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Published on: May 8, 2021
Time Latency-Centric Signal Processing: A Perspective of Smart Manufacturing
Sharifu Ura1, Angkush Kumar Ghosh2
1Division of Mechanical and Electrical Engineering, Kitami Institute of Technology, 165 Koen-cho, Kitami 090-8507, Japan.
Smart manufacturing embedded systems face signal delays. The delay domain offers a more informative and reliable signal processing method than time or frequency domains for these systems.
Area of Science:
- Engineering
- Computer Science
- Signal Processing
Background:
- Smart manufacturing relies on embedded systems like CNC machines and cyber-physical systems.
- Signal exchange within these systems introduces time latency, altering signal integrity.
- Conventional time and frequency domain analyses are insufficient for delay-centric issues.
Purpose of the Study:
- To investigate the efficacy of the delay domain for signal processing in smart manufacturing.
- To compare the delay domain against time and frequency domains for signal analysis.
- To demonstrate the delay domain's potential as a signature for machining situations.
Main Methods:
- Processing arbitrary signals in time, frequency, and delay domains.
- Analyzing real-life machining signals using frequency and delay domains.
- Evaluating signal informativeness and reliability across different domains.
Main Results:
- The delay domain provides more informative and reliable signal analysis compared to time and frequency domains.
- Delay domain analysis effectively addresses issues caused by unavoidable signal delays.
- The delay domain can uniquely characterize specific machining situations.
Conclusions:
- The delay domain is crucial for robust signal processing in smart manufacturing.
- Implementing delay domain-based signal processing is essential for optimizing embedded systems.
- Delay domain analysis enhances the functional capabilities of smart manufacturing technologies.
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