Engineers Clinic
IntermediateEngineering trackDE-CP-21

Praxissemester Portfolio: Predictive Maintenance for a Mittelstand Press Line

Internship role: Werkstudent:in Data Engineering. Ingest press-line sensor data over OPC UA, detect anomalies and estimate remaining useful life for the main bearing; measured by warning lead time against logged failures.

10 Guided Steps480h Internship TierSubmit: GitHub repo or evidence pack + live demo / report + README + milestone logbookVerified CertificateAI Rubric Graded
Program Overview

Internship role: Werkstudent:in Data Engineering. Ingest press-line sensor data over OPC UA, detect anomalies and estimate remaining useful life for the main bearing; measured by warning lead time against logged failures.

What you submit

GitHub repo or evidence pack + live demo / report + README + milestone logbook

Stack: Python, OPC UA, TimescaleDB, Grafana, scikit-learn

How it is graded
  • Problem & requirements15

    Loads, constraints, standards and success criteria are written down before the design starts.

  • Calculations & analysis30

    Hand calculations or simulation set out step by step with units, assumptions and a check against a second method or code limit.

  • Design output20

    Drawings, models, schematics or code that match the calculations and could be handed to the next person.

  • Validation & files15

    Test data, simulation files, calculation sheets or photos attached, with what each one shows.

  • Report & judgement20

    A clear report that states the result, its limits, cost or risk, and what you would change next.

Pass 60% · Merit 75% · Distinction 90%

Learning Outcomes
480-hour Germany programme. Mittelstand manufacturers run Praxissemester placements around exactly this problem
OPC UA and Industrie 4.0 reference architecture are the expected vocabulary.
Target Audience

Engineering Students

Diploma, B.Tech, B.E., BCA, MCA, or M.Tech students seeking practical experience.

Aspiring Developers

Developers who want to build proof-of-work capstone projects for tech resumes.

Job Seekers

Graduates looking for AI-evaluated code review & verified industry credentials.