A van der Pol-like complementary chaotic oscillator: Design, physical realizations, dynamics, and physiological data augmentation prospect

This study proposes a van der Pol-like complementary chaotic oscillator circuit. By exploiting components from both semiconductor and vacuum tube technologies, specifically field-effect transistors and triodes, different physical realizations of this oscillator are achieved. The proposed design is a...

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Published inChaos, solitons and fractals Vol. 191; p. 115886
Main Authors Ngamsa Tegnitsap, Joakim Vianney, Tabekoueng Njitacke, Zeric, Barà, Chiara, Fonzin Fozin, Théophile, Fotsin, Hilaire Bertrand, Valdes-Sosa, Pedro Antonio, Yoshimura, Natsue, Minati, Ludovico
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.02.2025
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Abstract This study proposes a van der Pol-like complementary chaotic oscillator circuit. By exploiting components from both semiconductor and vacuum tube technologies, specifically field-effect transistors and triodes, different physical realizations of this oscillator are achieved. The proposed design is an asymmetric cross-coupled complementary circuit derived from the classical van der Pol oscillator coupled to a linear circuit. This study explores the unique physical properties of the nonlinear amplifying elements and the resulting dynamic behaviors of the systems, systematically comparing their characteristics from a dynamical perspective and initially investigating their applicability to physiological data augmentation. First, a detailed analysis of the effects of the nonlinearities of each device on the system behavior is performed, revealing that triodes lead to smoother and more stable oscillations, including weak chaos due to torus breakdown, whereas field effect transistors lead to more disordered chaotic oscillations, accompanied by strong hysteresis, coexistence of attractors, and unstable oscillations. Then, for each amplifier device, the corresponding oscillator is driven by representative physiological signals, including electroencephalograms, electrocardiograms, electromyograms, and plethysmograms, thus harnessing the system response to the disturbance and gaining insights into its ability to enhance data, qualitatively through spectrograms and quantitatively by means of information theoretical measurements. This work illustrates the possibility of harnessing the nonidealities of diverse existing physical devices towards nonlinear signal processing. •A van der Pol-like complementary chaotic oscillator was designed and realized using triodes and JFETs transistors.•The qualitative features of the dynamics were largely consistent across the equation and SPICE models and experiments.•Triodes produced stable, smooth oscillation with weak chaos, whereas FETs more disordered activity.•The side-by-side comparison of different circuit realizations illustrated the effect of physical non-idealities.•The possible relevance of circuits of this kind in the data augmentation of physiological signals (EEG, ECG) was exemplified.
AbstractList This study proposes a van der Pol-like complementary chaotic oscillator circuit. By exploiting components from both semiconductor and vacuum tube technologies, specifically field-effect transistors and triodes, different physical realizations of this oscillator are achieved. The proposed design is an asymmetric cross-coupled complementary circuit derived from the classical van der Pol oscillator coupled to a linear circuit. This study explores the unique physical properties of the nonlinear amplifying elements and the resulting dynamic behaviors of the systems, systematically comparing their characteristics from a dynamical perspective and initially investigating their applicability to physiological data augmentation. First, a detailed analysis of the effects of the nonlinearities of each device on the system behavior is performed, revealing that triodes lead to smoother and more stable oscillations, including weak chaos due to torus breakdown, whereas field effect transistors lead to more disordered chaotic oscillations, accompanied by strong hysteresis, coexistence of attractors, and unstable oscillations. Then, for each amplifier device, the corresponding oscillator is driven by representative physiological signals, including electroencephalograms, electrocardiograms, electromyograms, and plethysmograms, thus harnessing the system response to the disturbance and gaining insights into its ability to enhance data, qualitatively through spectrograms and quantitatively by means of information theoretical measurements. This work illustrates the possibility of harnessing the nonidealities of diverse existing physical devices towards nonlinear signal processing. •A van der Pol-like complementary chaotic oscillator was designed and realized using triodes and JFETs transistors.•The qualitative features of the dynamics were largely consistent across the equation and SPICE models and experiments.•Triodes produced stable, smooth oscillation with weak chaos, whereas FETs more disordered activity.•The side-by-side comparison of different circuit realizations illustrated the effect of physical non-idealities.•The possible relevance of circuits of this kind in the data augmentation of physiological signals (EEG, ECG) was exemplified.
ArticleNumber 115886
Author Fonzin Fozin, Théophile
Valdes-Sosa, Pedro Antonio
Ngamsa Tegnitsap, Joakim Vianney
Fotsin, Hilaire Bertrand
Yoshimura, Natsue
Tabekoueng Njitacke, Zeric
Barà, Chiara
Minati, Ludovico
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  givenname: Ludovico
  surname: Minati
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  organization: School of Life Science and Technology, University of Electronic Science and Technology of China, 611731 Chengdu, China
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Cites_doi 10.1016/j.chaos.2011.12.017
10.1016/0375-9601(84)90604-2
10.1109/PROC.1976.10158
10.1109/LMWT.2023.3271989
10.1016/j.chaos.2022.112854
10.1109/ACCESS.2019.2912903
10.1109/ACCESS.2019.2957014
10.1109/TBME.2014.2323131
10.1016/j.chaos.2022.112415
10.1063/1.4729135
10.1134/S1063784210120133
10.1109/LSENS.2021.3119056
10.1016/j.ejmp.2021.04.016
10.1109/ACCESS.2024.3422528
10.1109/JRPROC.1962.288235
10.1016/S0006-3495(61)86902-6
10.1080/14786442108633755
10.1007/s42452-020-2506-9
10.1016/j.neuroimage.2020.117354
10.1080/14786442208633861
10.3390/s20113069
10.1016/j.chaos.2019.07.020
10.1166/jmihi.2020.2928
10.1142/S0218127404010795
10.1162/089976603321780272
10.1016/j.optlaseng.2020.106031
10.1016/j.ijleo.2016.03.048
10.1103/PhysRevLett.47.1349
10.1109/5.726791
10.1080/14786441108564652
10.1016/j.physd.2008.12.012
10.1063/1.4994815
10.1587/transele.2023CTI0001
10.1109/ACCESS.2019.2945545
10.1142/S0218127420501473
10.1016/j.neunet.2019.03.005
10.1109/TNNLS.2022.3145365
10.1103/PhysRevE.69.066138
10.1103/PhysRevE.51.759
10.1109/TPAMI.2008.128
10.5506/APhysPolB.49.2029
10.1103/PhysRevLett.85.461
10.1016/j.chaos.2022.111878
10.1523/ENEURO.0153-16.2017
10.1016/j.neunet.2014.09.003
10.1109/JSEN.2024.3400296
10.1049/ip-cds:20050100
10.1016/j.chaos.2022.112927
10.1063/1.3494156
10.1109/TCSI.2011.2107190
10.1038/ncomms1476
10.1038/s41467-020-20692-1
10.1063/1.4890530
10.1016/0167-2789(85)90011-9
10.1109/JSEN.2022.3219594
10.1109/TBME.2004.827072
10.1371/journal.pone.0254841
10.1016/j.chaos.2023.113100
10.1038/s41467-017-02337-y
10.1109/ACCESS.2021.3055580
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Keywords Electroencephalogram
Oscillator
Van der Pol
Data augmentation
Transistor
Triode
Chaos generation
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References Ueta, Kawakami (b29) 2003; Vol. 3
(b69) 2018
Yang, Mou, Ma, Cao (b4) 2020; 129
Minati, Ito, Perinelli, Ricci, Faes, Yoshimura, Koike, Frasca (b7) 2019; 7
Ginoux, Letellier (b22) 2012; 22 2
Minati, Bartels, Li, Frasca, Ito (b68) 2022; 162
Buscarino, Fortuna, Frasca, Valentina Gambuzza (b35) 2012; 22
Lecun, Bottou, Bengio, Haffner (b58) 1998; 86
Gomes, Korneta, Stavrinides, Picos, Chua (b74) 2023; 166
van der Pol Jun Docts. Sc., van der Mark (b21) 1928; 6
Vaseghi, Hashemi, Mobayen, Fekih (b6) 2021; 9
Appeltant, Soriano, Van der Sande, Danckaert, Massar, Dambre, Schrauwen, Mirasso, Fischer (b50) 2011; 2
Torralba, Fergus, Freeman (b60) 2008; 30
Klinker, Meyer-Ilse, Lauterborn (b33) 1984; 101
Pagnotta, Pascucci, Plomp (b71) 2020; 223
Appleton EVS, van der Pol junr. D.Sc. B. XVI. On a type of oscillation-hysteresis in a simple triode generator. Philos Mag Ser 1 43:177–93.
