TY - GEN
T1 - Robust bioinformatics recognition with VLSI biochip microsystem
AU - Lue, Jaw Chyng L.
AU - Fang, Wai-Chi
PY - 2006
Y1 - 2006
N2 - A microsystem architecture for real-time, on-site, robust bioinformatic patterns recognition and analysis has been proposed. This system is compatible with on-chip DNA analysis means such as polymerase chain reaction (PCR) amplification. A corresponding novel artificial neural network (ANN) learning algorithm using new sigmoid-logarithmic transfer function based on error backpropagation (EBP) algorithm is invented. Our results show the trained new ANN can recognize low fluorescence patterns better than the conventional sigmoidal ANN does. A differential logarithmic imaging chip is designed for calculating logarithm of relative intensities of fluorescence signals. The single-rail logarithmic circuit and a prototype ANN chip are designed, fabricated and characterized.
AB - A microsystem architecture for real-time, on-site, robust bioinformatic patterns recognition and analysis has been proposed. This system is compatible with on-chip DNA analysis means such as polymerase chain reaction (PCR) amplification. A corresponding novel artificial neural network (ANN) learning algorithm using new sigmoid-logarithmic transfer function based on error backpropagation (EBP) algorithm is invented. Our results show the trained new ANN can recognize low fluorescence patterns better than the conventional sigmoidal ANN does. A differential logarithmic imaging chip is designed for calculating logarithm of relative intensities of fluorescence signals. The single-rail logarithmic circuit and a prototype ANN chip are designed, fabricated and characterized.
UR - http://www.scopus.com/inward/record.url?scp=42749100157&partnerID=8YFLogxK
U2 - 10.1109/LSSA.2006.250384
DO - 10.1109/LSSA.2006.250384
M3 - Conference contribution
AN - SCOPUS:42749100157
SN - 1424402786
SN - 9781424402786
T3 - 2006 IEEE/NLM Life Science Systems and Applications Workshop, LiSA 2006
BT - 2006 IEEE/NLM Life Science Systems and Applications Workshop, LiSA 2006
T2 - 2006 IEEE/NLM Life Science Systems and Applications Workshop, LiSA 2006
Y2 - 13 July 2006 through 14 July 2006
ER -