|
Module Number:
| 14414
|
| Module Title: | Data Analytics and Process Modelling |
| |
Datenanalyse und Prozessmodellierung
|
| Department: |
Faculty 3 - Mechanical Engineering, Electrical and Energy Systems
|
| Responsible Staff Member: | -
Prof. Dr. rer. nat. Röntzsch, Lars
|
| Language of Teaching / Examination: | English |
| Duration: | 1 semester |
| Frequency of Offer: |
Every winter semester
|
| Credits: |
6
|
| Learning Outcome: | The students learn to develop, evaluate and validate models, design experiments and analyse data. The focus is placed on practical applications, particularly in energy and process technology. Students are also familiarised with soft sensors and digital twins. |
| Contents: | - Basic Descriptive Statistics and Data Visualisation
- Theoretical Foundation for Statistical Analysis
- Regression Analysis
- Design of Experiments
- Input-State-Output Systems
- Process Modelling and System Identification
- Soft Sensors and Digital Twins
|
| Recommended Prerequisites: | Good knowledge of advanced mathematics as well as physics or a basic engineering subject (e.g. electrical engineering, mechanics or thermodynamics) at the university bachelor's level |
| Mandatory Prerequisites: | None |
| Forms of Teaching and Proportion: | -
Lecture
/ 2 Hours per Week per Semester
-
Exercise
/ 2 Hours per Week per Semester
-
Self organised studies
/ 120 Hours
|
| Teaching Materials and Literature: | Supplementary lecture materials and exercise assignments are made available via the Moodle learning management system. They are intended solely to support and accompany the lectures and exercises and cannot substitute for regular attendance, active participation, and the preparation of individual notes during class. Further literature: - Shardt, Yuri: Statistics for Chemical and Process Engineers. A Modern Approach. 2nd edition (2022). DOI: 10.1007/978-3-030-83190-5.
- Shardt, Yuri (2023): Using MATLAB to Solve Statistical Problems. DOI: 10.1007/978-3-031-40299-9.
- Shardt, Yuri (2024): Using Excel to Solve Statistical Problems. DOI: 10.1007/978-3-031-65449-7.
|
| Module Examination: | Final Module Examination (MAP) |
| Assessment Mode for Module Examination: | |
| Evaluation of Module Examination: | Performance Verification – graded |
| Limited Number of Participants: | None |
| Part of the Study Programme: | -
Master (research-oriented) /
Angewandte Mathematik /
PO 2019
- 1. SÄ 2021
-
Bachelor (research-oriented) /
Angewandte Naturwissenschaften /
PO 2024
- NF 2026
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Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Angewandte Naturwissenschaften - dual /
PO 2025
- NF 2026
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Bachelor (research-oriented) /
Architektur /
PO 2022
-
Master (research-oriented) /
Artificial Intelligence /
PO 2022
- 1. SÄ 2024
-
Master (research-oriented) /
Bauen und Erhalten /
PO 2007
-
Bachelor (research-oriented) - Extended Semester /
Bauingenieurwesen /
PO 2017
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Bachelor (research-oriented) /
Bauingenieurwesen /
PO 2017
-
Bachelor (research-oriented) /
Bauingenieurwesen /
PO 2022
- 1. SÄ 2023
-
Bachelor (research-oriented) - Extended Semester /
Bauingenieurwesen /
PO 2022
- 1. SÄ 2023
-
Bachelor (research-oriented) - Co-Op Programme with Integrated Vocational Training /
Bauingenieurwesen - dual /
PO 2017
-
Bachelor (research-oriented) - Co-Op Programme with Integrated Vocational Training /
Bauingenieurwesen - dual /
PO 2022
- 1. SÄ 2023
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Bauingenieurwesen - dual /
PO 2022
- 1. SÄ 2023
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Bachelor (research-oriented) /
Bau- und Kunstgeschichte /
PO 2022
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Master (research-oriented) /
Bau- und Kunstgeschichte /
PO 2025
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Bachelor (applied) /
Betriebswirtschaftslehre /
PO 2017
- 1. SÄ 2019
-
Bachelor (research-oriented) /
Betriebswirtschaftslehre /
PO 2017
-
Bachelor (research-oriented) /
Betriebswirtschaftslehre /
PO 2024
-
Master (research-oriented) /
Betriebswirtschaftslehre /
PO 2017
-
Bachelor (applied) - Co-Op Programme with Practical Placement /
Betriebswirtschaftslehre - dual /
PO 2019
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Betriebswirtschaftslehre - dual /
PO 2024
-
Bachelor (applied) /
Biotechnologie /
PO 2018
- 2. SÄ 2024
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Master (applied) /
Biotechnology /