Jiang (b59) 2020; 2
Schreiber (b77) 2000; 85
Emel’yanov, Kuznetsov, Ryskin (b38) 2010; 20
Minati (b66) 2018; 49
Minati (b9) 2014; 24
Tekam, Kengne, Kenmoe (b16) 2019; 126
Tegnitsap, Tsefack, Ngouonkadi, Fotsin (b40) 2021; 96
Reddy (b43) 1976; 64
Wang, Yan, Oates (b54) 2017
Abiodun, Jantan, Omolara, Dada, Umar, Linus, Arshad, Kazaure, Gana, Kiru (b48) 2019; 7
Sprott, Thio (b23) 2022
Wang, Huang, Chang, Liu, Chang, Hsu (b31) 2023; 33
Schalk, McFarland, Hinterberger, Birbaumer, Wolpaw (b75) 2004; 51
Minati, Frasca, Oświecimka, Faes, Drożdż (b65) 2017; 27 7
Buscarino, Fortuna, Frasca, Sciuto (b37) 2011; 58
Kalinin, Starodubov (b39) 2010; 55
Faes, Marinazzo, Montalto, Nollo (b80) 2014; 61
Özoğuz, Elwakil, Ergun (b30) 2006; 153
Sprott (b36) 2011; 58
Du, Cai, Zidan, Ma, Lee, Lu (b51) 2017; 8
Kim, Pyun (b57) 2020; 20
Appleton, van der Pol Junr (b17) 1921; 42
Cover (b76) 1999
Paninski (b78) 2003; 15
Minati, Li, Bartels, Li, Frasca, Ito (b67) 2022; 165
Minati, Innocenti, Mijatovic, Ito, Frasca (b10) 2022; 157
Minati, Bartels, Li, Frasca, Ito (b11) 2022; 162
Michelucci (b47) 2022
Schmidhuber (b53) 2015; 61
Mao, Sejdić (b46) 2023; 34
Sprott (b14) 2000
Nagumo, Arimoto, Yoshizawa (b20) 1962; 50
Linsay (b34) 1981; 47
Barragán-Montero, Javaid, Valdés, Nguyen, Desbordes, Macq, Willems, Vandewinckele, Holmström, Löfman, Michiels, Souris, Sterpin, Lee (b42) 2021; 83
Bonnefond, Kastner, Jensen (b72) 2017; 4
Buscarino, Fortuna, Frasca, Sciuto (b24) 2014
Li, Tokgoz, Fukawa, Bartels, Ohashi, Takeda, Ito (b64) 2021; 5
Lai, Huang, Yang, Hsu, Chen (b32) 2014
Xu, Xing, Jiang, Jiang, Ke, Xu, Jiang (b56) 2019; 10
FitzHugh (b19) 1961; 1
Sprott, Linz (b13) 2000
Tanaka, Yamane, Héroux, Nakane, Kanazawa, Takeda, Numata, Nakano, Hirose (b49) 2019; 115
Hosokawa, Nishio (b25) 2004; 14
Kraskov, Stögbauer, Grassberger (b79) 2004; 69
Tchitnga, Fotsin, Nana, Fotso, Woafo (b15) 2012; 45
Trejo-Guerra, Tlelo-Cuautle, Carbajal-Gómez, Rodriguez-Gómez (b27) 2013; 219
Li, Law (b44) 2024; 12
Zhusubaliyev, Mosekilde (b73) 2009; 238
Chugh, Jain (b45) 2023
Millett (b41) 2017
Wolf, Swift, Swinney, Vastano (b70) 1985; 16
Li, Minati, Tokgoz, Fukawa, Bartels, Sihan, Takeda, Ito (b63) 2022; 22
Zhong, Tang, Li, Gao, Qian, Wu (b52) 2021; 12
Minati (b3) 2024; E107.C
Iwana, Uchida (b61) 2021; 16
Hoover (b12) 1995; 51
Yu, Li, Gu, Yin (b28) 2016; 127
Martínez-Pascual, Catalán, Blanco-Ivorra, Sanchís, Arán-Ais, García-Aracil (b55) 2024; 24
Yu, Qian, Chen, Huang, Liu, Shi, Cai, Song, Wang (b5) 2020; 30
Minati, Li, Bartels, Chakraborty, Li, Yoshimura, Frasca, Ito (b62) 2023; 168
Minati, Frasca, Oswiecimka, Faes, Drożdż (b8) 2017; 27
Ott (b1) 2002
Strogatz (b2) 2015
Minati, Frasca, Yoshimura, Ricci, Oświecimka, Koike, Masu, Ito (b26) 2019; 7
10.1016/j.chaos.2024.115886_b18
Kim (10.1016/j.chaos.2024.115886_b57) 2020; 20
Iwana (10.1016/j.chaos.2024.115886_b61) 2021; 16
Hosokawa (10.1016/j.chaos.2024.115886_b25) 2004; 14
Minati (10.1016/j.chaos.2024.115886_b3) 2024; E107.C
Schmidhuber (10.1016/j.chaos.2024.115886_b53) 2015; 61
Gomes (10.1016/j.chaos.2024.115886_b74) 2023; 166
Appleton (10.1016/j.chaos.2024.115886_b17) 1921; 42
Michelucci (10.1016/j.chaos.2024.115886_b47) 2022
Buscarino (10.1016/j.chaos.2024.115886_b24) 2014
Klinker (10.1016/j.chaos.2024.115886_b33) 1984; 101
Barragán-Montero (10.1016/j.chaos.2024.115886_b42) 2021; 83
Yang (10.1016/j.chaos.2024.115886_b4) 2020; 129
Sprott (10.1016/j.chaos.2024.115886_b14) 2000
Nagumo (10.1016/j.chaos.2024.115886_b20) 1962; 50
Tegnitsap (10.1016/j.chaos.2024.115886_b40) 2021; 96
Minati (10.1016/j.chaos.2024.115886_b68) 2022; 162
Schreiber (10.1016/j.chaos.2024.115886_b77) 2000; 85
Buscarino (10.1016/j.chaos.2024.115886_b37) 2011; 58
Schalk (10.1016/j.chaos.2024.115886_b75) 2004; 51
Minati (10.1016/j.chaos.2024.115886_b62) 2023; 168
Minati (10.1016/j.chaos.2024.115886_b26) 2019; 7
Minati (10.1016/j.chaos.2024.115886_b67) 2022; 165
Tchitnga (10.1016/j.chaos.2024.115886_b15) 2012; 45
Appeltant (10.1016/j.chaos.2024.115886_b50) 2011; 2
(10.1016/j.chaos.2024.115886_b69) 2018
Li (10.1016/j.chaos.2024.115886_b63) 2022; 22
Emel’yanov (10.1016/j.chaos.2024.115886_b38) 2010; 20
Özoğuz (10.1016/j.chaos.2024.115886_b30) 2006; 153
Abiodun (10.1016/j.chaos.2024.115886_b48) 2019; 7
Ginoux (10.1016/j.chaos.2024.115886_b22) 2012; 22 2
Lai (10.1016/j.chaos.2024.115886_b32) 2014
Minati (10.1016/j.chaos.2024.115886_b9) 2014; 24
Yu (10.1016/j.chaos.2024.115886_b5) 2020; 30
