Proceedings - 2020 2nd International Conference on Control Systems, Mathematical Modeling, Automation and Energy Efficiency, SUMMA 2020. p. 987-992.

Immonen, E., Lauren, M., Roininen, L., Särkkä, S.(2020). Multiobjective model-based optimization of diesel injection rate profile by machine learning methods . SYSCON 2020 - 14th Annual IEEE International Systems Conference, Proceedings. 2020-January.

Immonen, E., Lauren, M., Roininen, L., Särkkä, S.(2020). Neural Network Based Identification of Fuel Injection Rate Profiles for Diesel Engines . ICITM 2020 - 2020 9th International Conference on Industrial Technology and Management. p. 138-143.

Immonen, E., Sovela, J., Ranta, S., Murashko, K., Immonen, P.(2020). Retrofit optimization of battery air cooling by CFD and machine learning . Proceedings - European Council for Modelling and Simulation, ECMS. 34. (1). p. 139-145.

Immonen, Eero and Bergstrom, Fredrik and Nurmi, Simo and Lehtinen, Antti and Juppi, Kari and Martinsson, Lars(2009). 2D FSI model for paper webs and fabrics moving close to each other in complex geometries. Proceedings of the 2009 International Web Handling Conference. Oklahoma, USA. Oklahoma State University

Immonen, Eero and Bergstr{\"o}m, Fredrik and Nurmi, Simo and Lehtinen, Antti and Juppi, Kari and Martinsson, Lars(2009). A 2D FSI model for small deflections of fast paper webs moving in geometries containing nips and boundaries. Proceedings of Paper Making Research Symposium (PRS 2009), Kuopio, Finland.

Nurmi, Simo and Bergstr{\"o}m, Fredrik and Immonen, Eero and Lehtinen, Antti and Juppi, Kari and Martinsson, Lars(2009). Comparison of aerodynamics between a smooth and grooved roll interacting with a rigid impermeable horizontal wall. Proceedings of Paper Making Research Symposium (PRS 2009), Kuopio, Finland.

Nurmi, Simo and Berstrom, Fredrik and Immonen, Eero and Lehtinen, Antti and Juppi, Kari and Martinsson, Lars(2009). Modeling grooved rolls with moving 2D porous media. Proceedings of the 2009 International Web Handling Conference. Oklahoma, USA. Oklahoma State University

Lehtinen, Antti and Bergstrom, Fredrik and Immonen, Eero and Nurmi, Simo and Martinsson, Lars and Ingvarsson, David and Juppi, Kari(2009). Transient 2D paper web drying model based on CFD. Proceedings of the 2009 International Web Handling Conference. Oklahoma, USA. Oklahoma State University

Immonen, Eero and Pohjolainen, Seppo(2006). The internal model principle for linear infinite-dimensional state space systems. International Symposium on Mathematical Theory of Networks and Systems (MTNS). p. 652--656.

Immonen, E., Pohjolainen, S.(2005). Error feedback output regulation of bounded uniformly continuous signals for infinite-dimensional linear systems . Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05. 2005. p. 2463-2468.

Immonen, Eero and Pohjolainen, Seppo(2005). On solvability and approximation of the regulator equations. 11th IEEE International Conference on Methods and Models in Automation and Robotics (MMAR 2005), Miedzyzdroje, Puola, 29.8.-1.9. 2005. p. 281--286.

Immonen, E., Pohjolainen, S.(2004). Output regulation for infinite-dimensional linear systems: Periodic reference signals from sobolev spaces . Proceedings of the IEEE Conference on Decision and Control. 3. p. 2859-2864.

Immonen, Eero(2004). Universal open loop output regulation for infinite-dimensional linear systems. Digest of TISE Seminar 2004, Kangasala. p. 2.

Immonen, Eero(2003). On the Realization of Periodic Signals with Infinite-Dimensional Linear Systems. Digest of TISE Seminar 2003, Nokia, Finland, 5 June 2003. p. 24--28.

Tico, M., Immonen, E., Ramo, P., Kuosmanen, P., Saarinen, J.(2001). Fingerprint recognition using wavelet features . ISCAS 2001 - 2001 IEEE International Symposium on Circuits and Systems, Conference Proceedings. 2. p. 21-24.

BOOK CHAPTER

Eero Immonen, Tero Villman, Michael Lindholm, Jari Kaivo-oja (2024). Modular Smart City Digital Twins: A Survey of Key Technologies . Lecture Notes in Networks and Systems.

Eero Immonen (2023). Luenberger Observer Design for Robust Estimation of Battery State of Charge with Application to Lithium-Titanate Oxide Cells . Recent Developments in Model-Based and Data-Driven Methods for Advanced Control and Diagnosis.

Pajunen, Sami and Ojala, Jani and Immonen, Eero(2009). More reliable results with Fluid-Structure Interaction. Proceedings ot the 10th Finnish Mechanics Days, X Suomen Mekaniikkapäivät, Jyväskylä, 3.-4.12. 2009. p. 12.

DISSERTATION THESIS

Eero Immonen(2023). Advances in Optimal Design of Shapes and Processes by Computational Fluid Dynamics.

PATENT

Battery Lid and Battery Assembly @misc{saariluoma2023battery, title={Battery lid and battery assembly}, author={Saariluoma, Heikki and Piiroinen, Aki and Immonen, Eero}, year={2023}, month=may # "~18", publisher={Google Patents}, note={US Patent App. 17/766,431} }.

BOOK

Immonen, Eero(2006). State space output regulation theory for infinite-dimensional linear systems and bounded uniformly continuous exogenous signals. Doctoral Thesis, Tampere University of Technology