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2018 | OriginalPaper | Chapter

Computers from Plants We Never Made: Speculations

Authors : Andrew Adamatzky, Simon Harding, Victor Erokhin, Richard Mayne, Nina Gizzie, Frantisek Baluška, Stefano Mancuso, Georgios Ch. Sirakoulis

Published in: Inspired by Nature

Publisher: Springer International Publishing

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Abstract

Plants are highly intelligent organisms. They continuously make distributed processing of sensory information, concurrent decision making and parallel actuation. The plants are efficient green computers per se. Outside in nature, the plants are programmed and hardwired to perform a narrow range of tasks aimed to maximize the plants’ ecological distribution, survival and reproduction. To ‘persuade’ plants to solve tasks outside their usual range of activities, we must either choose problem domains which homomorphic to the plants natural domains or modify biophysical properties of plants to make them organic electronic devices. We discuss possible designs and prototypes of computing systems that could be based on morphological development of roots, interaction of roots, and analog electrical computation with plants, and plant-derived electronic components. In morphological plant processors data are represented by initial configuration of roots and configurations of sources of attractants and repellents; results of computation are represented by topology of the roots’ network. Computation is implemented by the roots following gradients of attractants and repellents, as well as interacting with each other. Problems solvable by plant roots, in principle, include shortest-path, minimum spanning tree, Voronoi diagram, \(\alpha \)-shapes, convex subdivision of concave polygons. Electrical properties of plants can be modified by loading the plants with functional nanoparticles or coating parts of plants of conductive polymers. Thus, we are in position to make living variable resistors, capacitors, operational amplifiers, multipliers, potentiometers and fixed-function generators. The electrically modified plants can implement summation, integration with respect to time, inversion, multiplication, exponentiation, logarithm, division. Mathematical and engineering problems to be solved can be represented in plant root networks of resistive or reaction elements. Developments in plant-based computing architectures will trigger emergence of a unique community of biologists, electronic engineering and computer scientists working together to produce living electronic devices which future green computers will be made of.

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Literature
1.
go back to reference Adamatzky, A.: Collision-Based Computing. Springer (2002) Adamatzky, A.: Collision-Based Computing. Springer (2002)
2.
3.
go back to reference Adamatzky, A.: Physarum Machines: Computers from Slime Mould. World Scientific (2010) Adamatzky, A.: Physarum Machines: Computers from Slime Mould. World Scientific (2010)
4.
go back to reference Adamatzky, A.: Slime mould computes planar shapes. Int. J. Bio-Inspir. Comput. 4(3), 149–154 (2012)CrossRef Adamatzky, A.: Slime mould computes planar shapes. Int. J. Bio-Inspir. Comput. 4(3), 149–154 (2012)CrossRef
6.
go back to reference Adamatzky, A. (ed.): Advances in Physarum Machines: Sensing and Computing with Slime Mould. Springer (2016) Adamatzky, A. (ed.): Advances in Physarum Machines: Sensing and Computing with Slime Mould. Springer (2016)
7.
go back to reference Adamatzky, A., Armstrong, R., De Lacy Costello, B., Deng, Y., Jones, J., Mayne, R., Schubert, T., Sirakoulis, G.Ch., Zhang, X.: Slime mould analogue models of space exploration and planet colonisation. J. Br. Interplanet. Soc. 67, 290–304 (2014) Adamatzky, A., Armstrong, R., De Lacy Costello, B., Deng, Y., Jones, J., Mayne, R., Schubert, T., Sirakoulis, G.Ch., Zhang, X.: Slime mould analogue models of space exploration and planet colonisation. J. Br. Interplanet. Soc. 67, 290–304 (2014)
8.
go back to reference Adamatzky, A., Costello, B.D.L., Asai, T.: Reaction-Diffusion Computers. Elsevier (2005) Adamatzky, A., Costello, B.D.L., Asai, T.: Reaction-Diffusion Computers. Elsevier (2005)
9.
go back to reference Adamatzky, A., Holley, J., Bull, L., Costello, B.D.L.: On computing in fine-grained compartmentalised Belousov-Zhabotinsky medium. Chaos Solitons Fractals 44(10), 779–790 (2011) Adamatzky, A., Holley, J., Bull, L., Costello, B.D.L.: On computing in fine-grained compartmentalised Belousov-Zhabotinsky medium. Chaos Solitons Fractals 44(10), 779–790 (2011)
10.
go back to reference Adamatzky, A., Kitson, S., Costello, B.D.L., Matranga, M.A., Younger, D.: Computing with liquid crystal fingers: Models of geometric and logical computation. Phys. Rev. E 84(6), 061,702 (2011) Adamatzky, A., Kitson, S., Costello, B.D.L., Matranga, M.A., Younger, D.: Computing with liquid crystal fingers: Models of geometric and logical computation. Phys. Rev. E 84(6), 061,702 (2011)
11.
go back to reference Adamatzky, A., Sirakoulis, G.Ch., Martinez, G.J., Baluska, F., Mancuso, S.: On plant roots logical gates. arXiv preprint arXiv:1610.04602 (2016) Adamatzky, A., Sirakoulis, G.Ch., Martinez, G.J., Baluska, F., Mancuso, S.: On plant roots logical gates. arXiv preprint arXiv:​1610.​04602 (2016)
12.
go back to reference Adleman, L.M., McCurley, K.S.: Open problems in number theoretic complexity, ii. In: International Algorithmic Number Theory Symposium, pp. 291–322. Springer (1994) Adleman, L.M., McCurley, K.S.: Open problems in number theoretic complexity, ii. In: International Algorithmic Number Theory Symposium, pp. 291–322. Springer (1994)
13.