Zhusubaliyev (10.1016/j.chaos.2024.115886_b73) 2009; 238
Minati (10.1016/j.chaos.2024.115886_b10) 2022; 157
Sprott (10.1016/j.chaos.2024.115886_b13) 2000
Sprott (10.1016/j.chaos.2024.115886_b23) 2022
Li (10.1016/j.chaos.2024.115886_b44) 2024; 12
Minati (10.1016/j.chaos.2024.115886_b65) 2017; 27 7
Faes (10.1016/j.chaos.2024.115886_b80) 2014; 61
Hoover (10.1016/j.chaos.2024.115886_b12) 1995; 51
Cover (10.1016/j.chaos.2024.115886_b76) 1999
Minati (10.1016/j.chaos.2024.115886_b8) 2017; 27
FitzHugh (10.1016/j.chaos.2024.115886_b19) 1961; 1
Wolf (10.1016/j.chaos.2024.115886_b70) 1985; 16
Vaseghi (10.1016/j.chaos.2024.115886_b6) 2021; 9
Xu (10.1016/j.chaos.2024.115886_b56) 2019; 10
Zhong (10.1016/j.chaos.2024.115886_b52) 2021; 12
Yu (10.1016/j.chaos.2024.115886_b28) 2016; 127
Lecun (10.1016/j.chaos.2024.115886_b58) 1998; 86
Buscarino (10.1016/j.chaos.2024.115886_b35) 2012; 22
Linsay (10.1016/j.chaos.2024.115886_b34) 1981; 47
Tanaka (10.1016/j.chaos.2024.115886_b49) 2019; 115
Bonnefond (10.1016/j.chaos.2024.115886_b72) 2017; 4
van der Pol Jun Docts. Sc. (10.1016/j.chaos.2024.115886_b21) 1928; 6
Sprott (10.1016/j.chaos.2024.115886_b36) 2011; 58
Minati (10.1016/j.chaos.2024.115886_b7) 2019; 7
Ueta (10.1016/j.chaos.2024.115886_b29) 2003; Vol. 3
Chugh (10.1016/j.chaos.2024.115886_b45) 2023
Millett (10.1016/j.chaos.2024.115886_b41) 2017
Li (10.1016/j.chaos.2024.115886_b64) 2021; 5
Ott (10.1016/j.chaos.2024.115886_b1) 2002
Tekam (10.1016/j.chaos.2024.115886_b16) 2019; 126
Torralba (10.1016/j.chaos.2024.115886_b60) 2008; 30
Pagnotta (10.1016/j.chaos.2024.115886_b71) 2020; 223
Minati (10.1016/j.chaos.2024.115886_b11) 2022; 162
Kraskov (10.1016/j.chaos.2024.115886_b79) 2004; 69
Wang (10.1016/j.chaos.2024.115886_b54) 2017
Wang (10.1016/j.chaos.2024.115886_b31) 2023; 33
Mao (10.1016/j.chaos.2024.115886_b46) 2023; 34
Paninski (10.1016/j.chaos.2024.115886_b78) 2003; 15
Jiang (10.1016/j.chaos.2024.115886_b59) 2020; 2
Trejo-Guerra (10.1016/j.chaos.2024.115886_b27) 2013; 219
Martínez-Pascual (10.1016/j.chaos.2024.115886_b55) 2024; 24
Strogatz (10.1016/j.chaos.2024.115886_b2) 2015
Minati (10.1016/j.chaos.2024.115886_b66) 2018; 49
Kalinin (10.1016/j.chaos.2024.115886_b39) 2010; 55
Reddy (10.1016/j.chaos.2024.115886_b43) 1976; 64
Du (10.1016/j.chaos.2024.115886_b51) 2017; 8
References_xml – volume: 14
  start-page: 2513
  year: 2004
  end-page: 2524
  ident: b25
  article-title: Simple chaotic circuit using CMOS ring oscillators
  publication-title: Int J Bifurc Chaos
– volume: 7
  start-page: 174793
  year: 2019
  end-page: 174821
  ident: b7
  article-title: Connectivity influences on nonlinear dynamics in weakly-synchronized networks: Insights from Rössler systems, electronic chaotic oscillators, model and biological neurons
  publication-title: IEEE Access
– start-page: 1578
  year: 2017
  end-page: 1585
  ident: b54
  article-title: Time series classification from scratch with deep neural networks: A strong baseline
  publication-title: 2017 international joint conference on neural networks
– volume: 55
  start-page: 1788
  year: 2010
  end-page: 1792
  ident: b39
  article-title: Wideband chaotic oscillators based on turbulent electron flows with internal electronic feedback
  publication-title: Tech Phys
– volume: Vol. 3
  year: 2003
  ident: b29
  article-title: Chaos in cross-coupled BVP oscillators
  publication-title: Proceedings of the 2003 international symposium on circuits and systems, 2003
– volume: 22
  start-page: 24230
  year: 2022
  end-page: 24241
  ident: b63
  article-title: Integrated data augmentation for accelerometer time series in behavior recognition: Roles of sampling, balancing, and Fourier surrogates
  publication-title: IEEE Sens J
– volume: 61
  year: 2014
  ident: b80
  article-title: Lag-specific transfer entropy as a tool to assess cardiovascular and cardiorespiratory information transfer
  publication-title: IEEE Trans Biomed Eng
– year: 1999
  ident: b76
  article-title: Elements of information theory
– volume: 51
  start-page: 759
  year: 1995
  end-page: 760
  ident: b12
  article-title: Remark on “some simple chaotic flows”
  publication-title: Phys Rev E
– volume: 22 2
  year: 2012
  ident: b22
  article-title: Van der Pol and the history of relaxation oscillations: toward the emergence of a concept
  publication-title: Chaos
– volume: 27
  year: 2017
  ident: b8
  article-title: Atypical transistor-based chaotic oscillators: Design, realization, and diversity
