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Synaptic rewiring in neuromorphic VLSI for topographic map formation

หน่วยงาน Edinburgh Research Archive, United Kingdom

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ชื่อเรื่อง : Synaptic rewiring in neuromorphic VLSI for topographic map formation
นักวิจัย : Bamford, Simeon A.
คำค้น : synaptic rewiring , neuromorphic VLSI , topographic map formation , very large scale integration
หน่วยงาน : Edinburgh Research Archive, United Kingdom
ผู้ร่วมงาน : Willshaw, David , Murray, Alan , Engineering and Physical Sciences Research Council (EPSRC) , Medical Research Council (MRC)
ปีพิมพ์ : 2552
อ้างอิง : http://hdl.handle.net/1842/3997
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : SA Bamford, AF Murray, and DJ Willshaw. Synaptic rewiring for topographic map formation. International Conference on Artificial Neural Networks (ICANN), 2008 , SA Bamford, AF Murray, and DJWillshaw. Large developing axonal arbors using a distributed and locally-reprogrammable address-event receiver. International Joint Conference on Neural Networks (IJCNN), 2008.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

A generalised model of biological topographic map development is presented which combines both weight plasticity and the formation and elimination of synapses (synaptic rewiring) as well as both activity-dependent and -independent processes. The question of whether an activity-dependent process can refine a mapping created by an activity-independent process is investigated using a statistical approach to analysingmapping quality. The model is then implemented in custom mixed-signal VLSI. Novel aspects of this implementation include: (1) a distributed and locally reprogrammable address-event receiver, with which large axonal fan-out does not reduce channel capacity; (2) an analogue current-mode circuit for Euclidean distance calculation which is suitable for operation across multiple chips; (3) slow probabilistic synaptic rewiring driven by (pseudo-)random noise; (4) the application of a very-low-current design technique to improving the stability of weights stored on capacitors; (5) exploiting transistor non-ideality to implement partially weightdependent spike-timing-dependent plasticity; (6) the use of the non-linear capacitance of MOSCAP devices to compensate for other non-linearities. The performance of the chip is characterised and it is shown that the fabricated chips are capable of implementing the model, resulting in biologically relevant behaviours such as activity-dependent reduction of the spatial variance of receptive fields. Complementing a fast synaptic weight change mechanism with a slow synapse rewiring mechanism is suggested as a method of increasing the stability of learned patterns.

บรรณานุกรม :
Bamford, Simeon A. . (2552). Synaptic rewiring in neuromorphic VLSI for topographic map formation.
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom .
Bamford, Simeon A. . 2552. "Synaptic rewiring in neuromorphic VLSI for topographic map formation".
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom .
Bamford, Simeon A. . "Synaptic rewiring in neuromorphic VLSI for topographic map formation."
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom , 2552. Print.
Bamford, Simeon A. . Synaptic rewiring in neuromorphic VLSI for topographic map formation. กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom ; 2552.