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Closed-Loop Vagus Nerve Stimulation Based on State Transition Models
- Source :
- IEEE Transactions on Biomedical Engineering, IEEE Transactions on Biomedical Engineering, Institute of Electrical and Electronics Engineers, 2018, 65 (7), pp.1630-1638. ⟨10.1109/TBME.2017.2759667⟩, IEEE Transactions on Biomedical Engineering, 2018, 65 (7), pp.1630-1638. ⟨10.1109/TBME.2017.2759667⟩
- Publication Year :
- 2018
- Publisher :
- HAL CCSD, 2018.
-
Abstract
- International audience; Objective Vagus nerve stimulation (VNS) is a potential therapeutic approach in a number of clinical applications. Although VNS is commonly delivered in an open-loop approach, it is now recognized that closed-loop stimulationmay be necessary to optimize the therapy. In this paper, we propose an original generic closed-loop control system that can be readily integrated into an implantable device and allows for the adaptive modulation of multiple VNS parameters. Methods The proposed control method consists of a state transition model (STM), in which each state represents a set of VNS parameters, and a state transition algorithm that optimally selects the best STM state, minimizing the error between an observed physiological variable and a given target value. The proposed method has been integrated into a real-time adaptive VNS prototype system and has been applied here to the regulation of the instantaneous heart rate, working synchronously with cardiac cycles. A quantitative performance evaluation is performed on seven sheep by computing classical control performance indicators. A comparison with a proportional-integral (PI) controller is also performed. Results The STM controller presents a median mean square error, overshoot, and settling time, respectively, equal to 622.21 ms(2), 72.8%, and 7.5 beats. Conclusion The proposed control method yields satisfactory accuracy and time response, while presenting a number of benefits over classical PI controllers. It represents a feasible approach for multiparametric VNS control on implantable devices. Significance Closed-loop multiparametric stimulation may improve response and minimize side effects on current pathologies treated by VNS.
- Subjects :
- Settling time
Computer science
medicine.medical_treatment
0206 medical engineering
Models, Neurological
Teach-Back Communication
Biomedical Engineering
Link adaptation
02 engineering and technology
03 medical and health sciences
0302 clinical medicine
Control theory
Overshoot (signal)
medicine
heart rate
Animals
Closed-loop
Sheep
state transition model
020601 biomedical engineering
Control system
[SDV.IB]Life Sciences [q-bio]/Bioengineering
State (computer science)
Vagus nerve stimulation
control
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
030217 neurology & neurosurgery
Algorithms
Subjects
Details
- Language :
- English
- ISSN :
- 00189294
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Biomedical Engineering, IEEE Transactions on Biomedical Engineering, Institute of Electrical and Electronics Engineers, 2018, 65 (7), pp.1630-1638. ⟨10.1109/TBME.2017.2759667⟩, IEEE Transactions on Biomedical Engineering, 2018, 65 (7), pp.1630-1638. ⟨10.1109/TBME.2017.2759667⟩
- Accession number :
- edsair.doi.dedup.....8417e04f4f96c432c803af7ad0645d09
- Full Text :
- https://doi.org/10.1109/TBME.2017.2759667⟩