  publication-title: Chaos
– volume: 27 7
  year: 2017
  ident: b65
  article-title: Atypical transistor-based chaotic oscillators: Design, realization, and diversity
  publication-title: Chaos
– volume: 16
  start-page: 285
  year: 1985
  end-page: 317
  ident: b70
  article-title: Determining Lyapunov exponents from a time series
  publication-title: Physica D
– volume: 5
  start-page: 1
  year: 2021
  end-page: 4
  ident: b64
  article-title: Data augmentation for inertial sensor data in CNNs for cattle behavior classification
  publication-title: IEEE Sens Lett
– volume: 101
  start-page: 371
  year: 1984
  end-page: 375
  ident: b33
  article-title: Period doubling and chaotic behavior in a driven toda oscillator
  publication-title: Phys Lett A
– volume: 129
  year: 2020
  ident: b4
  article-title: Dynamic analysis of an improper fractional-order laser chaotic system and its image encryption application
  publication-title: Opt Lasers Eng
– volume: 20
  year: 2020
  ident: b57
  article-title: ECG identification for personal authentication using LSTM-based deep recurrent neural networks
  publication-title: Sensors
– volume: 20
  year: 2010
  ident: b38
  article-title: Hyperbolic chaos in the klystron-type microwave vacuum tube oscillator
  publication-title: Chaos
– year: 2022
  ident: b23
  article-title: Elegant circuits
– volume: 58
  start-page: 240
  year: 2011
  end-page: 243
  ident: b36
  article-title: A new chaotic jerk circuit
  publication-title: IEEE Trans Circuits Syst II
– volume: 96
  year: 2021
  ident: b40
  article-title: On the modeling of some triodes-based nonlinear oscillators with complex dynamics: case of the Van der Pol oscillator
  publication-title: Phys Scr
– year: 2000
  ident: b14
  article-title: Simple chaotic systems and circuits
– volume: 85
  start-page: 461
  year: 2000
  end-page: 464
  ident: b77
  article-title: Measuring information transfer
  publication-title: Phys Rev Lett
– volume: 223
  year: 2020
  ident: b71
  article-title: Nested oscillations and brain connectivity during sequential stages of feature-based attention
  publication-title: Neuroimage
– volume: 238
  start-page: 589
  year: 2009
  end-page: 602
  ident: b73
  article-title: Novel routes to chaos through torus breakdown in non-invertible maps
  publication-title: Physica D
– volume: 162
  year: 2022
  ident: b68
  article-title: Synchronization phenomena in dual-transistor spiking oscillators realized experimentally towards physical reservoirs
  publication-title: Chaos Solitons Fractals
– volume: 22
  year: 2012
  ident: b35
  article-title: A chaotic circuit based on Hewlett–Packard memristor
  publication-title: Chaos
– start-page: iv
  year: 2018
  ident: b69
  article-title: Copyright
  publication-title: Signal processing for neuroscientists (second edition)
– volume: 42
  start-page: 201
  year: 1921
  end-page: 220
  ident: b17
  article-title: XXV. On the form of free triode vibrations
  publication-title: Lond Edinb Dublin Philos Mag J Sci
– volume: 9
  start-page: 21332
  year: 2021
  end-page: 21344
  ident: b6
  article-title: Finite time chaos synchronization in time-delay channel and its application to satellite image encryption in OFDM communication systems
  publication-title: IEEE Access
– year: 2000
  ident: b13
  article-title: Algebraically simple chaotic flows
– volume: 7
  start-page: 54638
  year: 2019
  end-page: 54657
  ident: b26
  article-title: Current-starved cross-coupled CMOS inverter rings as versatile generators of chaotic and neural-like dynamics over multiple frequency decades
  publication-title: IEEE Access
– volume: 4
  year: 2017
  ident: b72
  article-title: Communication between brain areas based on nested oscillations
  publication-title: eneuro
– volume: 24
  year: 2014
  ident: b9
  article-title: Experimental dynamical characterization of five autonomous chaotic oscillators with tunable series resistance
  publication-title: Chaos
– year: 2014
  ident: b24
  article-title: A concise guide to chaotic electronic circuits
– volume: 127
  start-page: 5486
  year: 2016
  end-page: 5490
  ident: b28
  article-title: Research progress of multi-scroll chaotic oscillators based on current-mode devices
  publication-title: Optik
– reference: Appleton EVS, van der Pol junr. D.Sc. B. XVI. On a type of oscillation-hysteresis in a simple triode generator. Philos Mag Ser 1 43:177–93.
