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2016 | OriginalPaper | Chapter

Memristive and Memcapacitive Models of Physarum Learning

Authors : Y. V. Pershin, M. Di Ventra

Published in: Advances in Physarum Machines

Publisher: Springer International Publishing

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Abstract

We review a few models of adaptive circuits based on memory circuit elements and inspired by the adaptive behavior of the unicellular organism Physarum subjected to periodic temperature and humidity variations. Memory circuit elements are resistors, capacitors and inductors with memory whose state depends on the history of signals applied. When these devices are subjected to a time-dependent input their states demonstrate an adaptive functionality that can be used, e.g., to mimic the adaptation of biological systems to a time-dependent environment. Similar to experimental observations, these circuits demonstrate learning and anticipation to future signal (environmental) changes. This work shows the potential of memory circuit elements to model various biological processes in different setups and their use in a new type of adaptive electronics.

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Literature
1.
go back to reference Adamatzky, A.: Physarum Machines: Computers From Slime Mould. World Scientific Publishing (2010) Adamatzky, A.: Physarum Machines: Computers From Slime Mould. World Scientific Publishing (2010)
2.
go back to reference Adamatzky, A., Jones, J.: Road planning with slime mould: If Physarum built motorways it would route M6/M74 through Newcastle. Int. J. Bifurcation Chaos 20, 3065 (2010)MathSciNetCrossRef Adamatzky, A., Jones, J.: Road planning with slime mould: If Physarum built motorways it would route M6/M74 through Newcastle. Int. J. Bifurcation Chaos 20, 3065 (2010)MathSciNetCrossRef
3.
go back to reference Adamatzky, A., Schubert, T.: Slime mold microfluidic logical gates. Mater. Today 17(2), 86–91 (2014)CrossRef Adamatzky, A., Schubert, T.: Slime mold microfluidic logical gates. Mater. Today 17(2), 86–91 (2014)CrossRef
4.
go back to reference Buchli, J., Ijspeert. A.: A simple, adaptive locomotion toy-system. In: Schaal, S., Ijspeert, A., Billard, A., Vijayakumar, A., Hallam, J., Meyer, J.: Animals to Animats 8. Proceedings of the Eighth International Conference on the Simulation of Adaptive Behavior (SAB04), pp. 153162. MIT Press (2004) Buchli, J., Ijspeert. A.: A simple, adaptive locomotion toy-system. In: Schaal, S., Ijspeert, A., Billard, A., Vijayakumar, A., Hallam, J., Meyer, J.: Animals to Animats 8. Proceedings of the Eighth International Conference on the Simulation of Adaptive Behavior (SAB04), pp. 153162. MIT Press (2004)
5.
go back to reference Chua, L.O.: Memristor–the missing circuit element. IEEE Trans. Circuit Theory 18, 507–519 (1971)CrossRef Chua, L.O.: Memristor–the missing circuit element. IEEE Trans. Circuit Theory 18, 507–519 (1971)CrossRef
7.
go back to reference Di Ventra, M., Pershin, Y.V.: Memory materials: a unifying description. Mater. Today 14, 584 (2011)CrossRef Di Ventra, M., Pershin, Y.V.: Memory materials: a unifying description. Mater. Today 14, 584 (2011)CrossRef
8.
go back to reference Di Ventra, M., Pershin, Y.V.: On the physical properties of memristive, memcapacitive, and meminductive systems. Nanotechnology 24, 255201 (2013)CrossRef Di Ventra, M., Pershin, Y.V.: On the physical properties of memristive, memcapacitive, and meminductive systems. Nanotechnology 24, 255201 (2013)CrossRef
9.
go back to reference Di Ventra, M., Pershin, Y.V., Chua, L.O.: Circuit elements with memory: Memristors, memcapacitors, and meminductors. Proc. IEEE 97(10), 1717–1724 (2009)CrossRef Di Ventra, M., Pershin, Y.V., Chua, L.O.: Circuit elements with memory: Memristors, memcapacitors, and meminductors. Proc. IEEE 97(10), 1717–1724 (2009)CrossRef
10.
go back to reference Lai, Q., Zhang, L., Li, Z., Stickle, W.F., Williams, R.S., Chen, Y.: Analog memory capacitor based on field-configurable ion-doped polymers. Appl. Phys. Lett. 95, 213503 (2009)CrossRef Lai, Q., Zhang, L., Li, Z., Stickle, W.F., Williams, R.S., Chen, Y.: Analog memory capacitor based on field-configurable ion-doped polymers. Appl. Phys. Lett. 95, 213503 (2009)CrossRef
11.
go back to reference Martinez-Rincon, J., Pershin, Y.V.: Bistable non-volatile elastic membrane memcapacitor exhibiting chaotic behavior. IEEE Trans. El. Dev. 58, 1809 (2011)CrossRef Martinez-Rincon, J., Pershin, Y.V.: Bistable non-volatile elastic membrane memcapacitor exhibiting chaotic behavior. IEEE Trans. El. Dev. 58, 1809 (2011)CrossRef
12.
go back to reference Martinez-Rincon, J., Di Ventra, M., Pershin, Y.V.: Solid-state memcapacitive system with negative and diverging capacitance. Phys. Rev. B 81, 195430 (2010)CrossRef Martinez-Rincon, J., Di Ventra, M., Pershin, Y.V.: Solid-state memcapacitive system with negative and diverging capacitance. Phys. Rev. B 81, 195430 (2010)CrossRef
