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A Scalable Two-Hop Multi-Sink Wireless Sensor Network for Data Collection in Large-Scale Smart Manufacturing Facilities
被引:2
|作者:
Gao, Cong
[1
,2
]
Wang, Zhongmin
[1
,2
]
Chen, Yanping
[1
,2
]
Tian, Zhenzhou
[1
,2
]
机构:
[1] Xian Univ Posts & Telecommun, Sch Comp Sci & Technol, Xian 710121, Shaanxi, Peoples R China
[2] Xian Univ Posts & Telecommun, Shaanxi Key Lab Network Data Anal & Intelligent P, Xian 710121, Shaanxi, Peoples R China
关键词:
data collection;
wireless sensor networks;
network connectivity;
routing;
data availability;
message overhead;
CYBER-PHYSICAL SYSTEMS;
INDUSTRY;
4.0;
CLOUD;
D O I:
10.6688/JISE.202007_36(4).0007
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
In industrial fields, wireless sensor networks have been massively deployed for the purpose of data collection. For the various application scenarios of smart manufacturing in Industry 4.0, versatile production tasks demand dynamic features both in production lines and manufacturing processes. Therefore, the design and performance of the corresponding data collection mechanisms are facing unprecedented challenges. In this work, we propose a unified data description and management framework. This framework possesses high flexibility that it is able to identify an unknown data type and accord an adequate description. Besides, the scalability of this framework enables the provision of handy interfaces for the exploitation of stored data. Then, we develop two network connectivity models in one dimension and two dimensions. These two models greatly facilitate the measurement of the level of connectivity for a wireless sensor network. At last, we elaborate a two-hop multi-sink routing scheme to alleviate the flooding problem. This scheme contains a novel rKruskal algorithm for the sink nodes and an efficient two-hop routing method for the whole network. The flooding effect can be neatly controlled with the two-hop scheme. Extensive experiments are conducted to evaluate our proposal. Simulation results show that our model has excellent adaptability to the scale of the network and possesses satisfactory performance in terms of both message overhead and data availability.
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页码:795 / 819
页数:25
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