– volume: 51
  start-page: 1034
  year: 2004
  end-page: 1043
  ident: b75
  article-title: BCI2000: a general-purpose brain-computer interface (BCI) system
  publication-title: IEEE Trans Biomed Eng
– volume: 8
  start-page: 2204
  year: 2017
  ident: b51
  article-title: Reservoir computing using dynamic memristors for temporal information processing
  publication-title: Nat Commun
– volume: 16
  start-page: 1
  year: 2021
  end-page: 32
  ident: b61
  article-title: An empirical survey of data augmentation for time series classification with neural networks
  publication-title: PLoS ONE
– volume: 12
  start-page: 408
  year: 2021
  ident: b52
  article-title: Dynamic memristor-based reservoir computing for high-efficiency temporal signal processing
  publication-title: Nat Commun
– volume: 33
  start-page: 1211
  year: 2023
  end-page: 1214
  ident: b31
  article-title: A K-band MMIC cross-coupled oscillator with high output power in 0.25-
  publication-title: IEEE Microw Wirel Technol Lett
– volume: 30
  year: 2020
  ident: b5
  article-title: A new 4D four-wing memristive hyperchaotic system: Dynamical analysis, electronic circuit design, shape synchronization and secure communication
  publication-title: Int J Bifurcation Chaos
– year: 2015
  ident: b2
  article-title: Nonlinear dynamics and chaos with applications to physics, biology, chemistry, and engineering
– volume: 34
  start-page: 6983
  year: 2023
  end-page: 7003
  ident: b46
  article-title: A review of recurrent neural network-based methods in computational physiology
  publication-title: IEEE Trans Neural Netw Learn Syst
– volume: 61
  start-page: 85
  year: 2015
  end-page: 117
  ident: b53
  article-title: Deep learning in neural networks: An overview
  publication-title: Neural Netw
– volume: 162
  year: 2022
  ident: b11
  article-title: Synchronization phenomena in dual-transistor spiking oscillators realized experimentally towards physical reservoirs
  publication-title: Chaos Solitons Fractals
– start-page: 583
  year: 2014
  end-page: 586
  ident: b32
  article-title: A low power quadrature and divide-by-two frequency VCO design mixer with charge-injection for biomedical applications
  publication-title: 2014 7th international conference on biomedical engineering and informatics
– volume: 115
  start-page: 100
  year: 2019
  end-page: 123
  ident: b49
  article-title: Recent advances in physical reservoir computing: A review
  publication-title: Neural Netw
– volume: 219
  start-page: 5113
  year: 2013
  end-page: 5122
  ident: b27
  article-title: A survey on the integrated design of chaotic oscillators
  publication-title: Appl Math Comput
– volume: 15
  start-page: 1191
  year: 2003
  end-page: 1253
  ident: b78
  article-title: Estimation of entropy and mutual information
  publication-title: Neural Comput
– start-page: 6
  year: 2017
  ident: b41
  article-title: The Korg nutube 6P1
– volume: 64
  start-page: 501
  year: 1976
  end-page: 531
  ident: b43
  article-title: Speech recognition by machine: A review
  publication-title: Proc IEEE
– volume: 1
  start-page: 445
  year: 1961
  end-page: 466
  ident: b19
  article-title: Impulses and physiological states in theoretical models of nerve membrane
  publication-title: Biophys J
– volume: 86
  start-page: 2278
  year: 1998
  end-page: 2324
  ident: b58
  article-title: Gradient-based learning applied to document recognition
  publication-title: Proc IEEE
– volume: 157
  year: 2022
  ident: b10
  article-title: Mechanisms of chaos generation in an atypical single-transistor oscillator
  publication-title: Chaos Solitons Fractals
– volume: 2
  start-page: 468
  year: 2011
  ident: b50
  article-title: Information processing using a single dynamical node as complex system
  publication-title: Nat Commun
– year: 2002
  ident: b1
  article-title: Chaos in dynamical systems
– volume: 45
  start-page: 306
  year: 2012
  end-page: 313
  ident: b15
  article-title: Hartley’s oscillator: The simplest chaotic two-component circuit
  publication-title: Chaos Solitons Fractals
– volume: 24
  start-page: 21479
  year: 2024
  end-page: 21489
  ident: b55
  article-title: Gait activity classification with convolutional neural network using lower limb angle measurement from inertial sensors
  publication-title: IEEE Sens J
– volume: 153
  start-page: 506
  year: 2006
  end-page: 510
  ident: b30
  article-title: Cross-coupled chaotic oscillators and application to random bit generation
  publication-title: IEE Proc - Circuits Devices Syst
– volume: 12
  start-page: 92306
  year: 2024
  end-page: 92327
  ident: b44
  article-title: Deep learning models for time series forecasting: A review
  publication-title: IEEE Access
– volume: 10
  start-page: 750
  year: 2019
  end-page: 757
  ident: b56
  article-title: Arrhythmia detection using gated recurrent unit network with ECG signals
  publication-title: J Med Imag Health Inform
– volume: 30
  start-page: 1958
  year: 2008
  end-page: 1970
  ident: b60
  article-title: 80 Million tiny images: A large data set for nonparametric object and scene recognition
  publication-title: IEEE Trans Pattern Anal Mach Intell
– volume: 83
  start-page: 242
  year: 2021
  end-page: 256
  ident: b42
  article-title: Artificial intelligence and machine learning for medical imaging: A technology review
  publication-title: Phys Medica
– volume: 126
  start-page: 351
  year: 2019
  end-page: 360
  ident: b16
  article-title: High frequency Colpitts’ oscillator: A simple configuration for chaos generation
  publication-title: Chaos Solitons Fractals
– volume: E107.C
  start-page: 376
  year: 2024
  end-page: 391
  ident: b3
  article-title: Chaos and synchronization - potential ingredients of innovation in analog circuit design?
  publication-title: IEICE Trans Electron
– volume: 2
  start-page: 721
  year: 2020
  ident: b59
  article-title: Time series classification: Nearest neighbor versus deep learning models
  publication-title: SN Appl Sci
– volume: 6
  start-page: 763
  year: 1928
  end-page: 775
  ident: b21
  article-title: LXXII. The heartbeat considered as a relaxation oscillation, and an electrical model of the heart
  publication-title: Philos Mag Ser 1
– volume: 47
  start-page: 1349
  year: 1981
  end-page: 1352
  ident: b34
  article-title: Period doubling and chaotic behavior in a driven anharmonic oscillator
  publication-title: Phys Rev Lett
– volume: 49
  start-page: 2029
  year: 2018
  ident: b66
  article-title: Across neurons and silicon: Some experiments regarding the pervasiveness of nonlinear phenomena
  publication-title: Acta Phys Pol B
– volume: 166
  year: 2023
  ident: b74