13.
go back to reference Nakagaki, T., Yamada, H., Toth, A.: Intelligence: Maze-solving by an amoeboid organism. Nature 407, 470 (2000)CrossRef Nakagaki, T., Yamada, H., Toth, A.: Intelligence: Maze-solving by an amoeboid organism. Nature 407, 470 (2000)CrossRef
14.
go back to reference Pershin, Y.V., Di Ventra, M.: Spin memristive systems: spin memory effects in semiconductor spintronics. Phys. Rev. B, 78, 113309-1-113309-4 (2008) Pershin, Y.V., Di Ventra, M.: Spin memristive systems: spin memory effects in semiconductor spintronics. Phys. Rev. B, 78, 113309-1-113309-4 (2008)
15.
go back to reference Pershin, Y.V., Di Ventra, M.: Memory effects in complex materials and nanoscale systems. Adv. Phys. 60, 145–227 (2011)CrossRef Pershin, Y.V., Di Ventra, M.: Memory effects in complex materials and nanoscale systems. Adv. Phys. 60, 145–227 (2011)CrossRef
16.
go back to reference Pershin, Y.V., La Fontaine, S., Di Ventra, M.: Memristive model of amoeba learning. Phys. Rev. E 80, 021926 (2009)CrossRef Pershin, Y.V., La Fontaine, S., Di Ventra, M.: Memristive model of amoeba learning. Phys. Rev. E 80, 021926 (2009)CrossRef
17.
go back to reference Pershin, Y.V., Traversa, F.L., Di Ventra, M.: Memcomputing with membrane memcapacitive systems. Nanotechnology 26(22), 225201 (2015)CrossRef Pershin, Y.V., Traversa, F.L., Di Ventra, M.: Memcomputing with membrane memcapacitive systems. Nanotechnology 26(22), 225201 (2015)CrossRef
18.
go back to reference Righetti, L., Buchli, J., Ijspeert, A.J.: Dynamic Hebbian learning in adaptive frequency oscillators. Physica D 216, 269–281 (2006)MathSciNetCrossRefMATH Righetti, L., Buchli, J., Ijspeert, A.J.: Dynamic Hebbian learning in adaptive frequency oscillators. Physica D 216, 269–281 (2006)MathSciNetCrossRefMATH
19.
go back to reference Righetti, L., Buchli, J., Ijspeert, A.J.: Adaptive frequency oscillators and applications. Open Cybern. Systemics J. 3, 64–69 (2009)MathSciNetCrossRefMATH Righetti, L., Buchli, J., Ijspeert, A.J.: Adaptive frequency oscillators and applications. Open Cybern. Systemics J. 3, 64–69 (2009)MathSciNetCrossRefMATH
20.
go back to reference Saigusa, T., Tero, A., Nakagaki, T., Kuramoto, Y.: Amoebae anticipate periodic events. Phys. Rev. Lett. 100, 018101 (2008)CrossRef Saigusa, T., Tero, A., Nakagaki, T., Kuramoto, Y.: Amoebae anticipate periodic events. Phys. Rev. Lett. 100, 018101 (2008)CrossRef
21.
go back to reference Tero, A., Kobayashi, R., Nakagaki, T.: Physarum solver: A biologically inspired method of road-network navigation. Physica A 363, 115–119 (2006)CrossRef Tero, A., Kobayashi, R., Nakagaki, T.: Physarum solver: A biologically inspired method of road-network navigation. Physica A 363, 115–119 (2006)CrossRef
22.
go back to reference Tero, A., Takagi, S., Saigusa, T., Ito, K., Bebber, D. P., Fricker, M. D., Yumiki, K., Kobayashi, R., Nakagaki, T.: Rules for biologically inspired adaptive network design. Science (New York, N.Y.) 327(5964), 439–442 (2010) Tero, A., Takagi, S., Saigusa, T., Ito, K., Bebber, D. P., Fricker, M. D., Yumiki, K., Kobayashi, R., Nakagaki, T.: Rules for biologically inspired adaptive network design. Science (New York, N.Y.) 327(5964), 439–442 (2010)
23.
go back to reference Traversa, F.L., Pershin, Y.V., Di Ventra, M.: Memory models of adaptive behaviour. IEEE Trans. Neural Netw. Learn. Syst. 24(9), 1437–1448 (2013)CrossRef Traversa, F.L., Pershin, Y.V., Di Ventra, M.: Memory models of adaptive behaviour. IEEE Trans. Neural Netw. Learn. Syst. 24(9), 1437–1448 (2013)CrossRef
24.
go back to reference Traversa, F.L., Bonani, F., Pershin, Y.V., Di Ventra, M.: Dynamic computing random access memory. Nanotechnology 25(28), 285201 (2014)CrossRef Traversa, F.L., Bonani, F., Pershin, Y.V., Di Ventra, M.: Dynamic computing random access memory. Nanotechnology 25(28), 285201 (2014)CrossRef
25.
go back to reference Tsuda, S., Zauner, K.-P., Gunji, Y.-P.: Robot control with biological cells. BioSystems 87, 215 (2007)CrossRef Tsuda, S., Zauner, K.-P., Gunji, Y.-P.: Robot control with biological cells. BioSystems 87, 215 (2007)CrossRef
26.
go back to reference Wang, X., Chen, Y., Xi, H., Li, H., Dimitrov, D.: Spintronic memristor through spin-torque-induced magnetization motion. El. Dev. Lett. 30, 294–297 (2009)CrossRef Wang, X., Chen, Y., Xi, H., Li, H., Dimitrov, D.: Spintronic memristor through spin-torque-induced magnetization motion. El. Dev. Lett. 30, 294–297 (2009)CrossRef
Metadata
Title
Memristive and Memcapacitive Models of Physarum Learning
Authors
Y. V. Pershin
M. Di Ventra
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-26662-6_21

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