Memristive Neuromorphic System Design based on ASICs

Rajeev Ranjan (Autor)

Buch | Softcover

143 Seiten

2019
Logos Berlin (Verlag)
978-3-8325-4850-6 (ISBN)

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Development of memristor-based device in 2008 has encouraged scientists and engineers to perform brain-inspired cognitive tasks on the hardware level. Memristor is a resistor with memory which has some similarity like a synapse in our brain and can be fabricated in a 3-dimensional array with high density. This allows memristors to be used in parallel processing application like pattern recognition. Memristor-based neuromorphic systems have neuron and memristor integrated together as a fundamental unit which works like biological neuron and synapses. This unit is repeated in large number and interacts with each other to perform the complex functionalities. A double barrier memristor device has been developed by the Institute of Electrical Engineering and Information Technology, the University of Kiel which shows a continuous change in resistance when a consecutive write voltage is applied. This device has to be integrated with CMOS neuron to develop potentiation and depression. An integrate & fire neuron chip with spiking circuit has been designed and fabricated in AMS350 nm process. DBMD has been integrated with Neuron ASIC and the measurement shows Long-Term Potentiation (LTP) on hardware level which can be used for a larger network to mimic functionalities of the brain.

Erscheinungsdatum	21.11.2019
Reihe/Serie	Wissenschaftliche Beiträge zur Medizinelektronik ; 9
Sprache	englisch
Maße	145 x 210 mm
Einbandart	Paperback
Themenwelt	Technik ► Elektrotechnik / Energietechnik
Schlagworte	ASIC • CMOS • learning • memristor • Neuromorphic
ISBN-10	3-8325-4850-5 / 3832548505
ISBN-13	978-3-8325-4850-6 / 9783832548506
Zustand	Neuware