go back to reference Akl, S.G.: Parallel Sorting Algorithms, vol. 12. Academic press (2014) Akl, S.G.: Parallel Sorting Algorithms, vol. 12. Academic press (2014)
14.
go back to reference Bais, H.P., Park, S.W., Weir, T.L., Callaway, R.M., Vivanco, J.M.: How plants communicate using the underground information superhighway. Trends Plant Sci. 9(1), 26–32 (2004)CrossRef Bais, H.P., Park, S.W., Weir, T.L., Callaway, R.M., Vivanco, J.M.: How plants communicate using the underground information superhighway. Trends Plant Sci. 9(1), 26–32 (2004)CrossRef
15.
go back to reference Bais, H.P., Weir, T.L., Perry, L.G., Gilroy, S., Vivanco, J.M.: The role of root exudates in rhizosphere interactions with plants and other organisms. Annu. Rev. Plant Biol. 57, 233–266 (2006)CrossRef Bais, H.P., Weir, T.L., Perry, L.G., Gilroy, S., Vivanco, J.M.: The role of root exudates in rhizosphere interactions with plants and other organisms. Annu. Rev. Plant Biol. 57, 233–266 (2006)CrossRef
16.
go back to reference Baluška, F., Mancuso, S.: Plant neurobiology as a paradigm shift not only in the plant sciences. Plant Signal. Behav. 2(4), 205–207 (2007)CrossRef Baluška, F., Mancuso, S.: Plant neurobiology as a paradigm shift not only in the plant sciences. Plant Signal. Behav. 2(4), 205–207 (2007)CrossRef
17.
go back to reference Baluška, F., Mancuso, S.: Deep evolutionary origins of neurobiology: turning the essence of’neural’upside-down. Commun. Integr. Biol. 2(1), 60–65 (2009)CrossRef Baluška, F., Mancuso, S.: Deep evolutionary origins of neurobiology: turning the essence of’neural’upside-down. Commun. Integr. Biol. 2(1), 60–65 (2009)CrossRef
18.
go back to reference Baluška, F., Mancuso, S.: Plant neurobiology: from sensory biology, via plant communication, to social plant behavior. Cognit. Process. 10(1), 3–7 (2009)CrossRef Baluška, F., Mancuso, S.: Plant neurobiology: from sensory biology, via plant communication, to social plant behavior. Cognit. Process. 10(1), 3–7 (2009)CrossRef
19.
go back to reference Baluška, F., Mancuso, S.: Vision in plants via plant-specific ocelli? Trends Plant Sci. 21(9), 727–730 (2016)CrossRef Baluška, F., Mancuso, S.: Vision in plants via plant-specific ocelli? Trends Plant Sci. 21(9), 727–730 (2016)CrossRef
20.
go back to reference Baluška, F., Mancuso, S., Volkmann, D. (eds.): Communication in Plants: Neuronal Aspects of Plant Life. Springer (2007) Baluška, F., Mancuso, S., Volkmann, D. (eds.): Communication in Plants: Neuronal Aspects of Plant Life. Springer (2007)
21.
go back to reference Baluška, F., Mancuso, S., Volkmann, D.: Communication in plants. In: Neuronal Aspect of Plant Life. Spriger, Heidelberg (2006) Baluška, F., Mancuso, S., Volkmann, D.: Communication in plants. In: Neuronal Aspect of Plant Life. Spriger, Heidelberg (2006)
22.
go back to reference Baluška, F., Mancuso, S., Volkmann, D., Barlow, P.: Root apices as plant command centres: the unique brain-like status of the root apex transition zone. Biologia (Bratisl.) 59(Suppl. 13), 1–13 (2004) Baluška, F., Mancuso, S., Volkmann, D., Barlow, P.: Root apices as plant command centres: the unique brain-like status of the root apex transition zone. Biologia (Bratisl.) 59(Suppl. 13), 1–13 (2004)
23.
go back to reference Baluška, F., Mancuso, S., Volkmann, D., Barlow, P.W.: Root apex transition zone: a signalling-response nexus in the root. Trends Plant Sci. 15(7), 402–408 (2010)CrossRef Baluška, F., Mancuso, S., Volkmann, D., Barlow, P.W.: Root apex transition zone: a signalling-response nexus in the root. Trends Plant Sci. 15(7), 402–408 (2010)CrossRef
24.
go back to reference Baluška, F., Volkmann, D., Hlavacka, A., Mancuso, S., Barlow, P.W.: Neurobiological view of plants and their body plan. In: Communication in Plants, pp. 19–35. Springer (2006) Baluška, F., Volkmann, D., Hlavacka, A., Mancuso, S., Barlow, P.W.: Neurobiological view of plants and their body plan. In: Communication in Plants, pp. 19–35. Springer (2006)
25.
go back to reference Baluška, F., Volkmann, D., Menzel, D.: Plant synapses: actin-based domains for cell-to-cell communication. Trends Plant Sci. 10(3), 106–111 (2005)CrossRef Baluška, F., Volkmann, D., Menzel, D.: Plant synapses: actin-based domains for cell-to-cell communication. Trends Plant Sci. 10(3), 106–111 (2005)CrossRef
26.
go back to reference Barlow, P.W.: The response of roots and root systems to their environmentan interpretation derived from an analysis of the hierarchical organization of plant life. Environ. Exp. Bot. 33(1), 1–10 (1993)CrossRef Barlow, P.W.: The response of roots and root systems to their environmentan interpretation derived from an analysis of the hierarchical organization of plant life. Environ. Exp. Bot. 33(1), 1–10 (1993)CrossRef
27.
