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CA1-simplification

CA1-simplification-Code/Result/Figure

  • Figure 1. Membrane potential traces for HH (top) and LIF (bottom) models under 6 Hz theta-modulated input, illustrating preserved spiking under simplification.
  • Figure 2. Power spectra for HH (top) and LIF (bottom) models.
  • Figure 3. Spike raster plot for the Leaky Integrate-and-Fire network (8 excitatory + 2 inhibitory neurons, 2% connectivity), illustrating collective firing behavior under theta drive.
  • Figure 4. Power spectrum of the network local field potential (mean voltage across neurons), highlighting preserved theta (4-8 Hz) and gamma (30-80 Hz) oscillations.
  • Figure 5. Power spectrum of the scaled network local field potential (80 excitatory + 20 inhibitory neurons, 2% connectivity), showing enhanced theta and gamma oscillations.
  • Figure 6. Power spectrum of the hybrid network local field potential (8 excitatory + 2 inhibitory neurons, 2% connectivity), highlighting improved gamma rhythms due to detailed inhibitory modeling.
  • Results From IDLE, Python 3.13.3, hardware - Apple M2, 24GB, 8 Cores (4 performance and 4 efficiency)

Figure 1 Figure1 Figure 2 Figure2 Figure 3 Figure3 Figure 4 Figure4 Figure 5 Figure5 Figure 6 Figure6 Results Results

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