An X, Jiang L, Xiong L et al (2024) Synchronization behavior and energy evolution in physical neuron and network. Nonlinear Dyn 112:16389–16407

Article  Google Scholar 

Andreev AV, Makarov VV, Runnova AE et al (2018) Coherence resonance in stimulated neuronal network. Chaos, Solitons Fractal 106:80–85

Article  Google Scholar 

Ascoli A, Corinto F (2013) Memristor models in a chaotic neural circuit. Int J Bifurcat Chaos 23:1350052

Article  Google Scholar 

Babacan Y, Kaçar F, Gürkan K (2016) A spiking and bursting neuron circuit based on memristor. Neurocomputing 203:86–91

Article  Google Scholar 

Bandyopadhyay S, Das A, Mukherjee A et al (2015) A linearization scheme for thermistor-based sensing in biomedical studies. IEEE Sens J 16:603–609

Article  Google Scholar 

Bao H, Hua ZY, Liu WB et al (2021) Discrete memristive neuron model and its interspike interval-encoded application in image encryption. Sc China Technol Sci 64:2281–2291

Article  Google Scholar 

Chalkiadakis D, Hizanidis J (2022) Dynamical properties of neuromorphic Josephson junctions. Phys Rev E 106:044206

Article  CAS  PubMed  Google Scholar 

Chen M, Luo X, Suo Y et al (2023) Hidden extreme multistability and synchronicity of memristor-coupled non-autonomous memristive Fitzhugh-Nagumo models. Nonlinear Dyn 111:7773–7788

Article  Google Scholar 

Chen M, Luo X, Zhang Y et al (2024a) Initial-boosted behaviors and synchronization of memristor-coupled memristive systems. IEEE Trans Circuits Syst I Regul Pap 71:781–793

Article  Google Scholar 

Chen Y, Yang F, Ren G et al (2024b) Setting a double-capacitive neuron coupled with Josephson junction and piezoelectric source. Cogn Neurodyn. https://doi.org/10.1007/s11571-024-10145-6

Article  PubMed  PubMed Central  Google Scholar 

Ding Q, Wu Y, Yu D et al (2023) Inter-layer propagation of spiral waves: Effects of time-varying defect blocks and magnetic flows. Phys Lett A 489:129154

Article  CAS  Google Scholar 

Fan D, Wu H, Luan G et al (2023) The potential scale-free network mechanism underlying the formation of focal epilepsy. Europhys Lett 141:32002

Article  CAS  Google Scholar 

Fan D, Qi L, Hou S et al (2024) The seizure classification of focal epilepsy based on the network motif analysis. Brain Res Bull 207:110879

Article  PubMed  Google Scholar 

Feali MS, Ahmadi A, Hayati M (2018) Implementation of adaptive neuron based on memristor and memcapacitor emulators. Neurocomputing 309:157–167

Article  Google Scholar 

Foka NFF, Ramakrishnan B, Chamgoué AC et al (2022) Neuronal circuit based on Josephson junction actuated by a photocurrent: dynamical analysis and microcontroller implementation. Eur Phys J B 95:91

Article  CAS  Google Scholar 

Guo Y, Fuqiang W, Yang F, Ma J (2023) Physical approach of a neuron model with memristive membranes. Chaos Interdiscip J Nonlinear Sci. https://doi.org/10.1063/5.0170121

Article  Google Scholar 

Guo Y, Ma J, Zhang X, Hu X (2024) Memristive oscillator to memristive map, energy characteristic. Sci China Technol Sci 67:1567–1578

Article  Google Scholar 

Hong Q, Zhao L, Wang X (2019) Novel circuit designs of memristor synapse and neuron. Neurocomputing 330:11–16

Article  Google Scholar 

Hu X, Wu Y, Ding Q et al (2024) Synchronization of scale-free neuronal network with small-world property induced by spike-timing-dependent plasticity under time delay. Physica D 460:134091

Article  Google Scholar 

Huang W, Yang L, Zhan X et al (2023) Synchronization transition of a modular neural network containing subnetworks of different scales. Front Inform Technol Electron Eng 24:1458–1470

Article  Google Scholar 

Jarkov V, Allan SJ, Bowen C et al (2022) Piezoelectric materials and systems for tissue engineering and implantable energy harvesting devices for biomedical applications. Int Mater Rev 67:683–733

Article  CAS  Google Scholar 

Jia Y, Huaguang G (2015) Transition from double coherence resonances to single coherence resonance in a neuronal network with phase noise. Chaos Interdiscip J Nonlinear Sci. https://doi.org/10.1063/1.4938733

