Year 2021,
Volume: 11 Issue: 3, 1887 - 1895, 01.09.2021
Ertuğrul Karakulak
,
Rabia Korkmaz Tan
,
Reşat Mutlu
References
- Boshan, C, Jiejie, C, 2012. Bifurcation and chaotic behavior of a discrete singular biological economic system. Applied Mathematics and Computation 219, 5: 2371-2386.
- Chen Q, Wang J, Yang S, Qin Y., Deng B., and Wei X, 2017. A real-time FPGA implementation of a biologically inspired central pattern generator network, Neurocomputing, 244, 63–80.
- Elabbasy E M, Elsadany A A, and Zhang Y, 2014. Bifurcation analysis and chaos in a discrete reduced lorenz system. Applied Mathematics and Computation 228(2014), 184–194.
- Ghaziani R K, Goverts K, Sonck C, 2012. Resonance and bifurcation a discrete time predator-prey system with Holling functional response. Nonlinear Analysis Real World Applications 13 (2012), 1451–1465.
- Gleria IM, Figueiredo A, Rocha Filho, T M, 2001. Stability Properties of a General Class of Nonlinear Dynamical Systems. J.Phys A: Math. Gen. 34 3561-3575.
- Goel NS, Maitra SC, and Montroll EW, 1971. On the Voltera and other nonlinear models of interacting populations. Rev. Modern Phys. 43, 231-276.
- Gomar S, and Ahmadi A, 2014. Digital Multiplierless Implementation of Biological Adaptive-Exponential Neuron Model, IEEE Trans. Circuits Syst. I Regul. Pap., 61(4), 1206–1219.
- He X, Liao M. & Xu C, 2011. Stability and Hopf Bifurcation analysis for a Lotka- Volterra predator-prey models with two delays, Int. J. Appl. Math. Comput., 21(1), 97- 107.
- Kermack W O, and Mckendrick A G, 1927. A contribution to the mathematical theory of epidemics, Proceeding of Royal Society of London, Series A, Containing Papers of a Mathematical and Physical Character, 115(772), 700-72.
- Kerner E H, 1957. The bulletin of mathematical biophysics. 19 (1957), 121.
- Kimura M and Weiss G H, 1964. The stepping stone model of population structure and the decrease of genetic correlation with distance, Genetics 49 (1964), 561-576.
- Korkmaz Tan R, and Bora Ş, 2019. Adaptive parameter tuning for agent-based modeling and simulation. Simulation: Transactions of the Society for Modeling and Simulation International, 95(9) 771-796.
- Lotka A J, 1926. Elements of physical biology. Science Progress in the Twentieth Century, 21(82): 341-343.
- Scheiner ER, 1996. Invitation to Dynamical Systems, The John Hopkins University Press, Washington, D.C.
- Volterra V, 1978. Variazioni et fluttuazioni del numero d’individui in specie animali conviventi, Scudo ve Ziegler (Trans.), R. Comitato Talassografico Memoria, 6 (2), 31-113p.
- Yener SC, Barbaros C, Mutlu R and Karakulak E, 2017. Implementation of Microcontroller-Based Memristive Chaotic Circuit, Acta Phys. Pol. A, 132(3), 1058–1061.
- Yener ŞÇ, Barbaros C, Mutlu R and Karakulak E, 2018. Design of a Microcontroller-Based Chaotic Circuit of Lorenz Equations, in International Conference on Science and Technology ICONST 2018 5-9 September 2018 Prizren - KOSOVO, pp. 612–615.
- Yener ŞÇ, Mutlu R, 2018. A Microcontroller-Based ECG Signal Generator Design Utilizing Microcontroller PWM Output and Experimental ECG Data, The Scientific Meeting on Electrical-Electronics Biomedical Engineering and Computer Science in 2018 (EBBT’2018) (18.04.2018-19.04.2018).
- Yener SC, Mutlu R, 2019. - A Microcontroller Implementation Of Hindmarsh- Rose Neuron Model-Based Biological Central Pattern Generator, 1st International Informatics and Software Engineering Conference (UBMYK), 6-7 November 2019, Ankara.
- Zhang G, Yi S and Boshan C, 2014. Bifurcation analysis in a discrete differential-algebraic predator-prey system. International Journal of Bifucation and Chaos, 38 (2014), 4559–4048.