go back to reference Battistoni, S., Dimonte, A., Erokhin, V.: Spectrophotometric characterization of organic memristive devices. Org. Electron. 38, 79–83 (2016)CrossRef Battistoni, S., Dimonte, A., Erokhin, V.: Spectrophotometric characterization of organic memristive devices. Org. Electron. 38, 79–83 (2016)CrossRef
28.
go back to reference Battistoni, S., Dimonte, A., Erokhin, V.: Organic memristor based elements for bio-inspired computing. In: Advances in Unconventional Computing, pp. 469–496. Springer (2017) Battistoni, S., Dimonte, A., Erokhin, V.: Organic memristor based elements for bio-inspired computing. In: Advances in Unconventional Computing, pp. 469–496. Springer (2017)
30.
go back to reference Berzina, T., Erokhin, V., Fontana, M.: Spectroscopic investigation of an electrochemically controlled conducting polymer-solid electrolyte junction. J. Appl. Phys. 101(2), 024,501 (2007) Berzina, T., Erokhin, V., Fontana, M.: Spectroscopic investigation of an electrochemically controlled conducting polymer-solid electrolyte junction. J. Appl. Phys. 101(2), 024,501 (2007)
31.
go back to reference Birbaum, K., Brogioli, R., Schellenberg, M., Martinoia, E., Stark, W.J., Günther, D., Limbach, L.K.: No evidence for cerium dioxide nanoparticle translocation in maize plants. Environ. Sci. Technol. 44(22), 8718–8723 (2010)CrossRef Birbaum, K., Brogioli, R., Schellenberg, M., Martinoia, E., Stark, W.J., Günther, D., Limbach, L.K.: No evidence for cerium dioxide nanoparticle translocation in maize plants. Environ. Sci. Technol. 44(22), 8718–8723 (2010)CrossRef
32.
go back to reference Borghetti, J., Snidera, G.S., Kuekes, P.J., Yang, J.J., Stewart, D.R., Williams, R.S.: Memristive switches enable stateful logic operations via material implication. Nature 464(7290), 873–876 (2010)CrossRef Borghetti, J., Snidera, G.S., Kuekes, P.J., Yang, J.J., Stewart, D.R., Williams, R.S.: Memristive switches enable stateful logic operations via material implication. Nature 464(7290), 873–876 (2010)CrossRef
33.
go back to reference Brenner, E.D., Stahlberg, R., Mancuso, S., Vivanco, J., Baluška, F., Van Volkenburgh, E.: Plant neurobiology: an integrated view of plant signaling. Trends Plant Sci. 11(8), 413–419 (2006)CrossRef Brenner, E.D., Stahlberg, R., Mancuso, S., Vivanco, J., Baluška, F., Van Volkenburgh, E.: Plant neurobiology: an integrated view of plant signaling. Trends Plant Sci. 11(8), 413–419 (2006)CrossRef
34.
go back to reference Brockett, R.W.: A rational flow for the Toda lattice equations. In: Operators, Systems and Linear Algebra, pp. 33–44. Springer (1997) Brockett, R.W.: A rational flow for the Toda lattice equations. In: Operators, Systems and Linear Algebra, pp. 33–44. Springer (1997)
35.
go back to reference Burbach, C., Markus, K., Zhang, Y., Schlicht, M., Baluška, F.: Photophobic behavior of maize roots. Plant Signal. Behav. 7(7), 874–878 (2012)CrossRef Burbach, C., Markus, K., Zhang, Y., Schlicht, M., Baluška, F.: Photophobic behavior of maize roots. Plant Signal. Behav. 7(7), 874–878 (2012)CrossRef
36.
go back to reference Chua, L.: Memristor—the missing circuit element. IEEE Trans. Circuit Theory 18(5), 507–519 (1971)CrossRef Chua, L.: Memristor—the missing circuit element. IEEE Trans. Circuit Theory 18(5), 507–519 (1971)CrossRef
37.
go back to reference Chua, L.O., Tseng, C.W.: A memristive circuit model for p-n junction diodes. Int. J. Circuit Theory Appl. 2(4), 367–389 (1974)CrossRef Chua, L.O., Tseng, C.W.: A memristive circuit model for p-n junction diodes. Int. J. Circuit Theory Appl. 2(4), 367–389 (1974)CrossRef
38.
go back to reference Cifarelli, A., Berzina, T., Erokhin, V.: Bio-organic memristive device: polyaniline–physarum polycephalum interface. Phys. Status Solidi (c) 12(1-2), 218–221 (2015) Cifarelli, A., Berzina, T., Erokhin, V.: Bio-organic memristive device: polyaniline–physarum polycephalum interface. Phys. Status Solidi (c) 12(1-2), 218–221 (2015)
39.
go back to reference Ciszak, M., Comparini, D., Mazzolai, B., Baluska, F., Arecchi, F.T., Vicsek, T., Mancuso, S.: Swarming behavior in plant roots. PLoS One 7(1), e29,759 (2012) Ciszak, M., Comparini, D., Mazzolai, B., Baluska, F., Arecchi, F.T., Vicsek, T., Mancuso, S.: Swarming behavior in plant roots. PLoS One 7(1), e29,759 (2012)
40.
go back to reference Costello, B.D.L., Adamatzky, A.: Experimental implementation of collision-based gates in Belousov-Zhabotinsky medium. Chaos Solitons Fractals 25(3), 535–544 (2005) Costello, B.D.L., Adamatzky, A.: Experimental implementation of collision-based gates in Belousov-Zhabotinsky medium. Chaos Solitons Fractals 25(3), 535–544 (2005)
41.
