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Europe, Spain, San Sebastián

Posted 114 days ago

Application of Quantum Computing to Machine Learning in Railway Digital Twins

🎓 Tecnun - Universidad de Navarra

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Role Type

🧪 Scientist / Researcher

Role Focus

📈 Apply Quantum

Seniority

🌸 PhD / Postdoc

Employer Type

🎓 Academia

This role seeks a PhD candidate to research the use of quantum computing to solve Machine Learning problems in the railway industry digital twins. The candidate will first analyze how quantum technology, especially Quantum Machine Learning and optimization, can impact the CAF group. The core task involves adapting a real industrial problem to the quantum computing framework and solving a simplified version to establish requirements for future applications.

Key Responsibilities

Carry out a doctoral thesis focused on exploring the use of quantum computing for resolving Machine Learning algorithms in the railway sector.

Analyze relevant quantum applications, such as Quantum Machine Learning and optimization, and assess their potential impact on the CAF group's needs.

Transform a real industrial problem from the railway sector into a framework suitable for quantum computers.

Resolve a simplified version of the industrial problem using quantum methods.

Establish requirements for the future utilization of quantum solutions based on the implementation example.

Required Skills

Master's Degree in Industrial Engineering or Mechanical Engineering (or another Master's with a solid mathematical background)

Proficiency in English

Experience with Python programming

Experience with Matlab software

Nice-to-have Skills

General knowledge on programming

Knowledge in Machine Learning tools

Knowledge in Deep Learning tools

Ability to work in a multidisciplinary team

Technology Tags

Quantum ML

Quantum Machine Learning is the specific focus area of the doctoral thesis and required training.

QC Applications

The primary goal of the thesis is the practical application of quantum computing to industrial problems.

Optimisation

Optimization algorithms are explicitly listed as relevant applications to be analyzed.

Python

Python proficiency is explicitly required software knowledge.

ML approaches

Knowledge in Machine Learning and Deep Learning tools is explicitly required.

Quantum Computing

The role is explicitly focused on the application and exploration of quantum computing.

Engineering design

The work involves solving real engineering problems within the context of mechanical engineering and railway systems.