US 12,081,406 B2
Band estimation device, band estimation method, and program
Erina Takeshita, Musashino (JP); and Masanori Yamada, Musashino (JP)
Assigned to NIPPON TELEGRAPH AND TELEPHONE CORPORATION, Tokyo (JP)
Appl. No. 18/027,310
Filed by NIPPON TELEGRAPH AND TELEPHONE CORPORATION, Tokyo (JP)
PCT Filed Sep. 28, 2020, PCT No. PCT/JP2020/036553
§ 371(c)(1), (2) Date Mar. 20, 2023,
PCT Pub. No. WO2022/064675, PCT Pub. Date Mar. 31, 2022.
Prior Publication US 2023/0336425 A1, Oct. 19, 2023
Int. Cl. H04L 41/0896 (2022.01); H04L 41/0895 (2022.01); H04L 43/0876 (2022.01); H04L 47/11 (2022.01); H04L 47/20 (2022.01); H04L 65/1069 (2022.01); H04L 65/80 (2022.01)
CPC H04L 41/0896 (2013.01) [H04L 41/0895 (2022.05); H04L 43/0876 (2013.01); H04L 47/115 (2013.01); H04L 47/20 (2013.01); H04L 65/1069 (2013.01); H04L 65/80 (2013.01)] 6 Claims
OG exemplary drawing
 
1. A band estimation device that calculates a necessary band of a link between communication devices in a communication system in which a plurality of lines is accommodated in the link, the necessary band improves band utilization efficiency, the band estimation device comprising
a communication unit to which a contracted band for each line, a traffic amount of the link in an observation period, and a contracted band for each line in a future design period are input, and
an arithmetic processing unit that
creates a machine learning model for performing machine learning on the contracted band and the traffic amount for each time in the observation period and predicting a probability density function of the traffic amount from the contracted band,
estimates the probability density function of a future traffic amount for each time in the design period by applying the contracted band for each line in the design period to the machine learning model,
applies a desired confidence interval to the probability density function for the future traffic amount, where a lower limit of the desired confidence interval indicates a lowest likely amount of future traffic and an upper limit of the desired confidence interval indicates a highest likely amount of future traffic, and
sets the upper limit of the desired confidence interval as the necessary band of the link between communication devices in the communication system.