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ABB

Electrification, automation, and robotics solutions

Senior Scientist - Hybrid Modeling AND Process Simulation

Applied Machine LearningConfirmed live in the last 24 hours
Full-timeMannheim, GermanyNo salary listed

About the Job

Requirements

  • Hold a degree in engineering, scientific computing, mathematics, physics, or a related discipline, with specialization in modeling and simulation, plus either academic experience (PhD) or professional experience in applied modeling and simulation.
  • Have experience with model-based, data-based, and/or physics-informed AI-based simulation and monitoring methods for dynamic systems.
  • Have domain knowledge of industrial plant or process dynamics, focused on system-level behavior and system integration.
  • Have experience with machine learning and artificial intelligence methods, including neural networks, deep learning, or reinforcement learning, preferably applied to dynamical systems, process modeling, or real-world applications.
  • Have excellent written and verbal communication skills in English.

Responsibilities

  • Bridge academic research and industrial applications and drive innovation in simulation, system modeling, and industrial digitalization to contribute to future solutions.
  • Develop and apply hybrid modeling that combines analytical approaches and data-driven methods to represent asset behavior in process industry and manufacturing.
  • Use physics-informed artificial intelligence methods that combine first-principles knowledge of industrial systems to develop interpretable, efficient, and reliable models for simulation and process optimization.
  • Bring a system-integration perspective by understanding how components, control logic, and physical dynamics interact at plant or system level, rather than focusing only on mathematical modeling.
  • Build simulation models to validate control logic, support scenario analysis, and enable process optimization and operator training for complex industrial processes.
  • Translate knowledge of industrial plant dynamics into robust simulation and monitoring systems by combining domain expertise with engineering practice.
  • Initiate, guide, and contribute to applied research projects, and provide consultancy to product development teams.
  • Collaborate with company divisions, customers, partners, startups, and academic institutes internationally.
  • Build prototypes and demonstrators, applying software-development and software-architecture practices to turn simulation models into usable, maintainable tools.
  • Present work to expert and management audiences internally and externally, and at scientific conferences, journals, and trade fairs.
  • Secure intellectual property through patent applications.

Desired Qualifications

  • Experience in automation engineering, industrial control, condition monitoring, advanced process control, or optimization is beneficial.
  • Hands-on experience in software development and software architecture, for example with Python, C++, Modelica, or similar, is a plus.
  • Hands-on experience with simulation and modeling tools is a plus, such as OpenModelica, Julia, FMU-based co-simulation, DWSIM, the IDEAS PSE framework, Dymola, Aspen HYSYS, MATLAB Simulink, or Simscape.
  • German language skills are a plus.

About the Company

ABB

Electrification, automation, and robotics solutions

ABB provides electrification and automation technologies for industry and infrastructure. Its products include smart building systems, electric vehicle charging, robotics, motors and drives, and factory automation software, delivered as integrated hardware and software that manage energy and automate tasks. ABB differentiates itself with a long history in power and automation, a broad global footprint, and a focused portfolio around electrification, motion, process automation, and robotics, complemented by digital services. Its goal is to help customers use energy more efficiently and work more productively, enabling sustainable and resource-efficient operations and transportation.

Company size
10,001+
Company stage
IPO
Headquarters
Zurich, Switzerland
Founded
2007

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