go back to reference Costello, B.D.L., Adamatzky, A., Jahan, I., Zhang, L.: Towards constructing one-bit binary adder in excitable chemical medium. Chem. Phys. 381(1), 88–99 (2011)CrossRef Costello, B.D.L., Adamatzky, A., Jahan, I., Zhang, L.: Towards constructing one-bit binary adder in excitable chemical medium. Chem. Phys. 381(1), 88–99 (2011)CrossRef
42.
go back to reference Demin, V., Erokhin, V., Emelyanov, A., Battistoni, S., Baldi, G., Iannotta, S., Kashkarov, P., Kovalchuk, M.: Hardware elementary perceptron based on polyaniline memristive devices. Org. Electron. 25, 16–20 (2015)CrossRef Demin, V., Erokhin, V., Emelyanov, A., Battistoni, S., Baldi, G., Iannotta, S., Kashkarov, P., Kovalchuk, M.: Hardware elementary perceptron based on polyaniline memristive devices. Org. Electron. 25, 16–20 (2015)CrossRef
43.
go back to reference DeWeese, M.R., Zador, A.: Neurobiology: efficiency measures. Nature 439(7079), 920–921 (2006)CrossRef DeWeese, M.R., Zador, A.: Neurobiology: efficiency measures. Nature 439(7079), 920–921 (2006)CrossRef
44.
go back to reference Dimonte, A., Battistoni, S., Erokhin, V.: Physarum in hybrid electronic devices. In: Advances in Physarum Machines, pp. 91–107. Springer (2016) Dimonte, A., Battistoni, S., Erokhin, V.: Physarum in hybrid electronic devices. In: Advances in Physarum Machines, pp. 91–107. Springer (2016)
45.
go back to reference Dowling, W.F., Gallier, J.H.: Linear-time algorithms for testing the satisfiability of propositional horn formulae. J. Log. Program. 1(3), 267–284 (1984)CrossRefMATHMathSciNet Dowling, W.F., Gallier, J.H.: Linear-time algorithms for testing the satisfiability of propositional horn formulae. J. Log. Program. 1(3), 267–284 (1984)CrossRefMATHMathSciNet
46.
go back to reference Emelyanov, A., Lapkin, D., Demin, V., Erokhin, V., Battistoni, S., Baldi, G., Dimonte, A., Korovin, A., Iannotta, S., Kashkarov, P., et al.: First steps towards the realization of a double layer perceptron based on organic memristive devices. AIP Adv. 6(11), 111,301 (2016) Emelyanov, A., Lapkin, D., Demin, V., Erokhin, V., Battistoni, S., Baldi, G., Dimonte, A., Korovin, A., Iannotta, S., Kashkarov, P., et al.: First steps towards the realization of a double layer perceptron based on organic memristive devices. AIP Adv. 6(11), 111,301 (2016)
47.
go back to reference Erokhin, V., Berzina, T., Camorani, P., Fontana, M.P.: Non-equilibrium electrical behaviour of polymeric electrochemical junctions. J. Phys. Condens. Matter 19(20), 205,111 (2007) Erokhin, V., Berzina, T., Camorani, P., Fontana, M.P.: Non-equilibrium electrical behaviour of polymeric electrochemical junctions. J. Phys. Condens. Matter 19(20), 205,111 (2007)
48.
go back to reference Erokhin, V., Berzina, T., Camorani, P., Smerieri, A., Vavoulis, D., Feng, J., Fontana, M.P.: Material memristive device circuits with synaptic plasticity: learning and memory. BioNanoScience 1(1–2), 24–30 (2011)CrossRef Erokhin, V., Berzina, T., Camorani, P., Smerieri, A., Vavoulis, D., Feng, J., Fontana, M.P.: Material memristive device circuits with synaptic plasticity: learning and memory. BioNanoScience 1(1–2), 24–30 (2011)CrossRef
49.
go back to reference Erokhin, V., Fontana, M.P.: Electrochemically controlled polymeric device: a memristor (and more) found two years ago. arXiv preprint arXiv:0807.0333 (2008) Erokhin, V., Fontana, M.P.: Electrochemically controlled polymeric device: a memristor (and more) found two years ago. arXiv preprint arXiv:​0807.​0333 (2008)
50.
go back to reference Erokhin, V., Howard, G.D., Adamatzky, A.: Organic memristor devices for logic elements with memory. Int. J. Bifurcat. Chaos 22(11), 1250,283 (2012) Erokhin, V., Howard, G.D., Adamatzky, A.: Organic memristor devices for logic elements with memory. Int. J. Bifurcat. Chaos 22(11), 1250,283 (2012)
51.
go back to reference Felle, H.H., Zimmermann, M.R.: Systemic signalling in barley through action potentials. Planta 226(1), 203–214 (2007)CrossRef Felle, H.H., Zimmermann, M.R.: Systemic signalling in barley through action potentials. Planta 226(1), 203–214 (2007)CrossRef
52.
go back to reference Fredkin, E., Toffoli, T.: Conservative logic. In: A. Adamatzky (ed.) Collision-Based Computing. Springer (2002) Fredkin, E., Toffoli, T.: Conservative logic. In: A. Adamatzky (ed.) Collision-Based Computing. Springer (2002)
53.
go back to reference Fromm, J., Lautner, S.: Electrical signals and their physiological significance in plants. Plant Cell Environ. 30(3), 249–257 (2007)CrossRef Fromm, J., Lautner, S.: Electrical signals and their physiological significance in plants. Plant Cell Environ. 30(3), 249–257 (2007)CrossRef
54.