PO 2018
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Master (applied) - Extended Semester /
Biotechnology /
PO 2018
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Master (research-oriented) /
Chemistry: Materials, Engineering and Sustainability /
PO 2025
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Master (research-oriented) /
Control of Renewable Energy Systems /
PO 2025
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Master (research-oriented) /
Cyber Security /
PO 2017
- 1. SÄ 2024
-
Bachelor (research-oriented) /
Digitale Gesellschaft /
PO 2022
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Bachelor (research-oriented) /
Digitale Gesellschaft /
PO 2026
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Bachelor (research-oriented) /
eBusiness /
PO 2007
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Master (research-oriented) /
Elektrotechnik /
PO 2019
- 1. SÄ 2020
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Master (research-oriented) /
Elektrotechnik /
PO 2023
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Master (research-oriented) /
Energietechnik und Energiewirtschaft /
PO 2021
- 1. SÄ 2024
-
Bachelor (applied) - Co-Op Programme with Practical Placement /
Hebammenwissenschaft /
PO 2021
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Hebammenwissenschaft /
PO 2026
-
Master (research-oriented) /
Hybrid Electric Propulsion Technology /
PO 2024
-
Master (research-oriented) /
Hybrid Electric Propulsion Technology /
PO 2026
-
Bachelor (research-oriented) /
Informatik /
PO 2008
- 2. SÄ 2024
-
Master (research-oriented) /
Informatik /
PO 2008
- 3. SÄ 2024
-
Bachelor (applied) /
Instrumental- und Gesangspädagogik /
PO 2019
- 2. SÄ 2024
-
Bachelor (research-oriented) /
Instrumental- und Gesangspädagogik /
PO 2026
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Instrumental- und Gesangspädagogik - dual /
PO 2026
-
Master (research-oriented) /
Klimagerechtes Bauen und Betreiben /
PO 2018
- 1. SÄ 2023
-
Bachelor (research-oriented) /
Kultur und Technik /
PO 2017
-
Master (research-oriented) /
Kultur und Technik /
PO 2017
-
Bachelor (research-oriented) /
Künstliche Intelligenz /
PO 2022
-
Bachelor (research-oriented) /
Künstliche Intelligenz Technologie /
PO 2022
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Master (research-oriented) /
Künstliche Intelligenz Technologie /
PO 2022
- 1. SÄ 2024
-
Bachelor (research-oriented) /
Landnutzung und Wasserbewirtschaftung /
PO 2017
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Englisch /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Englisch /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Kunst /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Kunst /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Musik /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Musik /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Sachunterricht Gesellschaftswissenschaften /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Sachunterricht Gesellschaftswissenschaften /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Sorbisch/Wendisch /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Sport /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Deutsch-Sport /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Deutsch /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Deutsch /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Englisch /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Englisch /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Kunst /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Kunst /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Musik /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Musik /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Sachunterricht Naturwissenschaften /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Sachunterricht Naturwissenschaften /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Sorbisch/Wendisch /
PO 2026
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Sport /
PO 2025
-
Bachelor of Education /
Lehramt Primarstufe Mathematik-Sport /
PO 2026
-
Master (research-oriented) /
Leichtbau und Werkstofftechnologie /
PO 2023
-
Bachelor (research-oriented) /
Life Science and International Health /
PO 2025
-
Abschluss im Ausland /
Maschinenbau /
keine PO
-
Bachelor (applied) /
Maschinenbau /
PO 2018
- 1. SÄ 2019
-
Bachelor (research-oriented) /
Maschinenbau /
PO 2006
- 2. SÄ 2008
-
Bachelor (research-oriented) /
Maschinenbau /
PO 2021
-
Master (applied) /
Maschinenbau /
