Research output per year
Research output per year
Project Details
Description
The project Production Data Analytics will contribute to an increased strategic exploitation of production data in SMEs. Thus, the SMEs can optimize their production and increase their competitiveness.
During the project period, data will be collected and analyzed in cooperation with enterprises in Northern Jutland. Machine learning and big data will be used in this process.
A software framework will be developed and made available for the companies, who participate in the further development. In the long term, the ambition is to make the software framework adjustable for SMEs with similar needs.
Insights from the project are applied in the Computer Science and Software Development programmes at UCN. A number of students from the two programmes have participated in the project through their internships and final projects. In addition, workshops have been organised for students, and they have completed 4th semester projects relating to the project.
During the project period, data will be collected and analyzed in cooperation with enterprises in Northern Jutland. Machine learning and big data will be used in this process.
A software framework will be developed and made available for the companies, who participate in the further development. In the long term, the ambition is to make the software framework adjustable for SMEs with similar needs.
Insights from the project are applied in the Computer Science and Software Development programmes at UCN. A number of students from the two programmes have participated in the project through their internships and final projects. In addition, workshops have been organised for students, and they have completed 4th semester projects relating to the project.
| Short title | Production Data Analytics |
|---|---|
| Status | Finished |
| Effective start/end date | 01/09/18 → 31/01/25 |
Keywords
- technology, engineering and IT
- Big Data
- Machine learning
- Enterprise Resource Planning
- Production Optimisation
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Research output
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Online Machine Learning for Adaptive Ballast Water Management
Iftikhar, N., Lin, Y.-C., Liu, X. & Nordbjerg, F. E., 2024, Proceedings of the 13th International Conference on Data Science, Technology and Applications DATA - Volume 1. Benkhelifa, E., Cuzzocrea, A., Gusikhin, O. & Hammoudi, S. (eds.). SCITEPRESS Digital Library, Vol. 1. p. 27-38 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Real-Time Equipment Health Monitoring Using Unsupervised Learning Techniques
Iftikhar, N. & Nordbjerg, F. E., 2024, Proceedings of the 13th International Conference on Data Science, Technology and Applications DATA - Volume 1. Benkhelifa, E., Cuzzocrea, A., Gusikhin, O. & Hammoudi, S. (eds.). SCITEPRESS Digital Library, Vol. 1. p. 401-408 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Condition based Maintenance on Data Streams in Industry 4.0
Iftikhar, N. & Dohot, A. M., 2022, Proceedings of the 3rd International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2022. Panetto, H., Weichhart, G., Smirnov, A. & Madani, K. (eds.). SCITEPRESS Digital Library, p. 137-144 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Machine Learning based Predictive Maintenance in Manufacturing Industry
Iftikhar, N., Lin, Y.-C. & Nordbjerg, F. E., 2022, Proceedings of the 3rd International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2022. Panetto, H., Weichhart, G., Smirnov, A. & Madani, K. (eds.). SCITEPRESS Digital Library, p. 85-93 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Adopting Artificial Intelligence in Danish SMEs: Barriers to Become a Data Driven Company, Its Solutions and Benefits
Iftikhar, N. & Nordbjerg, F. E., 2021, Proceedings of the 2nd International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2021. Panetto, H., Macchi, M. & Madani, K. (eds.). SCITEPRESS Digital Library, p. 131-136 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access41 Downloads (Pure) -
A New Authentic Cloud Dataset from a Production Facility for Anomaly Detection
Hansen, E. B., Iftikhar, N. & Bøgh, S., 2021, Towards Sustainable Customization: Bridging Smart Products and Manufacturing Systems - Proceedings of the 8th Changeable, Agile, Reconfigurable and Virtual Production Conference CARV 2021 and 10th World Mass Customization and Personalization Conference MCPC 2021. Andersen, A. L., Andersen, R., Brunoe, T. D., Larsen, M. S. S., Nielsen, K., Napoleone, A. & Kjeldgaard, S. (eds.). Springer, p. 415-422 8 p. (Lecture Notes in Mechanical Engineering).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Implementing Machine Learning in Small and Medium-sized Manufacturing Enterprises