go back to reference Gács, P., Kurdyumov, G.L., Levin, L.A.: One-dimensional uniform arrays that wash out finite islands. Probl. Peredachi Informatsii 14(3), 92–96 (1978) Gács, P., Kurdyumov, G.L., Levin, L.A.: One-dimensional uniform arrays that wash out finite islands. Probl. Peredachi Informatsii 14(3), 92–96 (1978)
55.
go back to reference Gagliano, M., Mancuso, S., Robert, D.: Towards understanding plant bioacoustics. Trends Plant Sci 17(6), 323–325 (2012)CrossRef Gagliano, M., Mancuso, S., Robert, D.: Towards understanding plant bioacoustics. Trends Plant Sci 17(6), 323–325 (2012)CrossRef
56.
go back to reference Gagliano, M., Renton, M., Depczynski, M., Mancuso, S.: Experience teaches plants to learn faster and forget slower in environments where it matters. Oecologia 175(1), 63–72 (2014)CrossRef Gagliano, M., Renton, M., Depczynski, M., Mancuso, S.: Experience teaches plants to learn faster and forget slower in environments where it matters. Oecologia 175(1), 63–72 (2014)CrossRef
57.
go back to reference Gagliano, M., Renton, M., Duvdevani, N., Timmins, M., Mancuso, S.: Acoustic and magnetic communication in plants: is it possible? Plant Signal Behav 7(10), 1346–1348 (2012)CrossRef Gagliano, M., Renton, M., Duvdevani, N., Timmins, M., Mancuso, S.: Acoustic and magnetic communication in plants: is it possible? Plant Signal Behav 7(10), 1346–1348 (2012)CrossRef
58.
go back to reference Gale, E., Adamatzky, A., de Lacy Costello, B.: Slime mould memristors. BioNanoScience 5(1), 1–8 (2015) Gale, E., Adamatzky, A., de Lacy Costello, B.: Slime mould memristors. BioNanoScience 5(1), 1–8 (2015)
59.
go back to reference Gao, L., Alibart, F., Strukov, D.B.: Programmable cmos/memristor threshold logic. IEEE Trans. Nanotechnol. 12(2), 115–119 (2013)CrossRef Gao, L., Alibart, F., Strukov, D.B.: Programmable cmos/memristor threshold logic. IEEE Trans. Nanotechnol. 12(2), 115–119 (2013)CrossRef
60.
go back to reference Geddes, L., Baker, L.: The specific resistance of biological materiala compendium of data for the biomedical engineer and physiologist. Med. Biol. Eng. 5(3), 271–293 (1967)CrossRef Geddes, L., Baker, L.: The specific resistance of biological materiala compendium of data for the biomedical engineer and physiologist. Med. Biol. Eng. 5(3), 271–293 (1967)CrossRef
61.
go back to reference Gizzie, N., Mayne, R., Patton, D., Kendrick, P., Adamatzky, A.: On hybridising lettuce seedlings with nanoparticles and the resultant effects on the organisms electrical characteristics. Biosystems 147, 28–34 (2016)CrossRef Gizzie, N., Mayne, R., Patton, D., Kendrick, P., Adamatzky, A.: On hybridising lettuce seedlings with nanoparticles and the resultant effects on the organisms electrical characteristics. Biosystems 147, 28–34 (2016)CrossRef
62.
go back to reference Graham, T.L.: Flavonoid and isoflavonoid distribution in developing soybean seedling tissues and in seed and root exudates. Plant Physiol. 95(2), 594–603 (1991)CrossRef Graham, T.L.: Flavonoid and isoflavonoid distribution in developing soybean seedling tissues and in seed and root exudates. Plant Physiol. 95(2), 594–603 (1991)CrossRef
63.
go back to reference Gunji, Y.P., Nishiyama, Y., Adamatzky, A., Simos, T.E., Psihoyios, G., Tsitouras, C., Anastassi, Z.: Robust soldier crab ball gate. Complex systems 20(2), 93 (2011) Gunji, Y.P., Nishiyama, Y., Adamatzky, A., Simos, T.E., Psihoyios, G., Tsitouras, C., Anastassi, Z.: Robust soldier crab ball gate. Complex systems 20(2), 93 (2011)
64.
go back to reference Harding, S., Koutnik, J., Greff, K., Schmidhuber, J., Adamatzky, A.: Discovering Boolean gates in slime mould. arXiv preprint arXiv:1607.02168 (2016) Harding, S., Koutnik, J., Greff, K., Schmidhuber, J., Adamatzky, A.: Discovering Boolean gates in slime mould. arXiv preprint arXiv:​1607.​02168 (2016)
65.
go back to reference James, M.L., Smith, G.M., Wolford, J.C.: Analog computer simulation of engineering systems. International Textbook Company (1966) James, M.L., Smith, G.M., Wolford, J.C.: Analog computer simulation of engineering systems. International Textbook Company (1966)
66.
go back to reference Johnson, C.L.: Analog Computer Techniques. McGraw-Hill Book Company, Incorporated (1963) Johnson, C.L.: Analog Computer Techniques. McGraw-Hill Book Company, Incorporated (1963)
67.
go back to reference Kalmar, L., Suranyi, J.: On the reduction of the decision problem. J. Symb. Log. 12(03), 65–73 (1947)CrossRefMATH Kalmar, L., Suranyi, J.: On the reduction of the decision problem. J. Symb. Log. 12(03), 65–73 (1947)CrossRefMATH
68.
go back to reference Kosta, S.P., Kosta, Y., Bhatele, M., Dubey, Y., Gaur, A., Kosta, S., Gupta, J., Patel, A., Patel, B.: Human blood liquid memristor. Int. J. Med. Eng. Inform. 3(1), 16–29 (2011)CrossRef Kosta, S.P., Kosta, Y., Bhatele, M., Dubey, Y., Gaur, A., Kosta, S., Gupta, J., Patel, A., Patel, B.: Human blood liquid memristor. Int. J. Med. Eng. Inform. 3(1), 16–29 (2011)CrossRef
69.