PO 2018
- 1. SÄ 2021
-
Master (applied) - Extended Semester /
Maschinenbau /
PO 2018
- 1. SÄ 2021
-
Master (research-oriented) /
Maschinenbau /
PO 2023
-
Master (research-oriented) - Reduced Semester /
Maschinenbau /
PO 2023
-
Bachelor (applied) - Co-Op Programme with Practical Placement /
Maschinenbau - dual /
PO 2018
- 1. SÄ 2019
-
Bachelor (research-oriented) - Co-Op Programme with Integrated Vocational Training /
Maschinenbau - dual /
PO 2021
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Maschinenbau - dual /
PO 2021
-
Master (research-oriented) - Co-Op Programme with Practical Place /
Maschinenbau - dual /
PO 2023
-
Bachelor (research-oriented) /
Materialchemie /
PO 2018
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Master (research-oriented) /
Materialchemie /
PO 2018
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Master (research-oriented) /
Mathematical Data Science /
PO 2025
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Master (research-oriented) /
Mathematics /
PO 2025
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Bachelor (research-oriented) /
Mathematik /
PO 2023
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Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Mathematik - dual /
PO 2023
-
Bachelor (research-oriented) /
Medizininformatik /
PO 2016
- 1. SÄ 2024
-
Bachelor (research-oriented) /
Medizintechnik /
PO 2022
- 2. SÄ 2025
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Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Medizintechnik - dual /
PO 2022
- 2. SÄ 2025
-
Master (research-oriented) /
Micro- and Nanoelectronics /
PO 2024
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Bachelor (applied) /
Pflegewissenschaft /
PO 2020
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Bachelor (applied) - Co-Op Programme with Integrated Vocational Training /
Pflegewissenschaft /
PO 2020
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Bachelor (applied) /
Pflegewissenschaft /
PO 2025
-
Bachelor (applied) - Co-Op Programme with Integrated Vocational Training /
Pflegewissenschaft /
PO 2025
-
Bachelor (research-oriented) - Co-Op Programme with Integrated Vocational Training /
Pflegewissenschaft /
PO 2026
-
Master (research-oriented) /
Physics /
PO 2021
-
Bachelor (research-oriented) /
Physik /
PO 2021
-
Bachelor (research-oriented) - Co-Op Programme with Integrated Vocational Training /
Physiotherapie /
PO 2026
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Master (research-oriented) /
Power Engineering /
PO 2016
- 1. SÄ 2023
-
Master (research-oriented) - Double Degree /
Power Engineering /
PO 2016
-
Bachelor (applied) /
Soziale Arbeit /
PO 2018
-
Bachelor (applied) /
Soziale Arbeit /
PO 2020
- 1. SÄ 2021
-
Bachelor (applied) - Double Degree /
Soziale Arbeit /
PO 2020
- 1. SÄ 2021
-
Bachelor (research-oriented) /
Soziale Arbeit /
PO 2026
-
Master (applied) /
Soziale Arbeit /
PO 2020
- 1. SÄ 2021
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Soziale Arbeit - dual /
PO 2026
-
Master (research-oriented) /
Soziale Arbeit in der Transformationsgesellschaft /
PO 2026
-
Bachelor (applied) /
Therapiewissenschaften /
PO 2017
-
Master (research-oriented) /
Transformation Studies /
PO 2024
-
Bachelor (research-oriented) /
Umweltingenieurwesen /
PO 2006
- 3. SÄ 2018
-
Bachelor (research-oriented) /
Umweltingenieurwesen /
PO 2021
-
Master (research-oriented) /
Umweltingenieurwesen /
PO 2021
-
Bachelor (research-oriented) /
Umweltwissenschaften /
PO 2025
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Umweltwissenschaften - dual /
PO 2025
-
Bachelor (research-oriented) /
Wirtschaftsinformatik /
PO 2024
-
Master (research-oriented) /
Wirtschaftsingenieurwesen /
PO 2019
-
Master (research-oriented) /
Wirtschaftsingenieurwesen /
PO 2025
-
Master (research-oriented) - Reduced Semester /
Wirtschaftsingenieurwesen /
PO 2025
-
Master (research-oriented) - Reduced Semester /
Wirtschaftsingenieurwesen - dual /
PO 2025
-
Master (research-oriented) - Co-Op Programme with Practical Place /
Wirtschaftsingenieurwesen - dual /
PO 2025
-
Bachelor (research-oriented) /
Wirtschaftsmathematik /
PO 2023
-
Bachelor (research-oriented) - Co-Op Programme with Practical Placement /
Wirtschaftsmathematik - dual /
PO 2023
|
| | This module has been approved for the general studies. |
| Remarks: | Students are expected to bring a laptop to the exercises. |
| Module Components: | - Lecture/exercise Data Analytics and Process Modelling
- Exam Data Analytics and Process Modelling
|
| Components to be offered in the Current Semester: | |
