So sánh phương pháp

	Mô hình Tích hợp và Phát (Integrate-and-Fire)	Mô hình Hodgkin-Huxley
Lĩnh vực	Cơ sinh học	Cơ sinh học
Họ	Process / pipeline	Process / pipeline
Năm ra đời	1907	1952
Người khởi xướng	Louis Lapicque	Alan Hodgkin
Loại	Simplified neuronal spike model	Differential equation model of neuronal dynamics
Công trình gốc	Lapicque, L. (1907). Recherches quantitatives sur l'excitation electrique des nerfs traitee comme une polarisation. Journal de Physiologie et de Pathologie Générale, 9, 620-635.	Hodgkin, A. L., & Huxley, A. F. (1952). A quantitative description of membrane current and its application to conduction and excitation in nerve. The Journal of Physiology, 117(4), 500-544.
Tên gọi khác	Leaky integrate-and-fire, LIF model, Spike threshold model	Hodgkin-Huxley equations, Action potential model, Ionic channel dynamics
Liên quan	3	3
Tóm tắt	The integrate-and-fire (IF) model is a simplified neuronal model that captures spike generation by integrating synaptic inputs until membrane potential reaches a threshold, at which point a spike is emitted. First proposed by Louis Lapicque in 1907 and refined with leak (leaky integrate-and-fire, LIF), it remains a standard tool for modeling neural populations and network dynamics due to its computational efficiency.	The Hodgkin-Huxley model is a mathematical description of how action potentials in neurons are generated by the flow of sodium and potassium ions across the cell membrane. Developed by Alan Hodgkin and Andrew Huxley in 1952, it is a foundational model in neuroscience and earned them the Nobel Prize, establishing quantitative biophysics as a discipline.