Iftikhar, N. & Nordbjerg, F. E., 2021, Towards Sustainable Customization: Bridging Smart Products and Manufacturing Systems - Proceedings of the 8th Changeable, Agile, Reconfigurable and Virtual Production Conference CARV 2021 and 10th World Mass Customization and Personalization Conference MCPC 2021. Andersen, A. L., Andersen, R., Brunoe, T. D., Larsen, M. S. S., Nielsen, K., Napoleone, A. & Kjeldgaard, S. (eds.). Springer, p. 448-456 9 p. (Lecture Notes in Mechanical Engineering).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Optimering af produktion: Mere værdi i produktionen gennem dataanalyse: Et Industri 4.0-samarbejde for at skabe mere værdi og forudse driftsstop
Hvarregaard, B., Nordbjerg, F. E. & Iftikhar, N., 2021, In: UCN PERSPEKTIV. 9, p. 9-17 9 p.Research output: Contribution to journal › Journal article › Communication
Open Access -
Industry 4.0: Sensor Data Analysis Using Machine Learning
Iftikhar, N., Nordbjerg, F. E., Baattrup-Andersen, T. & Jeppesen, K., 2020, Data Management Technologies and Applications - 8th International Conference, DATA 2019, Revised Selected Papers: Communications in Computer and Information Science (CCIS) book series. Hammoudi, S., Quix, C. & Bernardino, J. (eds.). Springer, Vol. 1255. p. 37-58 22 p.Research output: Chapter in Book/Report/Conference proceeding › Contribution to book/anthology › Research › peer-review
Open Access -
Real-time Visualization of Sensor Data in Smart Manufacturing using Lambda Architecture
Iftikhar, N., Lachowicz, B. P., Madarasz, A., Nordbjerg, F. E., Baattrup-Andersen, T. & Jeppesen, K., 2020, Proceedings of the 9th International Conference on Data Science, Technology and Applications - Volume 1: DATA. Hammoudi, S., Quix, C. & Bernardino, J. (eds.). SCITEPRESS Digital Library, Vol. 1. p. 215-222 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access -
Data Analytics for Smart Manufacturing: A Case Study
Iftikhar, N., Baattrup-Andersen, T., Nordbjerg, F. E., Bobolea, E. & Radu, P.-B., 2019, Proceedings of the 8th International Conference on Data Science, Technology and Applications - Volume 1: DATA. Hammoudi, S., Quix, C. & Bernardino, J. (eds.). SCITEPRESS Digital Library, Vol. 1. p. 392-399 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution to proceeding › peer-review
Open Access
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13th International Conference on Data Science, Technology and Applications
Iftikhar, N. (Paricipant)
9 Jul 2024 → 11 Jul 2024Activity: Participating in or organising an event types › Conference
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The 21st International Conference on Cooperative Design, Visualization and Engineering (CDVE 2024)
Iftikhar, N. (Paricipant)
15 Sept 2024 → 18 Sept 2024Activity: Participating in or organising an event types › Conference
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Key note: Shaping the Modern Era: A Deep Dive into AI and ML
Iftikhar, N. (Introductory speaker)
28 Sept 2023Activity: Talk or presentation types › Lecture or presentation
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Big Data Conference Europe 2023
Iftikhar, N. (Paricipant)
21 Nov 2023 → 24 Nov 2023Activity: Participating in or organising an event types › Conference
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15th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management
Iftikhar, N. (Paricipant)
13 Nov 2023 → 15 Nov 2023Activity: Participating in or organising an event types › Conference
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8th Changeable, Agile, Reconfigurableand Virtual Production Conference &10th World Mass Customization and Personalization Conference, 2021
Christiansen, L. (Paricipant), Antonsen, M. G. (Speaker), Borregaard, T. (Paricipant), Iftikhar, N. (Paricipant) & Grøn, H. G. (Paricipant)
1 Nov 2021 → 2 Nov 2021Activity: Participating in or organising an event types › Conference
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Innovation Factory North Release 3
Nordbjerg, F. E. (Introductory speaker)
5 Nov 2019Activity: Talk or presentation types › Lecture or presentation
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MADE Virksomhedsbesøg: Digitalisering og automatisering af produktionen hos en SMV
Nordbjerg, F. E. (Speaker)
9 Apr 2019Activity: Participating in or organising an event types › Seminar
File -
De Digitale Dage 2019
Jakobsen, J. S. (Arranger), Baattrup-Andersen, T. (Arranger), Vutborg, S. (Arranger), Iftikhar, N. (Arranger), Bjerggaard, J. (Arranger), Thomsen, H. (Arranger), Hvarregaard, B. (Arranger), Holm, T. M. (Arranger) & Sørensen, J. S. (Arranger)
3 Apr 2019 → 5 Apr 2019Activity: Participating in or organising an event types › Workshop
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De Digitale Dage 2018
Jakobsen, J. S. (Arranger), Vutborg, S. (Arranger), Nordbjerg, F. E. (Arranger), Baattrup-Andersen, T. (Arranger), Iftikhar, N. (Arranger), Sørensen, J. S. (Arranger), Bennyson, R. (Arranger) & Hvarregaard, B. (Arranger)
4 Apr 2018 → 6 Apr 2018Activity: Participating in or organising an event types › Workshop