3785 IT & Softwareentwickler Stellenangebote in Deutschland

Researcher (m/f/x) in Autonomous Cloud-Edge Orchestration
38.000 - 55.000 €
Ruhr-Universität Bochum
Z 01 (Forum), Bochum
38.000 - 55.000 €
Anforderungen
Muss:
- Above-average Masters degree in Electrical Engineering, Computer Science, Telecommunications, or a related field.
- Initial experience in publications in renowned transactions, journals, and reputable conferences is desirable and advantageous.
- Solid experience with Kubernetes; experience with ClusterAPI is advantageous.
- Good analytical skills and relevant experience in network switching and routing, software-defined networking, mathematical optimization, and machine learning.
- Proficiency in AI and distributed intelligence technologies, including deep learning, reinforcement learning, meta-learning, transfer learning, offline reinforcement learning, and diffusion models.
- Expertise in programming languages (Python, C/C++, Java) and AI/ML frameworks (e.g., PyTorch, JAX), network simulators (e.g., ns-3, OMNeT++), and hardware development (e.g., FPGA, embedded systems).
- Knowledge of 5G and beyond communication standards and technologies is highly desirable.
- Ability to independently design, execute, and analyze experimental research.
- Excellent problem-solving skills and analytical thinking.
- Strong written and verbal communication skills in English.
- Ability to work both independently and as part of a multidisciplinary team.
- Experience in edge intelligence, meta-learning, transfer learning is preferred.
- Familiarity with AI-driven network management and orchestration is preferred.
- Experience in EdgeAI training, deployment, and demo is preferred.
- Knowledge of security and privacy issues in wireless communications is preferred.
Verantwortlichkeiten
- Design novel orchestration architectures and algorithms for dynamic service placement, migration, and scaling across the cloud-edge continuum.
- Devise and evaluate learning-based methods and control-theoretic approaches to balance latency, reliability, energy efficiency, cost, and sustainability objectives in real time.
- Prototype and experimentally validate proposed solutions on real-world platforms, including Kubernetes-based edge clusters and private 5G/6G infrastructures.
- Work collaboratively with cross-functional teams, including hardware engineers, software developers, and other researchers to integrate AI solutions with network and cloud infrastructure.
- Publish research findings in high-impact journals and present at international conferences and symposiums to disseminate knowledge and advance the field.
- Assist in the management of research projects, including preparation of reports, grant proposals, and progress updates.
- Help with teaching courses related to clouds and networks, contributing to curriculum development and providing support to students.
- Support the organization of online webinars, events, workshops, and conferences related to the Chairs activities.
Beschreibung
We are the Institute of Networked Energy-Efficient Systems, dedicated to advancing autonomous, energy-efficient cloud-based networks that support cutting-edge services and innovations. We offer a challenging and varied role as a researcher focused on next-generation orchestration mechanisms at Ruhr University Bochum, one of Germanys leading research universities. Our dynamic environment encourages collaboration across academic disciplines, providing the opportunity to work with a committed team. We offer various benefits including flexible working arrangements, extensive training opportunities, and discounts on local services. Our location in the lively Ruhr metropolitan region offers diverse cultural offerings, and we aim to foster an inclusive workplace that values diversity.
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