TY - GEN
T1 - Adaptive Dynamic Sampling Method Based on Features of Test Data
AU - Qi, Yishen
AU - Song, Ping
AU - Qie, Youtian
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Due to the limited communication bandwidth for data transmission in the distributed wireless testing system, a method of adaptive dynamic sampling based on the features of test data is proposed to comprehensively collect effective test data. This method calculates dynamic sampling rate weights according to data features, dynamically adjusts the sensors sampling rates for each channel in real time, and reallocates the communication bandwidth of the testing system according to these weights to ensure the acquisition of critical data by the testing system. Additionally, a dynamic packet structure is designed for the dynamically changing sampling rates, which achieves the transmission and parsing of test data even under varying sampling rates.
AB - Due to the limited communication bandwidth for data transmission in the distributed wireless testing system, a method of adaptive dynamic sampling based on the features of test data is proposed to comprehensively collect effective test data. This method calculates dynamic sampling rate weights according to data features, dynamically adjusts the sensors sampling rates for each channel in real time, and reallocates the communication bandwidth of the testing system according to these weights to ensure the acquisition of critical data by the testing system. Additionally, a dynamic packet structure is designed for the dynamically changing sampling rates, which achieves the transmission and parsing of test data even under varying sampling rates.
KW - Adaptive Sampling
KW - Bandwidth Allocation
KW - Dynamic Data Packet
KW - Wireless Testing Networks
UR - http://www.scopus.com/inward/record.url?scp=85195455215&partnerID=8YFLogxK
U2 - 10.1109/SMC-IoT62253.2023.00029
DO - 10.1109/SMC-IoT62253.2023.00029
M3 - Conference contribution
AN - SCOPUS:85195455215
T3 - Proceedings - 2023 2nd International Conference on Sensing, Measurement, Communication and Internet of Things Technologies, SMC-IoT 2023
SP - 117
EP - 121
BT - Proceedings - 2023 2nd International Conference on Sensing, Measurement, Communication and Internet of Things Technologies, SMC-IoT 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Conference on Sensing, Measurement, Communication and Internet of Things Technologies, SMC-IoT 2023
Y2 - 29 December 2023 through 31 December 2023
ER -