TY - JOUR
T1 - Ultra low-power algorithm design for implantable devices
T2 - Application to epilepsy prostheses
AU - Raghunathan, Shriram
AU - Gupta, Sumeet K.
AU - Markandeya, Himanshu S.
AU - Irazoqui, Pedro P.
AU - Roy, Kaushik
PY - 2011/5/12
Y1 - 2011/5/12
N2 - Low-power circuit design techniques have enabled the possibility of integrating signal processing and feature extraction algorithms on-board implantable medical devices, eliminating the need for wireless transfer of data outside the patient. Feature extraction algorithms also serve as valuable tools for modern-day artificial prostheses, made possible by implantable brain-computer-interface systems. This paper intends to review the challenges in designing feature extraction blocks for implantable devices, with specific focus on developing efficacious but computationally efficient algorithms to detect seizures. Common seizure detection features used to construct algorithms are evaluated and algorithmic, mathematical as well as circuit-level design techniques are suggested to effectively translate the algorithms into hardware implementations on low-power platforms.
AB - Low-power circuit design techniques have enabled the possibility of integrating signal processing and feature extraction algorithms on-board implantable medical devices, eliminating the need for wireless transfer of data outside the patient. Feature extraction algorithms also serve as valuable tools for modern-day artificial prostheses, made possible by implantable brain-computer-interface systems. This paper intends to review the challenges in designing feature extraction blocks for implantable devices, with specific focus on developing efficacious but computationally efficient algorithms to detect seizures. Common seizure detection features used to construct algorithms are evaluated and algorithmic, mathematical as well as circuit-level design techniques are suggested to effectively translate the algorithms into hardware implementations on low-power platforms.
UR - http://www.scopus.com/inward/record.url?scp=83455217367&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=83455217367&partnerID=8YFLogxK
U2 - 10.3390/jlpea1010175
DO - 10.3390/jlpea1010175
M3 - Review article
AN - SCOPUS:83455217367
SN - 2079-9268
VL - 1
SP - 175
EP - 203
JO - Journal of Low Power Electronics and Applications
JF - Journal of Low Power Electronics and Applications
IS - 1
ER -