go back to reference Kvatinsky, S., Belousov, D., Liman, S., Satat, G., Wald, N., Friedman, E.G., Kolodny, A., Weiser, U.C.: MAGIC - memristor-aided logic. IEEE Trans. Circuits Syst. 61-II(11), 895–899 (2014) Kvatinsky, S., Belousov, D., Liman, S., Satat, G., Wald, N., Friedman, E.G., Kolodny, A., Weiser, U.C.: MAGIC - memristor-aided logic. IEEE Trans. Circuits Syst. 61-II(11), 895–899 (2014)
70.
go back to reference Kvatinsky, S., Wald, N., Satat, G., Kolodny, A., Weiser, U.C., Friedman, E.G.: Mrl—memristor ratioed logic. In: 2012 13th International Workshop on Cellular Nanoscale Networks and their Applications, pp. 1–6 (2012) Kvatinsky, S., Wald, N., Satat, G., Kolodny, A., Weiser, U.C., Friedman, E.G.: Mrl—memristor ratioed logic. In: 2012 13th International Workshop on Cellular Nanoscale Networks and their Applications, pp. 1–6 (2012)
71.
go back to reference Lehtonen, E., Tissari, J., Poikonen, J.H., Laiho, M., Koskinen, L.: A cellular computing architecture for parallel memristive stateful logic. Microelectron. J. 45(11), 1438–1449 (2014)CrossRef Lehtonen, E., Tissari, J., Poikonen, J.H., Laiho, M., Koskinen, L.: A cellular computing architecture for parallel memristive stateful logic. Microelectron. J. 45(11), 1438–1449 (2014)CrossRef
72.
go back to reference Linn, E., Rosezin, R., Tappertzhofen, S., Bttger, U., Waser, R.: Beyond von Neumann logic operations in passive crossbar arrays alongside memory operations. Nanotechnology 23(30), 305,205 (2012) Linn, E., Rosezin, R., Tappertzhofen, S., Bttger, U., Waser, R.: Beyond von Neumann logic operations in passive crossbar arrays alongside memory operations. Nanotechnology 23(30), 305,205 (2012)
73.
go back to reference Lykkebø, O.R., Harding, S., Tufte, G., Miller, J.F.: MECOBO: A hardware and software platform for in materio evolution. In: International Conference on Unconventional Computation and Natural Computation, pp. 267–279. Springer (2014) Lykkebø, O.R., Harding, S., Tufte, G., Miller, J.F.: MECOBO: A hardware and software platform for in materio evolution. In: International Conference on Unconventional Computation and Natural Computation, pp. 267–279. Springer (2014)
74.
go back to reference Lykkebø, O.R., Nichele, S., Tufte, G.: An investigation of square waves for evolution in carbon nanotubes material. In: 13th European Conference on Artificial Life (2015) Lykkebø, O.R., Nichele, S., Tufte, G.: An investigation of square waves for evolution in carbon nanotubes material. In: 13th European Conference on Artificial Life (2015)
75.
go back to reference Mancuso, S.: Hydraulic and electrical transmission of wound-induced signals in vitis vinifera. Funct. Plant Biol. 26(1), 55–61 (1999) Mancuso, S.: Hydraulic and electrical transmission of wound-induced signals in vitis vinifera. Funct. Plant Biol. 26(1), 55–61 (1999)
76.
go back to reference Mancuso, S.: Seasonal dynamics of electrical impedance parameters in shoots and leaves related to rooting ability of olive (Olea europea) cuttings. Tree Physiol. 19(2), 95–101 (1999)CrossRef Mancuso, S.: Seasonal dynamics of electrical impedance parameters in shoots and leaves related to rooting ability of olive (Olea europea) cuttings. Tree Physiol. 19(2), 95–101 (1999)CrossRef
77.
go back to reference Martinsen, Ø.G., Grimnes, S., Lütken, C., Johnsen, G.: Memristance in human skin. In: Journal of Physics: Conference Series, vol. 224, p. 012071. IOP Publishing (2010) Martinsen, Ø.G., Grimnes, S., Lütken, C., Johnsen, G.: Memristance in human skin. In: Journal of Physics: Conference Series, vol. 224, p. 012071. IOP Publishing (2010)
78.
go back to reference Masi, E., Ciszak, M., Stefano, G., Renna, L., Azzarello, E., Pandolfi, C., Mugnai, S., Baluška, F., Arecchi, F., Mancuso, S.: Spatiotemporal dynamics of the electrical network activity in the root apex. Proc. Natl. Acad. Sci. 106(10), 4048–4053 (2009)CrossRef Masi, E., Ciszak, M., Stefano, G., Renna, L., Azzarello, E., Pandolfi, C., Mugnai, S., Baluška, F., Arecchi, F., Mancuso, S.: Spatiotemporal dynamics of the electrical network activity in the root apex. Proc. Natl. Acad. Sci. 106(10), 4048–4053 (2009)CrossRef
79.
go back to reference Massey, M., Kotsialos, A., Qaiser, F., Zeze, D., Pearson, C., Volpati, D., Bowen, L., Petty, M.: Computing with carbon nanotubes: Optimization of threshold logic gates using disordered nanotube/polymer composites. J. Appl. Phys. 117(13), 134,903 (2015) Massey, M., Kotsialos, A., Qaiser, F., Zeze, D., Pearson, C., Volpati, D., Bowen, L., Petty, M.: Computing with carbon nanotubes: Optimization of threshold logic gates using disordered nanotube/polymer composites. J. Appl. Phys. 117(13), 134,903 (2015)
80.
