Publications
The following publications are directly linked to the projects EMPIR 18SIB08 - ComTraForce
Publication single view
| Title: | First steps toward leveraging artificial intelligence for precise characterisation of force transducers |
|---|---|
| Author(s): | Davood Mirian, Rolf Kumme, Rainer Tutsch |
| Year: | 2022 |
| Event name: | IMEKO 24th TC3, 14th TC5, 6th TC16 and 5th TC22 International Conference |
| Cavtat-Dubrovnik, Croatia | |
| Event date: | 11 – 13 October 2022 |
| Abstract: | This work is dedicated to the demonstration of a dynamic force measurement system for precise characterisation of the force transducers. The rocking motion of the system as a main dominant source of uncertainty in the acceleration is investigated. We propose a novel method based on the application of an artificial neural network for evaluation of the data as an alternative to traditional approaches to get low-uncertainty calibration measurements. In the end, two special architectures of the artificial neural network, namely Long Short-Term Memory LSTM and Gated Recurrent Network GRU are introduced, and their appropriateness for our use case is discussed. |