Edge-Based Cross-Modal Communications for Remote Healthcare

被引:8
作者
Gao, Yun [1 ,2 ]
Ni, Shouxiang [1 ,2 ]
Wu, Dan [3 ]
Zhou, Liang [1 ,2 ]
机构
[1] Nanjing Univ Posts & Telecommun, Sch Commun & Informat Engn, Nanjing 210003, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Key Lab Broadband Wireless Commun & Sensor Networ, Minist Educ, Nanjing 210003, Peoples R China
[3] Army Engn Univ PLA, Coll Commun Engn, Nanjing 210007, Peoples R China
基金
中国国家自然科学基金;
关键词
Haptic interfaces; Reliability; Medical robotics; Medical services; Videos; Throughput; Semantics; Remote healthcare; medical robots; cross-modal communications; reliability; throughput; 5G; TRANSMISSION; INFORMATION; NETWORKS; SYSTEMS; URLLC;
D O I
10.1109/JSAC.2022.3211539
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Medical robots with audio-video-haptic streams, as indispensable devices for remote healthcare, are playing ever-increasing roles in mitigating the spread of infectious diseases. However, existing medical robots are far from precise and efficient because of the following two technical challenges, including i) how to ensure the haptic fidelity for precise manipulation, and ii) how to alleviate the impact of haptic streams on the quality of visual navigation for efficient operation. To this end, this work explores the benefits of edge-based cross-modal communications (CMCs), which take full advantage of potential correlations among different modalities' streams, to realize high reliability and throughput. Specifically, to compensate for the reliability loss caused by wireless transmission, a semantic-aided cross-modal reconstruction framework is firstly designed at edge nodes for high haptic fidelity. Then, a user experience-driven stream scheduling strategy is developed to enhance the visual quality by fully leveraging edge computing and network slicing. In particular, different from traditionally interrupting audio/video stream transmission to prioritize haptic streams, we jointly schedule resources to different modalities' streams via estimating haptic arrival time. Finally, as a classical case study, we independently construct a remote throat swab sampling platform based on CMCs to evaluate practical performance, and numerical results indicate the significant improvements in terms of various metrics.
引用
收藏
页码:3139 / 3151
页数:13
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