ABSTRACT
Biological neural networks have dual properties of small-world attributes and scale-free attributes. Most of the current researches on neural networks are based on small-world networks or scale-free networks with lower clustering coefficient, however, the real brain network is a scale-free network with small-world attributes. In this paper, a scale-free spiking neural network with high clustering coefficient and small-world attribute was constructed. The dynamic evolution process was analyzed from three aspects: synaptic regulation process, firing characteristics and complex network characteristics. The experimental results show that, as time goes by, the synaptic strength gradually decreases and tends to be stable. As a result, the connection strength of the network decreases and tends to be stable; the firing rate of neurons gradually decreases and tends to be stable, and the synchronization becomes worse; the local information transmission efficiency is stable, the global information transmission efficiency is reduced and tends to be stable, and the small-world attributes are relatively stable. The dynamic characteristics vary with time and interact with each other. The regulation of synapses is based on the firing time of neurons, and the regulation of synapses will affect the firing of neurons and complex characteristics of networks. In this paper, a scale-free spiking neural network was constructed, which has biological authenticity. It lays a foundation for the research of artificial neural network and its engineering application.
Subject(s)
Action Potentials , Models, Neurological , Neural Networks, Computer , Neuronal Plasticity , SynapsesABSTRACT
<p><b>OBJECTIVE</b>To prepare Qixian decoction pellets.</p><p><b>METHOD</b>The formulation and technological factors influencing the preparation of Qixian decoction were investigated in tangential spray fluid bed choosing the yield of pellets, particle diameter distribution, repose angle, bulk density as inspecting indexes.</p><p><b>RESULT</b>the technological parameters for the preparation of blank pellets were as follows: the ratio of starch and dextrin was 2:1, the adhesive agent was 70% syrup, the rotating speed was 200 r x min(-1), the air blow flow was 15 x 20 L x min(-1), the rate of air flow was 15 L x min(-1), the spay air pressure was 0.15 MPa, and the rotating rate of spray solution pump was 20-50 r x min(-1); The optimized technological parameters for the preparation of Qixian decoction were as follows: the relative density of the extract was 1.12-1.15 g x min(-1), the diluent was MCC and its quantity was 8%, the rotating rate of spray solution pump was 10-12 mL x min(-1), the frequency of the rotor disc was 18-20 Hz, the atomizing pressure was 0.2 MPa, the frequency of the fan was 22 Hz, and the spheronisation and drying time was 30 mins.</p><p><b>CONCLUSION</b>the appearance of the Qixian decoction pellets prepared in tangential spray fluid bed are smoothing and round, the yield of pellets are high, and pellets of the particle size between 500-700 microm is 90.6%.</p>