Error analysis versus iteration number in each stage for the MLE in Fig 7.

Error analysis versus iteration number in each stage for the MLE in Fig 7.

<p>Error analysis versus iteration number in each stage for the MLE in <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0327595#pone.0327595.g007" target="_blank">Fig 7</a>.</p>

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Mehdi Nadiri Andabili (22097275) (author)
مؤلفون آخرون:	Soheila Nazari (22097278) (author), Tohid Moosazadeh (22097281) (author)
منشور في:	2025
الموضوعات:	Neuroscience Biotechnology Cancer Science Policy Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified two cost functions explore neural functionality digital circuit implementing spiking neural networks proposed hardware compared minimal error rates low power consumption original neuron model emulate biological behaviors dynamic assessments confirm nagumo neuron model based fhn model original model biological behaviors spiking neurons proposed based hardware implementation dynamic examination fhn model chaotic behaviors various tasks utility across using adder shifter operations recent years operation frequency nervous system main goal learning processes frequency capabilities error analysis defined based
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مواد مشابهة

Error analysis versus iteration number in each stage for the MLE in Fig 6.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The 1D bifurcation diagrams and <i>MLE</i> plots for the original (red) and CORDIC-based FHN (blue) models according to the variations of frequency <i>f</i> in <i>0</i> to <i>0.3 Hz</i> for sinusoidal input current (<i>a, d</i>) <i>I = 1 mA</i>. (<i>b, e</i>) <i>I = 1.2 mA</i>. (<i>c, f</i>) <i>I = 1.4 mA.</i>
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The 1D bifurcation diagrams and <i>MLE</i> plots for the original (red) and CORDIC-based FHN (blue) models according to the variations of amplitude <i>I</i><sub><i>in</i></sub> in <i>0</i> to <i>2 mA</i> for sinusoidal input current (<i>a, d</i>) <i>f = 0.01 Hz</i>. (<i>b, e</i>) <i>f = 0.13 Hz</i>. (<i>c, f</i>) <i>f = 0.16 Hz.</i>
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Error analysis versus iteration number for the nonlinear term of the FHN model.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The error plot of the nonlinear term of the FHN model is based on different iteration numbers.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Cost functions calculations for proposed FHN model and other presented models.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Power supply summary of the FHN model implementation on the Virtex-4 FPGA platform.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The device utilization of Xilinx Virtex-4 and the used percentage of basic elements for implementation of the proposed FHN model.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Details of the dynamic analysis in the original and proposed FHN Models based on the different input currents.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Error analysis between our work and other similar works.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Output waveforms of the proposed FHN hardware implementation on the FPGA platform based on different input currents.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The proposed CORDIC architecture.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The proposed architecture.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The scheduling diagram of the original and CORDIC FHN models.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Raster plots illustrate the function of the network with applied input current (<i>I</i><sub><i>in</i></sub> <i>= 0.5 mA</i>) based on FHN neurons.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Phase plane (blue) and time-domain spikes of membrane potential (red) for various input currents for both original and CORDIC FHN neuron models.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

The bifurcation plot of the membrane potential(<i>V</i>) based on varying input currents.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

V.<i>W</i> phase portraits for the original and proposed FHN model for various input currents (<i>I</i><sub><i>in</i></sub>) and time constants (<i>T</i>).
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Membrane potential waves in the original and CORDIC-based FHN models according to input current (I<sub>in</sub>) and time constants (T) for (a) I<sub>in</sub> =0.5 mA and T = 5 ms.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Matching diagram between original nonlinear function () and CORDIC function (CORDIC(V)).
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Pseudocode for the CORDIC algorithm to compute multiplication.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Hardware_code.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Software_code.
حسب: Mehdi Nadiri Andabili (22097275)
منشور في: (2025)

Comparison between the proposed neuron with existing designs.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Performance metrics of proposed neuron network.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Parameter values for proposed neuron network circuit.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Synaptic weight of memristor.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Memristor values.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Model parameter values for ML neuron model.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Comparison analysis for proposed neurons.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Energy (fJ/spike)versus excitation current with <i>V</i><sub><i>DD</i></sub>=100 mv, <i>C</i><sub><i>k</i></sub>=8 fF and <i>C</i><sub><i>m</i></sub>=12 fF.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Power consumption and spike frequency versus supply voltage with <i>I</i><sub><i>ex</i></sub> = 20 pA, <i>C</i><sub><i>k</i></sub> = 8 fF, and <i>C</i><sub><i>m</i></sub> = 12 fF.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Spike frequency versus temperature with <i>I</i><sub><i>ex</i></sub> = 20 pA, <i>C</i><sub><i>k</i></sub> = 8 fF, and <i>C</i><sub><i>m</i></sub> = 12 fF.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Output voltage Vp-p and power consumption versus temperature with <i>I</i><sub><i>ex</i></sub> = 20 pA, <i>C</i><sub><i>k</i></sub> = 8 fF, and <i>C</i><sub><i>m</i></sub> = 12 fF.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Spike frequency and power consumption versus capacitance <i>C</i><sub><i>k</i></sub> with <i>C</i><sub><i>m</i></sub>= 25 fF and <i>I</i><sub><i>ex</i></sub>= 20 pA.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Spike frequency and power consumption versus excitation current with <i>V</i><sub><i>DD</i></sub>=100 mv, <i>C</i><sub><i>k</i></sub>=8 fF and <i>C</i><sub><i>m</i></sub>=12 fF.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Proposed neuron network with DTDM synapse membrane voltage for <i>I</i><sub><i>ex</i></sub> = 60 pA.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Proposed neuron network with DTDM synapse membrane voltage for <i>I</i><sub><i>ex</i></sub> = 20 pA.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Proposed neuron network with DTDM synapse simulation results.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

Proposed neuron network with DTDM synapse simulation results.
حسب: Keerthi Nalliboyina (20623524)
منشور في: (2025)

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