Data-driven data transmission of the Internet of things based on sensing spectrum
Facing the problem of spectrum shortage caused by the mass data,in order to share as a solution,how operators use the sensing spectrum reasonably to transmit data was studied.Considering the limitation of Internet of things(IoT) devices,the ultra-dense cognitive heterogeneous network architecture wa...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
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China InfoCom Media Group
2019-06-01
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| Series: | 物联网学报 |
| Subjects: | |
| Online Access: | http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2019.00103/ |
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| _version_ | 1841531235117039616 |
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| author | Xuanheng LI Yi SUN Jie WANG Haixia ZHANG |
| author_facet | Xuanheng LI Yi SUN Jie WANG Haixia ZHANG |
| author_sort | Xuanheng LI |
| collection | DOAJ |
| description | Facing the problem of spectrum shortage caused by the mass data,in order to share as a solution,how operators use the sensing spectrum reasonably to transmit data was studied.Considering the limitation of Internet of things(IoT) devices,the ultra-dense cognitive heterogeneous network architecture was designed,based on traffic demand and perception cost,an optimal access control and perception decision method was designed to maximize network utility.Considering the uncertainty of the perceived spectrum,the optimal programming scheme was modeled as a mixed integer stochastic optimization problem,and a data-driven probabilistic solution method based on statistical characteristics was proposed.In the case of unknown probability distribution of available bandwidth,data transmission requirements meeting various service requests were counted. |
| format | Article |
| id | doaj-art-39af81b1baf544cbbf6b0de0b71507e4 |
| institution | Kabale University |
| issn | 2096-3750 |
| language | zho |
| publishDate | 2019-06-01 |
| publisher | China InfoCom Media Group |
| record_format | Article |
| series | 物联网学报 |
| spelling | doaj-art-39af81b1baf544cbbf6b0de0b71507e42025-01-15T02:52:26ZzhoChina InfoCom Media Group物联网学报2096-37502019-06-013354659644411Data-driven data transmission of the Internet of things based on sensing spectrumXuanheng LIYi SUNJie WANGHaixia ZHANGFacing the problem of spectrum shortage caused by the mass data,in order to share as a solution,how operators use the sensing spectrum reasonably to transmit data was studied.Considering the limitation of Internet of things(IoT) devices,the ultra-dense cognitive heterogeneous network architecture was designed,based on traffic demand and perception cost,an optimal access control and perception decision method was designed to maximize network utility.Considering the uncertainty of the perceived spectrum,the optimal programming scheme was modeled as a mixed integer stochastic optimization problem,and a data-driven probabilistic solution method based on statistical characteristics was proposed.In the case of unknown probability distribution of available bandwidth,data transmission requirements meeting various service requests were counted.http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2019.00103/spectrum sharingsensing spectrumnetwork utilityspectrum uncertaintydata-driven |
| spellingShingle | Xuanheng LI Yi SUN Jie WANG Haixia ZHANG Data-driven data transmission of the Internet of things based on sensing spectrum 物联网学报 spectrum sharing sensing spectrum network utility spectrum uncertainty data-driven |
| title | Data-driven data transmission of the Internet of things based on sensing spectrum |
| title_full | Data-driven data transmission of the Internet of things based on sensing spectrum |
| title_fullStr | Data-driven data transmission of the Internet of things based on sensing spectrum |
| title_full_unstemmed | Data-driven data transmission of the Internet of things based on sensing spectrum |
| title_short | Data-driven data transmission of the Internet of things based on sensing spectrum |
| title_sort | data driven data transmission of the internet of things based on sensing spectrum |
| topic | spectrum sharing sensing spectrum network utility spectrum uncertainty data-driven |
| url | http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2019.00103/ |
| work_keys_str_mv | AT xuanhengli datadrivendatatransmissionoftheinternetofthingsbasedonsensingspectrum AT yisun datadrivendatatransmissionoftheinternetofthingsbasedonsensingspectrum AT jiewang datadrivendatatransmissionoftheinternetofthingsbasedonsensingspectrum AT haixiazhang datadrivendatatransmissionoftheinternetofthingsbasedonsensingspectrum |