Resource management method of optical delivery box based on artificial intelligence

doi:10.12267/j.issn.2096-5931.2023.01.015

Abstract

Abstract:

With the advent of the all-optical network era, as the last mile contact of the optical cable access network, the optical delivery box is the most frequently operated platform in the construction and maintenance of telecommunication services. Aiming at the inefficiency of the manual maintenance method of the optical delivery box resource information, a fine-grained classification algorithm based on WS-DAN and YoloV5 target detection algorithm are proposed. The on-site verification function of resources is developed on the mobile phone app to intelligently identify the craftsmanship identification and terminal information of the optical delivery box, so as to improve the efficiency and data accuracy of on-site verification of the optical delivery box resources, and it can be promoted by telecom operators.

Key words: artificial intelligence, optical delivery box, craftsmanship inspection, terminal identification

CLC Number:

TP181
TP399

ZHAO Heng, CHEN Wei, CHEN Yu. Resource management method of optical delivery box based on artificial intelligence[J]. Information and Communications Technology and Policy, 2023, 49(1): 89-96.

Add to citation manager EndNote|Ris|BibTeX

URL:

http://ictp.caict.ac.cn/EN/10.12267/j.issn.2096-5931.2023.01.015

http://ictp.caict.ac.cn/EN/Y2023/V49/I1/89

Figures/Tables 11

References 6

[1]	白瑜颖, 刘宁钟, 姜晓通. 结合注意力混合裁剪的细粒度分类网络[J]. 计算机技术与发展, 2021, 31(10):38-42.
[2]	陆鑫伟, 余鹏飞, 李海燕, 等. 基于注意力自身线性融合的弱监督细粒度图像分类算法[J]. 计算机应用, 2021, 41(5):1319-1325. doi: 10.11772/j.issn.1001-9081.2020071105
[3]	张伟浩. 基于深度学习的图像细粒度分类算法[D]. 上海: 上海师范大学, 2021.
[4]	邱天衡, 王玲, 王鹏, 等. 基于改进YoloV5的目标检测算法研究[J]. 计算机工程与应用, 2022, 58(13):63-73. doi: 10.3778/j.issn.1002-8331.2202-0093
[5]	王玲敏, 段军, 辛立伟. 引入注意力机制的YoloV5安全帽佩戴检测方法[J]. 计算机工程与应用, 2022, 58(9):303-312. doi: 10.3778/j.issn.1002-8331.2112-0242
[6]	杨晓玲, 江伟欣, 袁浩然. 基于YoloV5的交通标志识别检测[J]. 信息技术与信息化, 2021(4):28-30.

[1]	LIU Ying, HAN Chunqing, WANG Lixiang. Artificial Intelligence and digital transformation of small and medium banks in China [J]. Information and Communications Technology and Policy, 2023, 49(1): 22-27.
[2]	XU Xiaoyan, HAN Kaifeng, DU Ying, LIU Hui, ZHAO Yan. 6G vision and potential key technology analysis [J]. Information and Communications Technology and Policy, 2022, 48(9): 2-8.
[3]	LIU Jianhua, TANG Lei. Overview of facial expression recognition technology [J]. Information and Communications Technology and Policy, 2022, 48(8): 89-96.
[4]	LI Guohong, ZHANG Qian. Research on patent development trend of intelligent application industry in China [J]. Information and Communications Technology and Policy, 2022, 48(6): 54-58.
[5]	GUO Zhen, LI Shuaizheng. Thinking on the path of accelerating the development of digital economy based on artificial intelligence [J]. Information and Communications Technology and Policy, 2022, 48(6): 69-74.
[6]	WANG Yu. Application discussion and standardization progress of optical autonomous network [J]. Information and Communications Technology and Policy, 2022, 48(4): 92-96.
[7]	YIN Zheng, ZHOU Shengwen, ZHANG Gang. Unstructured-based data management exploration [J]. Information and Communications Technology and Policy, 2022, 48(3): 92-96.
[8]	CHEN Lei, LI Yajing, . An overview of artificial intelligence system security [J]. Information and Communications Technology and Policy, 2021, 47(8): 56-63.
[9]	NING Tingyong, XIONG Jie, HU Yongbo, . Research on security threats of AI application landing [J]. Information and Communications Technology and Policy, 2021, 47(8): 64-68.
[10]	LI Lili, YANG Peiyu, CHEN Xin. Research on fostering AI industrial talents in new development stage in China [J]. Information and Communications Technology and Policy, 2021, 47(5): 6-10.
[11]	WEI Wei, NIU Jinhang, JING Huiyun. Build security system to escort the development of new infrastructure for artificial intelligence [J]. Information and Communications Technology and Policy, 2021, 47(5): 11-14.
[12]	YANG Mingchuan, LIU Qian, ZHAO Jizhuang. Research on artificial intelligence-enabled data center [J]. Information and Communications Technology and Policy, 2021, 47(4): 1-7.
[13]	LIU Zongmei. Blockchain helps collaborative governance of anti-fraud in telecommunications networks [J]. Information and Communications Technology and Policy, 2021, 47(3): 61-65.
[14]	WANG Yuntao. Analysis of communication system optimizationson performance of distributed machine learning systems [J]. Information and Communications Technology and Policy, 2021, 47(3): 83-89.
[15]	WANG Yifei, HAN Kaifeng. Research on the ethical risk and governance system of Artificial Intelligence in the digital economy era [J]. Information and Communications Technology and Policy, 2021, 47(2): 32-36.