STM32F429 Discovery Board-Based Emulator for Lotka-Volterra Equations
Year 2021,
Volume: 11 Issue: 3, 1887 - 1895, 01.09.2021
Ertuğrul Karakulak
,
Rabia Korkmaz Tan
,
Reşat Mutlu
Abstract
Lotka-Volterra equations are commonly used in prey-predator population studies. Simulation programs are commonly used to produce solutions of Lotka-Volterra equations and to examine their initial value dependendence. In literature, chaotic waveform generators, ECG and EEG generators have been made and used for research and education. To the best of our knowledge, such an electrical circuit to produce the Lotka-Volterra waveforms does not exist. Such a circuit can be made using either analog or digital circuit components. However, such a device may be used for education in classroom and also to prove concepts by population researchers. In this study, implementation and experimental verification of the microcontroller-based circuit which solves LotkaVolterra equations in real time and produces its waveforms are presented. Euler method is used to solve the equation system in discrete time. Presented design has been implemented using an STM32F429 Discovery Board, two DACs and four opamps. The microcontroller sends the signals to the outputs of the circuit using digital-to-analog converters and opamps. The waveforms acquired experimentally from the implemented circuit outputs matches well with those obtained from numerical simulations.
References
- Boshan, C, Jiejie, C, 2012. Bifurcation and chaotic behavior of a discrete singular biological economic system. Applied Mathematics and Computation 219, 5: 2371-2386.
- Chen Q, Wang J, Yang S, Qin Y., Deng B., and Wei X, 2017. A real-time FPGA implementation of a biologically inspired central pattern generator network, Neurocomputing, 244, 63–80.
- Elabbasy E M, Elsadany A A, and Zhang Y, 2014. Bifurcation analysis and chaos in a discrete reduced lorenz system. Applied Mathematics and Computation 228(2014), 184–194.
- Ghaziani R K, Goverts K, Sonck C, 2012. Resonance and bifurcation a discrete time predator-prey system with Holling functional response. Nonlinear Analysis Real World Applications 13 (2012), 1451–1465.
- Gleria IM, Figueiredo A, Rocha Filho, T M, 2001. Stability Properties of a General Class of Nonlinear Dynamical Systems. J.Phys A: Math. Gen. 34 3561-3575.
- Goel NS, Maitra SC, and Montroll EW, 1971. On the Voltera and other nonlinear models of interacting populations. Rev. Modern Phys. 43, 231-276.
- Gomar S, and Ahmadi A, 2014. Digital Multiplierless Implementation of Biological Adaptive-Exponential Neuron Model, IEEE Trans. Circuits Syst. I Regul. Pap., 61(4), 1206–1219.
- He X, Liao M. & Xu C, 2011. Stability and Hopf Bifurcation analysis for a Lotka- Volterra predator-prey models with two delays, Int. J. Appl. Math. Comput., 21(1), 97- 107.
- Kermack W O, and Mckendrick A G, 1927. A contribution to the mathematical theory of epidemics, Proceeding of Royal Society of London, Series A, Containing Papers of a Mathematical and Physical Character, 115(772), 700-72.
- Kerner E H, 1957. The bulletin of mathematical biophysics. 19 (1957), 121.
- Kimura M and Weiss G H, 1964. The stepping stone model of population structure and the decrease of genetic correlation with distance, Genetics 49 (1964), 561-576.
- Korkmaz Tan R, and Bora Ş, 2019. Adaptive parameter tuning for agent-based modeling and simulation. Simulation: Transactions of the Society for Modeling and Simulation International, 95(9) 771-796.
- Lotka A J, 1926. Elements of physical biology. Science Progress in the Twentieth Century, 21(82): 341-343.
- Scheiner ER, 1996. Invitation to Dynamical Systems, The John Hopkins University Press, Washington, D.C.
- Volterra V, 1978. Variazioni et fluttuazioni del numero d’individui in specie animali conviventi, Scudo ve Ziegler (Trans.), R. Comitato Talassografico Memoria, 6 (2), 31-113p.
- Yener SC, Barbaros C, Mutlu R and Karakulak E, 2017. Implementation of Microcontroller-Based Memristive Chaotic Circuit, Acta Phys. Pol. A, 132(3), 1058–1061.
- Yener ŞÇ, Barbaros C, Mutlu R and Karakulak E, 2018. Design of a Microcontroller-Based Chaotic Circuit of Lorenz Equations, in International Conference on Science and Technology ICONST 2018 5-9 September 2018 Prizren - KOSOVO, pp. 612–615.
- Yener ŞÇ, Mutlu R, 2018. A Microcontroller-Based ECG Signal Generator Design Utilizing Microcontroller PWM Output and Experimental ECG Data, The Scientific Meeting on Electrical-Electronics Biomedical Engineering and Computer Science in 2018 (EBBT’2018) (18.04.2018-19.04.2018).
- Yener SC, Mutlu R, 2019. - A Microcontroller Implementation Of Hindmarsh- Rose Neuron Model-Based Biological Central Pattern Generator, 1st International Informatics and Software Engineering Conference (UBMYK), 6-7 November 2019, Ankara.
- Zhang G, Yi S and Boshan C, 2014. Bifurcation analysis in a discrete differential-algebraic predator-prey system. International Journal of Bifucation and Chaos, 38 (2014), 4559–4048.