@article{63544b414144454da891cba5df308280,
title = "Remarkable problem-solving ability of unicellular amoeboid organism and its mechanism",
abstract = "Choosing a better move correctly and quickly is a fundamental skill of living organisms that corresponds to solving a computationally demanding problem. A unicellular plasmodium of Physarum polycephalum searches for a solution to the travelling salesman problem (TSP) by changing its shape to minimize the risk of being exposed to aversive light stimuli. In our previous studies, we reported the results on the eight-city TSP solution. In this study, we show that the time taken by plasmodium to find a reasonably high-quality TSP solution grows linearly as the problem size increases from four to eight. Interestingly, the quality of the solution does not degrade despite the explosive expansion of the search space. Formulating a computational model, we show that the linear-time solution can be achieved if the intrinsic dynamics could allocate intracellular resources to grow the plasmodium terminals with a constant rate, even while responding to the stimuli. These results may lead to the development of novel analogue computers enabling approximate solutions of complex optimization problems in linear time.",
keywords = "Amoeba computing, Bioinspired computing, Natural computing, Physarum, Travelling salesman problem",
author = "Liping Zhu and Kim, {Song Ju} and Masahiko Hara and Masashi Aono",
note = "Funding Information: This work was partially supported by supported by KAKENHI (22700322), PRESTO-JST 'Innovative nano-electronics through interdisciplinary collaboration among material, device and system layers' grant no. 13416898, JPMJPR1321, and 'Implementation of cross-cutting technology development project for promoting Internet of Things (IoT)' commissioned by the New Energy and Industrial Technology Development Organization (NEDO). Funding Information: Data accessibility. The datasets supporting this article have been uploaded as part of the electronic supplementary materials. Electronic supplementary material and movie are available online at https://doi.org/10.5281/zenodo. 1481594 and https://doi.org/10.5281/zenodo.1481610, respectively. Authors{\textquoteright} contributions. M.A., S.-J.K. and M.H. designed research; M.A and L.Z. performed the experiments; S.-J.K. and M.A. designed the model; M.A. performed computer simulations; all authors analysed the data; M.A. wrote the manuscript; all authors reviewed the manuscript. Correspondence should be addressed to M.A. (aono@sfc.keio.ac.jp) or S.-J.K. (songju@sfc.keio.ac.jp). Competing interests. We have no competing interests. Funding. This work was partially supported by supported by KAKENHI (22700322), PRESTO-JST {\textquoteleft}Innovative nano-electronics through interdisciplinary collaboration among material, device and system layers{\textquoteright} grant no. 13416898, JPMJPR1321, and {\textquoteleft}Implementation of cross-cutting technology development project for promoting Internet of Things (IoT){\textquoteright} commissioned by the New Energy and Industrial Technology Development Organization (NEDO). Acknowledgements. We thank T. Isoshima for cooperation in developing the optical apparatus, Y. Hasegawa for support in handling Physarum, M. Wakabayashi and H. Hori for their fruitful discussions and RIKEN for providing the facilities essential for the completion of this work. Publisher Copyright: {\textcopyright} 2018 The Author(s) Published by the Royal Society.",
year = "2018",
month = dec,
day = "1",
doi = "10.1098/rsos.180396",
language = "English",
volume = "5",
journal = "Royal Society Open Science",
issn = "2054-5703",
publisher = "The Royal Society",
number = "12",
}