Tradeoffs Between Wireless Communication and Computation in Closed-loop Implantable Devices

被引:0
|
作者
Salam, M. Tariqus [1 ,2 ,3 ]
Kassiri, Hossein [1 ]
Soltani, Nima [1 ]
He, Haoyu [1 ]
Velazquez, Jose Luis Perez [2 ,3 ]
Genov, Roman [1 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON, Canada
[2] Univ Toronto, Hosp Sick Children, Brain & Behav Programme, Toronto, ON, Canada
[3] Univ Toronto, Hosp Sick Children, Div Neurol, Toronto, ON, Canada
关键词
SEIZURE DETECTION;
D O I
暂无
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
This paper discusses general tradeoffs between wireless communication and computation in closed-loop implantable medical devices for neurological applications. Closed-loop devices enable neural monitoring, automated diagnostics and treatment of neurological disorders. Several topologies for the loop are discussed, including within the implant, as well as implemented with a wearable, handheld or stationary processor. Common wireless communication data rate and range requirements and algorithmic computational requirements are summarized. As a case study, a 0.13 mu m CMOS neurostimulator SoC for closed-loop treatment of intractable epilepsy is presented. Its triple-band radio with a 1m 230Mbps pulse-radio, a 2m 46Mbps pulse-radio 2, and a 10m 1.2Mbps FSK radio provides a versatile transcutaneous interface. The in-implant processor has constrained computational resources which results in a limited detection performance - seizure detection sensitivity of 87%. A higher-performance signal processing algorithm implemented on a stationary device within a loop enhances the seizure detection performance which was improved to a sensitivity of 98% with three times fewer false alarms. This comes at the cost of an increased wireless transmitter power budget, if communicated directly. These results illustrate a fundamental tradeoff between the communication and computation in closed-loop electronic therapies for neurological disorders.
引用
收藏
页码:1838 / 1841
页数:4
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