  article-title: Experimental observation of chaotic hysteresis in Chua’s circuit driven by slow voltage forcing
  publication-title: Chaos Solitons Fractals
– volume: 168
  year: 2023
  ident: b62
  article-title: Accelerometer time series augmentation through externally driving a non-linear dynamical system
  publication-title: Chaos Solitons Fractals
– volume: 165
  year: 2022
  ident: b67
  article-title: Incomplete synchronization of chaos under frequency-limited coupling: Observations in single-transistor microwave oscillators
  publication-title: Chaos Solitons Fractals
– volume: 58
  start-page: 1888
  year: 2011
  end-page: 1896
  ident: b37
  article-title: Design of time-delay chaotic electronic circuits
  publication-title: IEEE Trans Circuits Syst I Regul Pap
– volume: 7
  start-page: 158820
  year: 2019
  end-page: 158846
  ident: b48
  article-title: Comprehensive review of artificial neural network applications to pattern recognition
  publication-title: IEEE Access
– start-page: 61
  year: 2022
  end-page: 109
  ident: b47
  article-title: Feed-forward neural networks
  publication-title: Applied deep learning with tensorFlow 2: learn to implement advanced deep learning techniques with python
– volume: 69
  year: 2004
  ident: b79
  article-title: Estimating mutual information
  publication-title: Phys Rev E
– start-page: 145
  year: 2023
  end-page: 161
  ident: b45
  article-title: A systematic review on ECG and EMG biomedical signal using deep-learning approaches
  publication-title: Artificial intelligence-based healthcare systems
– volume: 50
  start-page: 2061
  year: 1962
  end-page: 2070
  ident: b20
  article-title: An active pulse transmission line simulating nerve axon
  publication-title: Proc IRE
– volume: 45
  start-page: 306
  issue: 3
  year: 2012
  ident: 10.1016/j.chaos.2024.115886_b15
  article-title: Hartley’s oscillator: The simplest chaotic two-component circuit
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2011.12.017
– start-page: 61
  year: 2022
  ident: 10.1016/j.chaos.2024.115886_b47
  article-title: Feed-forward neural networks
– volume: 101
  start-page: 371
  issue: 8
  year: 1984
  ident: 10.1016/j.chaos.2024.115886_b33
  article-title: Period doubling and chaotic behavior in a driven toda oscillator
  publication-title: Phys Lett A
  doi: 10.1016/0375-9601(84)90604-2
– year: 1999
  ident: 10.1016/j.chaos.2024.115886_b76
– volume: 64
  start-page: 501
  issue: 4
  year: 1976
  ident: 10.1016/j.chaos.2024.115886_b43
  article-title: Speech recognition by machine: A review
  publication-title: Proc IEEE
  doi: 10.1109/PROC.1976.10158
– volume: 33
  start-page: 1211
  year: 2023
  ident: 10.1016/j.chaos.2024.115886_b31
  article-title: A K-band MMIC cross-coupled oscillator with high output power in 0.25-μm GaN HEMT
  publication-title: IEEE Microw Wirel Technol Lett
  doi: 10.1109/LMWT.2023.3271989
– volume: 165
  year: 2022
  ident: 10.1016/j.chaos.2024.115886_b67
  article-title: Incomplete synchronization of chaos under frequency-limited coupling: Observations in single-transistor microwave oscillators
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2022.112854
– volume: 7
  start-page: 54638
  year: 2019
  ident: 10.1016/j.chaos.2024.115886_b26
  article-title: Current-starved cross-coupled CMOS inverter rings as versatile generators of chaotic and neural-like dynamics over multiple frequency decades
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2019.2912903
– volume: 7
  start-page: 174793
  year: 2019
  ident: 10.1016/j.chaos.2024.115886_b7
  article-title: Connectivity influences on nonlinear dynamics in weakly-synchronized networks: Insights from Rössler systems, electronic chaotic oscillators, model and biological neurons
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2019.2957014
– volume: 61
  year: 2014
  ident: 10.1016/j.chaos.2024.115886_b80
  article-title: Lag-specific transfer entropy as a tool to assess cardiovascular and cardiorespiratory information transfer
  publication-title: IEEE Trans Biomed Eng
  doi: 10.1109/TBME.2014.2323131
– volume: 162
  year: 2022
  ident: 10.1016/j.chaos.2024.115886_b11
  article-title: Synchronization phenomena in dual-transistor spiking oscillators realized experimentally towards physical reservoirs
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2022.112415
– volume: Vol. 3
  year: 2003
  ident: 10.1016/j.chaos.2024.115886_b29
  article-title: Chaos in cross-coupled BVP oscillators
– volume: 22
  issue: 2
  year: 2012
  ident: 10.1016/j.chaos.2024.115886_b35
  article-title: A chaotic circuit based on Hewlett–Packard memristor
  publication-title: Chaos
  doi: 10.1063/1.4729135
– volume: 55
  start-page: 1788
  year: 2010
  ident: 10.1016/j.chaos.2024.115886_b39
  article-title: Wideband chaotic oscillators based on turbulent electron flows with internal electronic feedback
  publication-title: Tech Phys
  doi: 10.1134/S1063784210120133
– volume: 5
  start-page: 1
  issue: 11
  year: 2021
  ident: 10.1016/j.chaos.2024.115886_b64
  article-title: Data augmentation for inertial sensor data in CNNs for cattle behavior classification
  publication-title: IEEE Sens Lett
  doi: 10.1109/LSENS.2021.3119056
– volume: 83
  start-page: 242
  year: 2021
  ident: 10.1016/j.chaos.2024.115886_b42
  article-title: Artificial intelligence and machine learning for medical imaging: A technology review
  publication-title: Phys Medica
  doi: 10.1016/j.ejmp.2021.04.016
– volume: 12
  start-page: 92306
  year: 2024
  ident: 10.1016/j.chaos.2024.115886_b44
  article-title: Deep learning models for time series forecasting: A review
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2024.3422528
– volume: 50
  start-page: 2061
  issue: 10
  year: 1962
  ident: 10.1016/j.chaos.2024.115886_b20
  article-title: An active pulse transmission line simulating nerve axon
  publication-title: Proc IRE
  doi: 10.1109/JRPROC.1962.288235
– volume: 58
  start-page: 240
  issue: 4
  year: 2011
  ident: 10.1016/j.chaos.2024.115886_b36
  article-title: A new chaotic jerk circuit
  publication-title: IEEE Trans Circuits Syst II
– volume: 1
  start-page: 445
  issue: 6
  year: 1961
  ident: 10.1016/j.chaos.2024.115886_b19
  article-title: Impulses and physiological states in theoretical models of nerve membrane
  publication-title: Biophys J
  doi: 10.1016/S0006-3495(61)86902-6
– volume: 42
  start-page: 201
  issue: 248
  year: 1921
  ident: 10.1016/j.chaos.2024.115886_b17
  article-title: XXV. On the form of free triode vibrations
  publication-title: Lond Edinb Dublin Philos Mag J Sci
  doi: 10.1080/14786442108633755
– volume: 2
  start-page: 721
  issue: 4
  year: 2020
  ident: 10.1016/j.chaos.2024.115886_b59