Article  Google Scholar 

Jia J, Yang F, Ma J (2023) A bimembrane neuron for computational neuroscience. Chaos, Solitons Fractal 173:113689

Article  Google Scholar 

Jia J, Zhou P, Zhang X et al (2024a) Mimic the electric activity in a heat-sensitive membrane in circuit. AEU-Int J Electron Commun 174:155069

Article  Google Scholar 

Jia J, Wang C, Zhang X et al (2024b) Energy and self-adaption in a memristive map neuron. Chaos, Solitons Fractal 182:114738

Article  Google Scholar 

Jiang W, Li J, Liu H et al (2022) Memristor-based multi-synaptic spiking neuron circuit for spiking neural network. Chin Phys B 31:040702

Article  CAS  Google Scholar 

Kavehei O, Iqbal A, Kim YS et al (2010) The fourth element: characteristics, modelling and electromagnetic theory of the memristor. Proceed Royal Soc Math Phys Eng Sci 466:2175–2202

Google Scholar 

Kim Y, Kwon YJ, Kwon DE et al (2018) Nociceptive memristor. Adv Mater 30:1704320

Article  Google Scholar 

Lengler J, Jug F, Steger A (2013) Reliable neuronal systems: the importance of heterogeneity. PLoS ONE 8:e80694

Article  PubMed  PubMed Central  Google Scholar 

Li Z, Chen K (2023) Neuromorphic behaviors in a neuron circuit based on current-controlled Chua Corsage Memristor. Chaos, Solitons Fractals 175:114017

Article  Google Scholar 

Li X, Xu Y (2024) Energy level transition and mode transition in a neuron. Nonlinear Dyn 112:2253–2263

Article  Google Scholar 

Li T, Wu Y, Yang L et al (2022) Spike-timing-dependent plasticity enhances chaotic resonance in small-world network. Physica A 606:128069

Article  Google Scholar 

Li Z, Tang W, Zhang B et al (2023) Emerging memristive neurons for neuromorphic computing and sensing. Sci Technol Adv Mater 24:2188878

Article  PubMed  PubMed Central  Google Scholar 

Li Y, Wang C, Hu X et al (2024a) Characterize electric activity in a light-sensitive membrane. Chin J Phys 88:967–981

Article  Google Scholar 

Li Y, Ma J, Xie Y (2024b) A biophysical neuron model with double membranes. Nonlinear Dyn 112:7459–7475

Article  Google Scholar 

Li Y, Lv M, Ma J, Hu X (2024c) A discrete memristive neuron and its adaptive dynamics. Nonlinear Dyn 112:7541–7553

Article  Google Scholar 

Lin H, Wang C, Sun J et al (2023) Memristor-coupled asymmetric neural networks: Bionic modeling, chaotic dynamics analysis and encryption application. Chaos, Solitons Fractal 166:112905

Article  Google Scholar 

Lv M, Wang CN, Ren GD et al (2016) Model of electrical activity in a neuron under magnetic flow effect. Nonlinear Dyn 85:1479–1490

Article  Google Scholar 

Ma J (2023) Biophysical neurons, energy, and synapse controllability: a review. J Zhejiang Univers-Sci A 24:109–129

Article  Google Scholar 

Ma J, Tang J (2015) A review for dynamics of collective behaviors of network of neurons. Sci China Technol Sci 58:2038–2045

Article  CAS  Google Scholar 

Ma X, Xu Y (2022) Taming the hybrid synapse under energy balance between neurons. Chaos, Solitons Fractal 159:112149

Article  Google Scholar 

Ma J, Yang Z, Yang L et al (2019) A physical view of computational neurodynamics. J Zhejiang Univers-Sci A 20:639–659

Article  Google Scholar 

Ma Y, Mou J, Lu J et al (2023) A discrete memristor coupled two-dimensional generalized square hyperchaotic maps. Fractals 31:2340136

Article  Google Scholar 

Mishra A, Ghosh S, Dana SK et al (2021) Neuron-like spiking and bursting in Josephson junctions: a review. Chaos Interdiscip J Nonlinear Sci. https://doi.org/10.1063/5.0050526

Article  Google Scholar 

Nguyen TV, An J, Min KS (2021) Memristor-cmos hybrid neuron circuit with nonideal-effect correction related to parasitic resistance for binary-memristor-crossbar neural networks. Micromachines 12:791