Title :
Using Algorithms on Smart Transducer: An IEEE Standard Perspective
Author :
Zheng Liu ; Banakhr, Fahd ; Monte, Gustavo ; Huang, Victor
Author_Institution :
Intell. Inf. Process. Lab., Toyota Technol. Inst., Nagoya, Japan
Abstract :
This paper describes the role of algorithm development in the IEEE standard 21451.001. The purpose is to promote and enhance the computational capabilities of smart transducers and facilitate the flow from sensor raw data processing to sensor knowledge fusion. A case study on real-time segmentation and labeling is conducted to demonstrate the feasibility of the first layer algorithm. The key role of the IEEE 21451.001 standard is to standardize the data structure for user-defined application code and pattern learning algorithms and regulate the protocols for data sharing and exchange. The considerations for the standard development are illustrated and discussed. The foreseeable impact of the standard for algorithms is highlighted as well.
Keywords :
IEEE standards; data structures; intelligent sensors; learning (artificial intelligence); sensor fusion; transducers; IEEE 21451.001 standard; computational capability; data exchange; data sharing; data structure; pattern learning algorithm; protocol; real-time segmentation; sensor knowledge fusion; sensor raw data processing; smart transducer; user-defined application code; Feature extraction; Intelligent sensors; Signal processing algorithms; Standards; Transducers; Vectors; Smart transducer; algorithm; feature extraction; sensor knowledge fusion;
Journal_Title :
Sensors Journal, IEEE
DOI :
10.1109/JSEN.2014.2360987