  article-title: Time series classification: Nearest neighbor versus deep learning models
  publication-title: SN Appl Sci
  doi: 10.1007/s42452-020-2506-9
– volume: 223
  year: 2020
  ident: 10.1016/j.chaos.2024.115886_b71
  article-title: Nested oscillations and brain connectivity during sequential stages of feature-based attention
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2020.117354
– ident: 10.1016/j.chaos.2024.115886_b18
  doi: 10.1080/14786442208633861
– volume: 20
  issue: 11
  year: 2020
  ident: 10.1016/j.chaos.2024.115886_b57
  article-title: ECG identification for personal authentication using LSTM-based deep recurrent neural networks
  publication-title: Sensors
  doi: 10.3390/s20113069
– volume: 27 7
  year: 2017
  ident: 10.1016/j.chaos.2024.115886_b65
  article-title: Atypical transistor-based chaotic oscillators: Design, realization, and diversity
  publication-title: Chaos
– volume: 96
  issue: 12
  year: 2021
  ident: 10.1016/j.chaos.2024.115886_b40
  article-title: On the modeling of some triodes-based nonlinear oscillators with complex dynamics: case of the Van der Pol oscillator
  publication-title: Phys Scr
– volume: 126
  start-page: 351
  year: 2019
  ident: 10.1016/j.chaos.2024.115886_b16
  article-title: High frequency Colpitts’ oscillator: A simple configuration for chaos generation
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2019.07.020
– volume: 10
  start-page: 750
  issue: 3
  year: 2019
  ident: 10.1016/j.chaos.2024.115886_b56
  article-title: Arrhythmia detection using gated recurrent unit network with ECG signals
  publication-title: J Med Imag Health Inform
  doi: 10.1166/jmihi.2020.2928
– year: 2014
  ident: 10.1016/j.chaos.2024.115886_b24
– volume: 14
  start-page: 2513
  year: 2004
  ident: 10.1016/j.chaos.2024.115886_b25
  article-title: Simple chaotic circuit using CMOS ring oscillators
  publication-title: Int J Bifurc Chaos
  doi: 10.1142/S0218127404010795
– volume: 15
  start-page: 1191
  issue: 6
  year: 2003
  ident: 10.1016/j.chaos.2024.115886_b78
  article-title: Estimation of entropy and mutual information
  publication-title: Neural Comput
  doi: 10.1162/089976603321780272
– volume: 162
  year: 2022
  ident: 10.1016/j.chaos.2024.115886_b68
  article-title: Synchronization phenomena in dual-transistor spiking oscillators realized experimentally towards physical reservoirs
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2022.112415
– volume: 129
  year: 2020
  ident: 10.1016/j.chaos.2024.115886_b4
  article-title: Dynamic analysis of an improper fractional-order laser chaotic system and its image encryption application
  publication-title: Opt Lasers Eng
  doi: 10.1016/j.optlaseng.2020.106031
– volume: 219
  start-page: 5113
  issue: 10
  year: 2013
  ident: 10.1016/j.chaos.2024.115886_b27
  article-title: A survey on the integrated design of chaotic oscillators
  publication-title: Appl Math Comput
– volume: 22 2
  year: 2012
  ident: 10.1016/j.chaos.2024.115886_b22
  article-title: Van der Pol and the history of relaxation oscillations: toward the emergence of a concept
  publication-title: Chaos
– volume: 127
  start-page: 5486
  issue: 13
  year: 2016
  ident: 10.1016/j.chaos.2024.115886_b28
  article-title: Research progress of multi-scroll chaotic oscillators based on current-mode devices
  publication-title: Optik
  doi: 10.1016/j.ijleo.2016.03.048
– volume: 47
  start-page: 1349
  year: 1981
  ident: 10.1016/j.chaos.2024.115886_b34
  article-title: Period doubling and chaotic behavior in a driven anharmonic oscillator
  publication-title: Phys Rev Lett
  doi: 10.1103/PhysRevLett.47.1349
– volume: 86
  start-page: 2278
  issue: 11
  year: 1998
  ident: 10.1016/j.chaos.2024.115886_b58
  article-title: Gradient-based learning applied to document recognition
  publication-title: Proc IEEE
  doi: 10.1109/5.726791
– volume: 6
  start-page: 763
  year: 1928
  ident: 10.1016/j.chaos.2024.115886_b21
  article-title: LXXII. The heartbeat considered as a relaxation oscillation, and an electrical model of the heart
  publication-title: Philos Mag Ser 1
  doi: 10.1080/14786441108564652
– volume: 238
  start-page: 589
  issue: 5
  year: 2009
  ident: 10.1016/j.chaos.2024.115886_b73
  article-title: Novel routes to chaos through torus breakdown in non-invertible maps
  publication-title: Physica D
  doi: 10.1016/j.physd.2008.12.012
– volume: 27
  issue: 7
  year: 2017
  ident: 10.1016/j.chaos.2024.115886_b8
  article-title: Atypical transistor-based chaotic oscillators: Design, realization, and diversity
  publication-title: Chaos
  doi: 10.1063/1.4994815
– volume: E107.C
  start-page: 376
  issue: 10
  year: 2024
  ident: 10.1016/j.chaos.2024.115886_b3
  article-title: Chaos and synchronization - potential ingredients of innovation in analog circuit design?
  publication-title: IEICE Trans Electron
  doi: 10.1587/transele.2023CTI0001
– volume: 7
  start-page: 158820
  year: 2019
  ident: 10.1016/j.chaos.2024.115886_b48
  article-title: Comprehensive review of artificial neural network applications to pattern recognition
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2019.2945545
– volume: 30
  issue: 10
  year: 2020
  ident: 10.1016/j.chaos.2024.115886_b5
  article-title: A new 4D four-wing memristive hyperchaotic system: Dynamical analysis, electronic circuit design, shape synchronization and secure communication
  publication-title: Int J Bifurcation Chaos
  doi: 10.1142/S0218127420501473
– volume: 115
  start-page: 100
  year: 2019
  ident: 10.1016/j.chaos.2024.115886_b49
  article-title: Recent advances in physical reservoir computing: A review
  publication-title: Neural Netw
  doi: 10.1016/j.neunet.2019.03.005
– year: 2000
  ident: 10.1016/j.chaos.2024.115886_b13
– volume: 34
  start-page: 6983
  issue: 10
  year: 2023
  ident: 10.1016/j.chaos.2024.115886_b46
  article-title: A review of recurrent neural network-based methods in computational physiology
  publication-title: IEEE Trans Neural Netw Learn Syst
  doi: 10.1109/TNNLS.2022.3145365
– volume: 69
  year: 2004
  ident: 10.1016/j.chaos.2024.115886_b79
  article-title: Estimating mutual information
  publication-title: Phys Rev E
  doi: 10.1103/PhysRevE.69.066138
– volume: 51
  start-page: 759
  year: 1995
  ident: 10.1016/j.chaos.2024.115886_b12
  article-title: Remark on “some simple chaotic flows”
  publication-title: Phys Rev E
  doi: 10.1103/PhysRevE.51.759
– volume: 30
  start-page: 1958
  issue: 11
  year: 2008
  ident: 10.1016/j.chaos.2024.115886_b60
  article-title: 80 Million tiny images: A large data set for nonparametric object and scene recognition
  publication-title: IEEE Trans Pattern Anal Mach Intell
  doi: 10.1109/TPAMI.2008.128