go back to reference Miller, J.F., Harding, S.L., Tufte, G.: Evolution-in-materio: evolving computation in materials. Evol. Intell. 7(1), 49–67 (2014)CrossRef Miller, J.F., Harding, S.L., Tufte, G.: Evolution-in-materio: evolving computation in materials. Evol. Intell. 7(1), 49–67 (2014)CrossRef
81.
go back to reference Mills, J.: Kirchhoff-Lukasiewicz Machines. Indiana University Web Sites Collection. (1995) Mills, J.: Kirchhoff-Lukasiewicz Machines. Indiana University Web Sites Collection. (1995)
82.
go back to reference Mills, J.W.: The nature of the extended analog computer. Phys. D. 237(9), 1235–1256 (2008) Mills, J.W.: The nature of the extended analog computer. Phys. D. 237(9), 1235–1256 (2008)
83.
84.
go back to reference Ore, O.: Note on Hamilton circuits. Am. Math. Mon. 67(1), 55–55 (1960) Ore, O.: Note on Hamilton circuits. Am. Math. Mon. 67(1), 55–55 (1960)
85.
go back to reference Papandroulidakis, G., Vourkas, I., Vasileiadis, N., Sirakoulis, G.Ch.: Boolean logic operations and computing circuits based on memristors. IEEE Trans. Circuits Syst. II Express Br. 61(12), 972–976 (2014) Papandroulidakis, G., Vourkas, I., Vasileiadis, N., Sirakoulis, G.Ch.: Boolean logic operations and computing circuits based on memristors. IEEE Trans. Circuits Syst. II Express Br. 61(12), 972–976 (2014)
86.
go back to reference Perel’man, M.E., Rubinstein, G.M.: Ultrasound vibrations of plant cells membranes: water lift in trees, electrical phenomena. arXiv:preprint physics/0611133 (2006) Perel’man, M.E., Rubinstein, G.M.: Ultrasound vibrations of plant cells membranes: water lift in trees, electrical phenomena. arXiv:preprint physics/0611133 (2006)
87.
go back to reference Pershin, Y.V., Ventra, M.D.: Neuromorphic, digital, and quantum computation with memory circuit elements. Proc. IEEE 100(6), 2071–2080 (2012)CrossRef Pershin, Y.V., Ventra, M.D.: Neuromorphic, digital, and quantum computation with memory circuit elements. Proc. IEEE 100(6), 2071–2080 (2012)CrossRef
88.
go back to reference Peterson, G.R.: Basic Analog Computation. Macmillan (1967) Peterson, G.R.: Basic Analog Computation. Macmillan (1967)
89.
go back to reference Schlicht, M., Ludwig-Müller, J., Burbach, C., Volkmann, D., Baluska, F.: Indole-3-butyric acid induces lateral root formation via peroxisome-derived indole-3-acetic acid and nitric oxide. New Phytol. 200(2), 473–482 (2013)CrossRef Schlicht, M., Ludwig-Müller, J., Burbach, C., Volkmann, D., Baluska, F.: Indole-3-butyric acid induces lateral root formation via peroxisome-derived indole-3-acetic acid and nitric oxide. New Phytol. 200(2), 473–482 (2013)CrossRef
90.
91.
go back to reference Soroka, W.W.: Analog Methods in Computation and Simulation. McGraw-Hill (1954) Soroka, W.W.: Analog Methods in Computation and Simulation. McGraw-Hill (1954)
92.
go back to reference Steinkellner, S., Lendzemo, V., Langer, I., Schweiger, P., Khaosaad, T., Toussaint, J.P., Vierheilig, H.: Flavonoids and strigolactones in root exudates as signals in symbiotic and pathogenic plant-fungus interactions. Molecules 12(7), 1290–1306 (2007)CrossRef Steinkellner, S., Lendzemo, V., Langer, I., Schweiger, P., Khaosaad, T., Toussaint, J.P., Vierheilig, H.: Flavonoids and strigolactones in root exudates as signals in symbiotic and pathogenic plant-fungus interactions. Molecules 12(7), 1290–1306 (2007)CrossRef
93.
go back to reference Stone, B.B., Esmon, C.A., Liscum, E.: Phototropins, other photoreceptors, and associated signaling: the lead and supporting cast in the control of plant movement responses. Curr. Top. Dev. Biol. 66, 215–238 (2005)CrossRef Stone, B.B., Esmon, C.A., Liscum, E.: Phototropins, other photoreceptors, and associated signaling: the lead and supporting cast in the control of plant movement responses. Curr. Top. Dev. Biol. 66, 215–238 (2005)CrossRef
94.
go back to reference Strukov, D.B., Snider, G.S., Stewart, D.R., Williams, R.S.: The missing memristor found. Nature 453(7191), 80–83 (2008)CrossRef Strukov, D.B., Snider, G.S., Stewart, D.R., Williams, R.S.: The missing memristor found. Nature 453(7191), 80–83 (2008)CrossRef
95.
go back to reference Sugiyama, A., Yazaki, K.: Root exudates of legume plants and their involvement in interactions with soil microbes. In: Secretions and exudates in biological systems, pp. 27–48. Springer (2012) Sugiyama, A., Yazaki, K.: Root exudates of legume plants and their involvement in interactions with soil microbes. In: Secretions and exudates in biological systems, pp. 27–48. Springer (2012)
96.
