An Experience Driven Design for IEEE 802.11ac Rate Adaptation based on Reinforcement Learning

IEEE INFOCOM 2021 - IEEE Conference on Computer Communications ◽

10.1109/infocom42981.2021.9488876 ◽

2021 ◽

Author(s):

Syuan-Cheng Chen ◽

Chi-Yu Li ◽

Chui-Hao Chiu

Keyword(s):

Reinforcement Learning ◽

Rate Adaptation ◽

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RAPT360: Reinforcement Learning-Based Rate Adaptation for 360-degree Video Streaming with Adaptive Prediction and Tiling

IEEE Transactions on Circuits and Systems for Video Technology ◽

10.1109/tcsvt.2021.3076585 ◽

2021 ◽

pp. 1-1

Author(s):

Nuowen Kan ◽

Junni Zou ◽

Chenglin Li ◽

Wenrui Dai ◽

Hongkai Xiong

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation ◽

Adaptive Prediction

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Multiuser Video Streaming Rate Adaptation: A Physical Layer Resource-Aware Deep Reinforcement Learning Approach

2019 IEEE Visual Communications and Image Processing (VCIP) ◽

10.1109/vcip47243.2019.8965912 ◽

2019 ◽

Author(s):

Kexin Tang ◽

Nuowen Kan ◽

Junni Zou ◽

Xiao Fu ◽

Mingyi Hong ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation ◽

Physical Layer ◽

Learning Approach ◽

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Augmenting Drive-Thru Internet via Reinforcement Learning-Based Rate Adaptation

IEEE Internet of Things Journal ◽

10.1109/jiot.2020.2965148 ◽

2020 ◽

Vol 7 (4) ◽

pp. 3114-3123 ◽

Author(s):

Wenchao Xu ◽

Song Guo ◽

Shiheng Ma ◽

Haibo Zhou ◽

Mingli Wu ◽

...

Keyword(s):

Reinforcement Learning ◽

Rate Adaptation

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Rate Adaptation by Reinforcement Learning for Wi-Fi Industrial Networks

2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) ◽

10.1109/etfa46521.2020.9212060 ◽

2020 ◽

Author(s):

Giovanni Peserico ◽

Tommaso Fedullo ◽

Alberto Morato ◽

Stefano Vitturi ◽

Federico Tramarin

Keyword(s):

Reinforcement Learning ◽

Rate Adaptation ◽

Industrial Networks

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SNR-based Reinforcement Learning Rate Adaptation for Time Critical Wi-Fi Networks: Assessment through a Calibrated Simulator

2021 IEEE International Instrumentation and Measurement Technology Conference (I2MTC) ◽

10.1109/i2mtc50364.2021.9460075 ◽

2021 ◽

Author(s):

Giovanni Peserico ◽

Tommaso Fedullo ◽

Alberto Morato ◽

Federico Tramarin ◽

Luigi Rovati ◽

...

Keyword(s):

Reinforcement Learning ◽

Rate Adaptation ◽

Learning Rate ◽

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Reinforcement Learning Based Rate Adaptation for 360-Degree Video Streaming

IEEE Transactions on Broadcasting ◽

10.1109/tbc.2020.3028286 ◽

2020 ◽

pp. 1-15

Author(s):

Zhiqian Jiang ◽

Xu Zhang ◽

Yiling Xu ◽

Zhan Ma ◽

Jun Sun ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation

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Reinforcement Learning for Rate Adaptation in CSMA/CA Wireless Networks

Advances in Computer Science and Ubiquitous Computing - Lecture Notes in Electrical Engineering ◽

10.1007/978-981-15-9343-7_24 ◽

2021 ◽

pp. 175-181

Author(s):

Soohyun Cho

Keyword(s):

Wireless Networks ◽

Reinforcement Learning ◽

Rate Adaptation

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Deep Reinforcement Learning-based Rate Adaptation for Adaptive 360-Degree Video Streaming

ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2019.8683779 ◽

2019 ◽

Author(s):

Nuowen Kan ◽

Junni Zou ◽

Kexin Tang ◽

Chenglin Li ◽

Ning Liu ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation

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Rate Adaptation of D2D Underlaying Downlink Massive MIMO Networks with Reinforcement Learning

2018 IEEE Global Communications Conference (GLOBECOM) ◽

10.1109/glocom.2018.8647257 ◽

2018 ◽

Author(s):

Zezhong Zhang ◽

Rui Wang ◽

Yang Li

Keyword(s):

Reinforcement Learning ◽

Massive Mimo ◽

Rate Adaptation ◽

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Practical Machine Learning-Based Rate Adaptation Solution for Wi-Fi NICs: IEEE 802.11ac as a Case Study

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2020.3004471 ◽

2020 ◽

Vol 69 (9) ◽

pp. 10264-10277

Author(s):

Chi-Yu Li ◽

Syuan-Cheng Chen ◽

Chien-Ting Kuo ◽

Chui-Hao Chiu

Keyword(s):

Machine Learning ◽

Rate Adaptation ◽

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