– volume: 49
  start-page: 2029
  year: 2018
  ident: 10.1016/j.chaos.2024.115886_b66
  article-title: Across neurons and silicon: Some experiments regarding the pervasiveness of nonlinear phenomena
  publication-title: Acta Phys Pol B
  doi: 10.5506/APhysPolB.49.2029
– start-page: 6
  year: 2017
  ident: 10.1016/j.chaos.2024.115886_b41
– start-page: iv
  year: 2018
  ident: 10.1016/j.chaos.2024.115886_b69
  article-title: Copyright
– volume: 85
  start-page: 461
  year: 2000
  ident: 10.1016/j.chaos.2024.115886_b77
  article-title: Measuring information transfer
  publication-title: Phys Rev Lett
  doi: 10.1103/PhysRevLett.85.461
– volume: 157
  year: 2022
  ident: 10.1016/j.chaos.2024.115886_b10
  article-title: Mechanisms of chaos generation in an atypical single-transistor oscillator
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2022.111878
– volume: 4
  issue: 2
  year: 2017
  ident: 10.1016/j.chaos.2024.115886_b72
  article-title: Communication between brain areas based on nested oscillations
  publication-title: eneuro
  doi: 10.1523/ENEURO.0153-16.2017
– volume: 61
  start-page: 85
  year: 2015
  ident: 10.1016/j.chaos.2024.115886_b53
  article-title: Deep learning in neural networks: An overview
  publication-title: Neural Netw
  doi: 10.1016/j.neunet.2014.09.003
– volume: 24
  start-page: 21479
  issue: 13
  year: 2024
  ident: 10.1016/j.chaos.2024.115886_b55
  article-title: Gait activity classification with convolutional neural network using lower limb angle measurement from inertial sensors
  publication-title: IEEE Sens J
  doi: 10.1109/JSEN.2024.3400296
– volume: 153
  start-page: 506
  year: 2006
  ident: 10.1016/j.chaos.2024.115886_b30
  article-title: Cross-coupled chaotic oscillators and application to random bit generation
  publication-title: IEE Proc - Circuits Devices Syst
  doi: 10.1049/ip-cds:20050100
– volume: 166
  year: 2023
  ident: 10.1016/j.chaos.2024.115886_b74
  article-title: Experimental observation of chaotic hysteresis in Chua’s circuit driven by slow voltage forcing
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2022.112927
– start-page: 583
  year: 2014
  ident: 10.1016/j.chaos.2024.115886_b32
  article-title: A low power quadrature and divide-by-two frequency VCO design mixer with charge-injection for biomedical applications
– volume: 20
  issue: 4
  year: 2010
  ident: 10.1016/j.chaos.2024.115886_b38
  article-title: Hyperbolic chaos in the klystron-type microwave vacuum tube oscillator
  publication-title: Chaos
  doi: 10.1063/1.3494156
– volume: 58
  start-page: 1888
  issue: 8
  year: 2011
  ident: 10.1016/j.chaos.2024.115886_b37
  article-title: Design of time-delay chaotic electronic circuits
  publication-title: IEEE Trans Circuits Syst I Regul Pap
  doi: 10.1109/TCSI.2011.2107190
– volume: 2
  start-page: 468
  issue: 1
  year: 2011
  ident: 10.1016/j.chaos.2024.115886_b50
  article-title: Information processing using a single dynamical node as complex system
  publication-title: Nat Commun
  doi: 10.1038/ncomms1476
– volume: 12
  start-page: 408
  issue: 1
  year: 2021
  ident: 10.1016/j.chaos.2024.115886_b52
  article-title: Dynamic memristor-based reservoir computing for high-efficiency temporal signal processing
  publication-title: Nat Commun
  doi: 10.1038/s41467-020-20692-1
– year: 2022
  ident: 10.1016/j.chaos.2024.115886_b23
– volume: 24
  issue: 3
  year: 2014
  ident: 10.1016/j.chaos.2024.115886_b9
  article-title: Experimental dynamical characterization of five autonomous chaotic oscillators with tunable series resistance
  publication-title: Chaos
  doi: 10.1063/1.4890530
– volume: 16
  start-page: 285
  issue: 3
  year: 1985
  ident: 10.1016/j.chaos.2024.115886_b70
  article-title: Determining Lyapunov exponents from a time series
  publication-title: Physica D
  doi: 10.1016/0167-2789(85)90011-9
– start-page: 145
  year: 2023
  ident: 10.1016/j.chaos.2024.115886_b45
  article-title: A systematic review on ECG and EMG biomedical signal using deep-learning approaches
– volume: 22
  start-page: 24230
  issue: 24
  year: 2022
  ident: 10.1016/j.chaos.2024.115886_b63
  article-title: Integrated data augmentation for accelerometer time series in behavior recognition: Roles of sampling, balancing, and Fourier surrogates
  publication-title: IEEE Sens J
  doi: 10.1109/JSEN.2022.3219594
– year: 2002
  ident: 10.1016/j.chaos.2024.115886_b1
– volume: 51
  start-page: 1034
  issue: 6
  year: 2004
  ident: 10.1016/j.chaos.2024.115886_b75
  article-title: BCI2000: a general-purpose brain-computer interface (BCI) system
  publication-title: IEEE Trans Biomed Eng
  doi: 10.1109/TBME.2004.827072
– volume: 16
  start-page: 1
  issue: 7
  year: 2021
  ident: 10.1016/j.chaos.2024.115886_b61
  article-title: An empirical survey of data augmentation for time series classification with neural networks
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0254841
– start-page: 1578
  year: 2017
  ident: 10.1016/j.chaos.2024.115886_b54
  article-title: Time series classification from scratch with deep neural networks: A strong baseline
– volume: 168
  year: 2023
  ident: 10.1016/j.chaos.2024.115886_b62
  article-title: Accelerometer time series augmentation through externally driving a non-linear dynamical system
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2023.113100
– year: 2015
  ident: 10.1016/j.chaos.2024.115886_b2
– volume: 8
  start-page: 2204
  issue: 1
  year: 2017
  ident: 10.1016/j.chaos.2024.115886_b51
  article-title: Reservoir computing using dynamic memristors for temporal information processing
  publication-title: Nat Commun
  doi: 10.1038/s41467-017-02337-y
– volume: 9
  start-page: 21332
  year: 2021
  ident: 10.1016/j.chaos.2024.115886_b6
  article-title: Finite time chaos synchronization in time-delay channel and its application to satellite image encryption in OFDM communication systems
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2021.3055580
– year: 2000
  ident: 10.1016/j.chaos.2024.115886_b14
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Snippet This study proposes a van der Pol-like complementary chaotic oscillator circuit. By exploiting components from both semiconductor and vacuum tube technologies,...
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elsevier
SourceType Index Database
Publisher
StartPage 115886
SubjectTerms Chaos generation
Data augmentation
Electroencephalogram
Oscillator
Transistor
Triode
Van der Pol
Title A van der Pol-like complementary chaotic oscillator: Design, physical realizations, dynamics, and physiological data augmentation prospect
URI https://dx.doi.org/10.1016/j.chaos.2024.115886
Volume 191
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