CN110035559A - 一种基于混沌q-学习算法的竞争窗口大小智能选择方法 - Google Patents
一种基于混沌q-学习算法的竞争窗口大小智能选择方法 Download PDFInfo
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- CN110035559A CN110035559A CN201910342681.2A CN201910342681A CN110035559A CN 110035559 A CN110035559 A CN 110035559A CN 201910342681 A CN201910342681 A CN 201910342681A CN 110035559 A CN110035559 A CN 110035559A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W74/00—Wireless channel access
- H04W74/08—Non-scheduled access, e.g. ALOHA
- H04W74/0808—Non-scheduled access, e.g. ALOHA using carrier sensing, e.g. carrier sense multiple access [CSMA]
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
- Y02D30/00—Reducing energy consumption in communication networks
- Y02D30/70—Reducing energy consumption in communication networks in wireless communication networks
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111245541A (zh) * | 2020-03-07 | 2020-06-05 | 重庆邮电大学 | 一种基于强化学习的信道多址接入方法 |
CN111246502A (zh) * | 2020-01-09 | 2020-06-05 | 重庆邮电大学 | 一种基于q学习的能量阈值动态优化方法 |
CN113316156A (zh) * | 2021-05-26 | 2021-08-27 | 重庆邮电大学 | 免授权频段上的一种智能共存方法 |
CN113316174A (zh) * | 2021-05-26 | 2021-08-27 | 重庆邮电大学 | 一种非授权频谱智能接入方法 |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102567781A (zh) * | 2011-12-20 | 2012-07-11 | 西北师范大学 | 一种基于神经网络的网络行为预测方法 |
US20160057623A1 (en) * | 2014-08-19 | 2016-02-25 | Zighra Inc. | System And Method For Implicit Authentication |
CN106228184A (zh) * | 2016-07-19 | 2016-12-14 | 东北大学 | 一种基于优化极限学习机的高炉故障检测***及方法 |
CN106332094A (zh) * | 2016-09-19 | 2017-01-11 | 重庆邮电大学 | 非授权频段LTE‑U和WiFi***基于Q算法的动态占空比共存方法 |
WO2018063651A1 (en) * | 2016-09-29 | 2018-04-05 | Intel IP Corporation | Mobile communication devices and methods in mobile communication |
CN108924944A (zh) * | 2018-07-19 | 2018-11-30 | 重庆邮电大学 | 基于Q-learning算法的LTE与WiFi共存竞争窗口值的动态优化方法 |
CN109041068A (zh) * | 2018-08-16 | 2018-12-18 | 温州大学苍南研究院 | 基于p-LAA与WIFI共存网络性能优化的方法 |
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- 2019-04-25 CN CN201910342681.2A patent/CN110035559B/zh active Active
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102567781A (zh) * | 2011-12-20 | 2012-07-11 | 西北师范大学 | 一种基于神经网络的网络行为预测方法 |
US20160057623A1 (en) * | 2014-08-19 | 2016-02-25 | Zighra Inc. | System And Method For Implicit Authentication |
CN106228184A (zh) * | 2016-07-19 | 2016-12-14 | 东北大学 | 一种基于优化极限学习机的高炉故障检测***及方法 |
CN106332094A (zh) * | 2016-09-19 | 2017-01-11 | 重庆邮电大学 | 非授权频段LTE‑U和WiFi***基于Q算法的动态占空比共存方法 |
WO2018063651A1 (en) * | 2016-09-29 | 2018-04-05 | Intel IP Corporation | Mobile communication devices and methods in mobile communication |
CN108924944A (zh) * | 2018-07-19 | 2018-11-30 | 重庆邮电大学 | 基于Q-learning算法的LTE与WiFi共存竞争窗口值的动态优化方法 |
CN109041068A (zh) * | 2018-08-16 | 2018-12-18 | 温州大学苍南研究院 | 基于p-LAA与WIFI共存网络性能优化的方法 |
Non-Patent Citations (2)
Title |
---|
YIPING JIAO: "A Modified K-Means Algorithm Based RBF Neural Network and Its Application in Time Series Modelling", 《2015 14TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS ENGINEERING AND SCIENCE (DCABES)>》 * |
陈欣然: "基于频谱预测与频谱推荐的认知无线电频谱决策方法研究", 《信息科技辑》 * |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111246502A (zh) * | 2020-01-09 | 2020-06-05 | 重庆邮电大学 | 一种基于q学习的能量阈值动态优化方法 |
CN111246502B (zh) * | 2020-01-09 | 2022-04-29 | 重庆邮电大学 | 一种基于q学习的能量阈值动态优化方法 |
CN111245541A (zh) * | 2020-03-07 | 2020-06-05 | 重庆邮电大学 | 一种基于强化学习的信道多址接入方法 |
CN113316156A (zh) * | 2021-05-26 | 2021-08-27 | 重庆邮电大学 | 免授权频段上的一种智能共存方法 |
CN113316174A (zh) * | 2021-05-26 | 2021-08-27 | 重庆邮电大学 | 一种非授权频谱智能接入方法 |
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