go back to reference Tarabella, G., D’Angelo, P., Cifarelli, A., Dimonte, A., Romeo, A., Berzina, T., Erokhin, V., Iannotta, S.: A hybrid living/organic electrochemical transistor based on the Physarum polycephalum cell endowed with both sensing and memristive properties. Chem. Sci. 6(5), 2859–2868 (2015) Tarabella, G., D’Angelo, P., Cifarelli, A., Dimonte, A., Romeo, A., Berzina, T., Erokhin, V., Iannotta, S.: A hybrid living/organic electrochemical transistor based on the Physarum polycephalum cell endowed with both sensing and memristive properties. Chem. Sci. 6(5), 2859–2868 (2015)
97.
go back to reference Trewavas, A.: Green plants as intelligent organisms. Trends Plant Sci. 10(9), 413–419 (2005)CrossRef Trewavas, A.: Green plants as intelligent organisms. Trends Plant Sci. 10(9), 413–419 (2005)CrossRef
98.
go back to reference Trewavas, A.: What is plant behaviour? Plant Cell Environ. 32(6), 606–616 (2009)CrossRef Trewavas, A.: What is plant behaviour? Plant Cell Environ. 32(6), 606–616 (2009)CrossRef
99.
go back to reference Trewavas, A.J., Baluška, F.: The ubiquity of consciousness. EMBO Rep. 12(12), 1221–1225 (2011)CrossRef Trewavas, A.J., Baluška, F.: The ubiquity of consciousness. EMBO Rep. 12(12), 1221–1225 (2011)CrossRef
100.
go back to reference Volkov, A.G.: Electrophysiology and phototropism. In: Communication in Plants, pp. 351–367. Springer (2006) Volkov, A.G.: Electrophysiology and phototropism. In: Communication in Plants, pp. 351–367. Springer (2006)
101.
go back to reference Volkov, A.G., Ranatunga, D.R.A.: Plants as environmental biosensors. Plant Signal. Behav. 1(3), 105–115 (2006)CrossRef Volkov, A.G., Ranatunga, D.R.A.: Plants as environmental biosensors. Plant Signal. Behav. 1(3), 105–115 (2006)CrossRef
102.
go back to reference Volkov, A.G., Tucket, C., Reedus, J., Volkova, M.I., Markin, V.S., Chua, L.: Memristors in plants. Plant Signal. Behav. 9(3), e28,152 (2014) Volkov, A.G., Tucket, C., Reedus, J., Volkova, M.I., Markin, V.S., Chua, L.: Memristors in plants. Plant Signal. Behav. 9(3), e28,152 (2014)
103.
go back to reference Vourkas, I., Sirakoulis, G.Ch.: Memristor-based combinational circuits: a design methodology for encoders/decoders. Microelectron. J. 45(1), 59–70 (2014) Vourkas, I., Sirakoulis, G.Ch.: Memristor-based combinational circuits: a design methodology for encoders/decoders. Microelectron. J. 45(1), 59–70 (2014)
104.
go back to reference Vourkas, I., Sirakoulis, G.Ch.: Emerging memristor-based logic circuit design approaches: a review. IEEE Circuits Syst. Mag. 16(3), 15–30 (2016) Vourkas, I., Sirakoulis, G.Ch.: Emerging memristor-based logic circuit design approaches: a review. IEEE Circuits Syst. Mag. 16(3), 15–30 (2016)
105.
go back to reference Vourkas, I., Sirakoulis, G.Ch.: Memristor-based nanoelectronic computing circuits and architectures. In: Emergence Complexity and Computation. Springer, Cham (2016) Vourkas, I., Sirakoulis, G.Ch.: Memristor-based nanoelectronic computing circuits and architectures. In: Emergence Complexity and Computation. Springer, Cham (2016)
106.
go back to reference Weyrick, R.C.: Fundamentals of Analog Computers. Prentice Hall (1969) Weyrick, R.C.: Fundamentals of Analog Computers. Prentice Hall (1969)
107.
go back to reference Xu, W., Ding, G., Yokawa, K., Baluška, F., Li, Q.F., Liu, Y., Shi, W., Liang, J., Zhang, J.: An improved agar-plate method for studying root growth and response of Arabidopsis thaliana. Sci. Rep. 3, 1273 (2013) Xu, W., Ding, G., Yokawa, K., Baluška, F., Li, Q.F., Liu, Y., Shi, W., Liang, J., Zhang, J.: An improved agar-plate method for studying root growth and response of Arabidopsis thaliana. Sci. Rep. 3, 1273 (2013)
108.
go back to reference Yokawa, K., Baluska, F.: Binary decisions in maize root behavior: Y-maze system as tool for unconventional computation in plants. IJUC 10(5–6), 381–390 (2014) Yokawa, K., Baluska, F.: Binary decisions in maize root behavior: Y-maze system as tool for unconventional computation in plants. IJUC 10(5–6), 381–390 (2014)
109.
go back to reference Yokawa, K., Kagenishi, T., Kawano, T., Mancuso, S., Baluška, F.: Illumination of arabidopsis roots induces immediate burst of ros production. Plant Signal. Behav. 6(10), 1460–1464 (2011)CrossRef Yokawa, K., Kagenishi, T., Kawano, T., Mancuso, S., Baluška, F.: Illumination of arabidopsis roots induces immediate burst of ros production. Plant Signal. Behav. 6(10), 1460–1464 (2011)CrossRef
Metadata
Title
Computers from Plants We Never Made: Speculations
Authors
Andrew Adamatzky
Simon Harding
Victor Erokhin
Richard Mayne
Nina Gizzie
Frantisek Baluška
Stefano Mancuso
Georgios Ch. Sirakoulis
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-67997-6_17

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