Graduate (M/F/D)

2 Months ago • All levels

Job Summary

Job Description

The job involves conducting research on the design and implementation of a data analytics pipeline for the predictive maintenance of optical fiber amplifiers. Key responsibilities include reviewing existing designs, setting up a testbed environment to stream live telemetry data, designing and developing a data analytics pipeline, and testing its effectiveness. The research aims to improve monitoring of optical transmission links and ensure robust network operation. The candidate will also need to compile comprehensive documentation of the research process, methodologies, and findings. They will be working on advanced technology team.
Must have:
  • Solid programming capabilities (Python, C/C++)
  • Experience with machine learning and deep learning frameworks
  • Strong analytical and problem-solving skills
  • Ability to work independently
  • Strong communication skills for presenting technical information
  • Fluent in oral and written English
Good to have:
  • Fluency in German
Perks:
  • Opportunity to work in an international, multicultural environment
  • Strong team-oriented and friendly work culture
  • Flexible working hours model
  • Fitness, travel cost, and kindergarten allowance
  • Free drinks and fruits
  • Employee discounts for events and branded products

Job Details

Welcome!

Our Growth is Creating Great Opportunities!

Our team is expanding, and we want to hire the most talented people we can.   Continued success depends on it!  Once you've had a chance to explore our current open positions, apply to the ones you feel suit you best and keep track of both your progress in the selection process, and new postings that might interest you!

Thanks for your interest in working on our team!

We are currently looking for a highly motivated Graduand (M/F/D) for a Master Thesis to join our Advanced Technology team in Meiningen.

Adtran is a leading manufacturer of optical connectivity solutions from access to long-haul with a strong presence in Europe. If you want to be a part of our growing company that is driven by innovation and is focused on building the future together with our employees, consider applying. 

Principle duties and essential functions

You will conduct research on “Design and Implementation of a Data Analytics Pipeline for Predictive Maintenance of Optical Fiber Amplifiers”.

Optical fiber amplifiers are a key component in today's long-haul optical transmission links. With the failure of such an amplifier, the transmission link is interrupted which results in high-financial loss of income to the network operator. Predictive maintenance comprises advanced monitoring techniques to detect anomalous behavior at an early stage, predict the remaining useful lifetime and diagnose the cause of the fault. This leads to improved planning and execution of maintenance measures. This thesis aims to address the challenges for developing a data analytics pipeline that can handle live telemetry data and analyze it with a predictive maintenance framework. This will significantly improve the monitoring of optical transmission links and ensure robust and resilient network operation.

Tasks

  • Literature Review: Conduct an extensive review of existing designs and implementations of data analytics pipelines. This will provide a solid foundation for understanding the landscape and identifying gaps that the thesis aims to address.

  • Testbed Setup and Installation: Establish a testbed environment that streams live telemetry data of optical fiber amplifiers. This will involve configuring optical networking components, and streaming and storing mechanisms for time series data.

  • Development of Data Analytics Pipeline: Design and develop a data analytics pipeline, especially for handling and analyzation of telemetry data with a predictive maintenance framework.

  • Test and Evaluation of Effectiveness: Implement the developed data analytics pipeline in the testbed environment and conduct rigorous testing to evaluate their effectiveness and robustness. This will include performance metrics, security assessments, and resilience testing against potential threats.

  • Documentation and Defense: Compile comprehensive documentation of the research process, methodologies, development, testing procedures, and findings and include this in the master thesis.

Knowledge, skills and experience required

  • Solid programming capabilities (Python, C/C++)

  • Experience with machine learning and deep learning frameworks (Scikit, Pytorch)

  • Strong analytical and problem-solving skills

  • Able to work independently

  • Strong communication skills being able to present complex technical information to an audience

  • Fluent in oral and written English, fluency in German is a plus

Benefits

  • Possibility to work in an international, multicultural environment

  • Strong team-oriented and friendly work culture

  • Flexible working hours model

  • Fitness-, travel cost- and kindergarten allowance as well as drinks and fruits for free

  • Employee discounts e. g. for events and branded products

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About The Company

Adtran is a leading global provider of fiber-based networking solutions and SaaS applications, focused on the broadband access market. Our comprehensive portfolio spans from the metro core to the customer premises, enabling network providers to deliver Gigabit broadband to every home and business. Our vision is to enable a fully connected world where the power to communicate is available to everyone, everywhere. At Adtran, we believe in our people. With a diverse and inclusive team spread across the globe, our culture embraces creativity and seeks innovation and quality in everything we do. Built on a foundation of communication, trust, collaboration, and an entrepreneurial spirit enables us to be a global technology leader and a strong customer advocate.

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