4 papers
Supervised learning in Spiking Neural Networks with Limited Precision: SNN/LP
Evangelos Stromatias, John Marsland
A new supervised learning algorithm, SNN/LP, is proposed for Spiking Neural Networks. This novel algorithm uses limited precision for both synaptic weights and synaptic delays; 3 b…
Comparison of different models of non-local impact ionization for low noise avalanche photodiodes
John Stephen Marsland
The dead space model of non-local impact ionization has been developed independently by three different research groups in order to include a 'soft' dead space. This paper seeks to…
An investigation of avalanche noise in the non local impact ionization regime
John Stephen Marsland
The probability distribution function (PDF) for avalanche multiplication and the excess noise factor are calculated using non local ionization coefficients. The dead space effect i…
On the effect of non local impact ionization on avalanche multiplication for uniform electric fields
John Stephen Marsland
An alternative definition for the non local impact ionization coefficient is given and its relationship to the ionization pathlength probability distribution function (PDF) is dete…