Sökning: WFRF:(Lämkull Dan 1966) >
An algorithm for da...
An algorithm for data-driven shifting bottleneck detection
-
- Subramaniyan, Mukund, 1989 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
-
- Skoogh, Anders, 1980 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
-
- Gopalakrishnan, Maheshwaran, 1987 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
-
visa fler...
-
- Salomonsson, Hans, 1985 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
-
- Hanna, A. (författare)
- Volvo Group
-
- Lämkull, Dan, 1966 (författare)
- Volvo Cars
-
visa färre...
-
(creator_code:org_t)
- 2016-10-07
- 2016
- Engelska.
-
Ingår i: Cogent Engineering. - : Informa UK Limited. - 2331-1916. ; 3:1, s. 1-19
- Relaterad länk:
-
http://publications.... (primary) (free)
-
visa fler...
-
https://doi.org/10.1...
-
https://doi.org/10.1...
-
https://research.cha...
-
visa färre...
Abstract
Ämnesord
Stäng
- Manufacturing companies continuously capture shop floor information using sensors technologies, Manufacturing Execution Systems (MES), Enterprise Resource Planning systems. The volumes of data collected by these technologies are growing and the pace of that growth is accelerating. Manufacturing data is constantly changing but immediately relevant. Collecting and analysing them on a real-time basis can lead to increased productivity. Particularly, prioritising improvement activities such as cycle time improvement, setup time reduction and maintenance activities on bottleneck machines is an important part of the operations management process on the shop floor to improve productivity. The first step in that process is the identification of bottlenecks. This paper introduces a purely data-driven shifting bottleneck detection algorithm to identify the bottlenecks from the real-time data of the machines as captured by MES. The developed algorithm detects the current bottleneck at any given time, the average and the non-bottlenecks over a time interval. The algorithm has been tested over real-world MES data sets of two manufacturing companies, identifying the potentials and the prerequisites of the data-driven method. The main prerequisite of the proposed data-driven method is that all the states of the machine should be monitored by MES during the production run.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Maskinteknik -- Produktionsteknik, arbetsvetenskap och ergonomi (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Mechanical Engineering -- Production Engineering, Human Work Science and Ergonomics (hsv//eng)
Nyckelord
- bottleneck
- shifting bottleneck
- manufacturing execution systems
- real-time
- industry4.0
- MES
- data-driven
- decision support
- performance analysis
- Constraint theory
- data-driven maintenance planning
- smart manufacturing
- Resource management
- Industrial Engineering
- active duration
- shifting production
- manufacturing systems
- shop floor
- big data
- shifting
- throughput analysis
- data analytics
- Production Systems
- active period
- Industry 4.0
- bottlenecks
- decision making
- increase productivity
- data driven method
- production
Publikations- och innehållstyp
- art (ämneskategori)
- ref (ämneskategori)
Hitta via bibliotek
Till lärosätets databas