{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T18:46:04Z","timestamp":1776105964561,"version":"3.50.1"},"publisher-location":"Cham","reference-count":38,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030193102","type":"print"},{"value":"9783030193119","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-19311-9_2","type":"book-chapter","created":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T14:32:32Z","timestamp":1558362752000},"page":"5-14","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Co-Designing the Computational Model and the Computing Substrate"],"prefix":"10.1007","author":[{"given":"Susan","family":"Stepney","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,4,26]]},"reference":[{"key":"2_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-84996-217-9","volume-title":"Game of Life Cellular Automata","year":"2010","unstructured":"Adamatzky, A. (ed.): Game of Life Cellular Automata. Springer, London (2010). https:\/\/doi.org\/10.1007\/978-1-84996-217-9"},{"key":"2_CR2","series-title":"Emergence, Complexity and Computation","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1007\/978-3-319-33924-5_7","volume-title":"Advances in Unconventional Computing","author":"E Blakey","year":"2017","unstructured":"Blakey, E.: Unconventional computers and\u00a0unconventional complexity measures. In: Adamatzky, A. (ed.) Advances in Unconventional Computing. ECC, vol. 22, pp. 165\u2013182. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-33924-5_7"},{"key":"2_CR3","series-title":"Natural Computing Series","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1007\/978-3-319-65826-1_11","volume-title":"Computational Matter","author":"H Broersma","year":"2018","unstructured":"Broersma, H., Stepney, S., Wendin, G.: Computability and complexity of unconventional computing devices. In: Stepney, S., Rasmussen, S., Amos, M. (eds.) Computational Matter. NCS, pp. 185\u2013229. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-65826-1_11"},{"key":"2_CR4","doi-asserted-by":"crossref","unstructured":"Dale, M.: Neuroevolution of hierarchical reservoir computers. In: GECCO 2018, Kyoto, Japan, pp. 410\u2013417. ACM (2018)","DOI":"10.1145\/3205455.3205520"},{"key":"2_CR5","doi-asserted-by":"crossref","unstructured":"Dale, M., Dewhirst, J., O\u2019Keefe, S., Sebald, A., Stepney, S., Trefzer, M.A.: The role of structure and complexity on reservoir computing quality. In: McQuillan, I., Seki, S. (eds.) UCNC 2019. LNCS, vol. 11493, pp. 52\u201364. Springer, Heidelberg (2019)","DOI":"10.1007\/978-3-030-19311-9_6"},{"key":"2_CR6","series-title":"Emergence, Complexity and Computation","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1007\/978-3-319-33924-5_22","volume-title":"Advances in Unconventional Computing","author":"M Dale","year":"2017","unstructured":"Dale, M., Miller, J.F., Stepney, S.: Reservoir computing as a model for In-Materio computing. In: Adamatzky, A. (ed.) Advances in Unconventional Computing. ECC, vol. 22, pp. 533\u2013571. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-33924-5_22"},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"Dale, M., Miller, J.F., Stepney, S., Trefzer, M.A.: A substrate-independent framework to characterise reservoir computers. arXiv:1810.07135 (2018)","DOI":"10.1098\/rspa.2018.0723"},{"key":"2_CR8","series-title":"Natural Computing Series","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1007\/978-3-319-65826-1_13","volume-title":"Computational Matter","author":"P Dini","year":"2018","unstructured":"Dini, P., Nehaniv, C.L., Rothstein, E., Schreckling, D., Horv\u00e1th, G.: BIOMICS: a theory of interaction computing. Computational Matter. NCS, pp. 249\u2013268. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-65826-1_13"},{"key":"2_CR9","volume-title":"Reviews of Nonlinear Dynamics and Complexity","author":"B Drossel","year":"2008","unstructured":"Drossel, B.: Random boolean networks. In: Schuster, H.G. (ed.) Reviews of Nonlinear Dynamics and Complexity, vol. 1. Wiley, Weinheim (2008)"},{"key":"2_CR10","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1007\/978-3-642-21283-3_47","volume-title":"Advances in Artificial Life. Darwin Meets von Neumann","author":"A Faulconbridge","year":"2011","unstructured":"Faulconbridge, A., Stepney, S., Miller, J.F., Caves, L.S.D.: RBN-World: a sub-symbolic artificial chemistry. In: Kampis, G., Karsai, I., Szathm\u00e1ry, E. (eds.) ECAL 2009. LNCS (LNAI), vol. 5777, pp. 377\u2013384. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-21283-3_47"},{"key":"2_CR11","series-title":"Emergence, Complexity and Computation","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1007\/978-3-319-67997-6_14","volume-title":"Inspired by Nature","author":"P Faulkner","year":"2018","unstructured":"Faulkner, P., Krastev, M., Sebald, A., Stepney, S.: Sub-symbolic artificial chemistries. In: Stepney, S., Adamatzky, A. (eds.) Inspired by Nature. ECC, vol. 28, pp. 287\u2013322. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-67997-6_14"},{"issue":"4","key":"2_CR12","first-page":"286","volume":"59","author":"JL Giavitto","year":"2001","unstructured":"Giavitto, J.L., Michel, O.: MGS: a rule-based programming language for complex objects and collections. ENTCS 59(4), 286\u2013304 (2001)","journal-title":"ENTCS"},{"key":"2_CR13","unstructured":"Gundersen, M.S.: Reservoir Computing using Quasi-Uniform Cellular Automata. Master\u2019s thesis, NTNU, Norway (2017)"},{"issue":"2169","key":"2_CR14","doi-asserted-by":"publisher","first-page":"20140182","DOI":"10.1098\/rspa.2014.0182","volume":"470","author":"C Horsman","year":"2014","unstructured":"Horsman, C., Stepney, S., Wagner, R.C., Kendon, V.: When does a physical system compute? Proc. R. Soc. A 470(2169), 20140182 (2014)","journal-title":"Proc. R. Soc. A"},{"key":"2_CR15","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1017\/9781316759745.007","volume-title":"Physical Perspectives on Computation, Computational Perspectives on Physics","author":"D Horsman","year":"2018","unstructured":"Horsman, D., Kendon, V., Stepney, S.: Abstraction\/representation theory and the natural science of computation. In: Cuffaro, M.E., Fletcher, S.C. (eds.) Physical Perspectives on Computation, Computational Perspectives on Physics, pp. 127\u2013149. Cambridge University Press, Cambridge (2018)"},{"issue":"8","key":"2_CR16","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1145\/3107924","volume":"60","author":"D Horsman","year":"2017","unstructured":"Horsman, D., Stepney, S., Kendon, V.: The natural science of computation. Commun. ACM 60(8), 31\u201334 (2017)","journal-title":"Commun. ACM"},{"key":"2_CR17","doi-asserted-by":"publisher","first-page":"20140224","DOI":"10.1098\/rsta.2014.0224","volume":"373","author":"DC Horsman","year":"2015","unstructured":"Horsman, D.C.: Abstraction\/representation theory for heterotic physical computing. Philos. Trans. R. Soc. A 373, 20140224 (2015)","journal-title":"Philos. Trans. R. Soc. A"},{"key":"2_CR18","unstructured":"Jaeger, H.: The \u201cecho state\u201d approach to analysing and training recurrent neural networks - with an erratum note. GMD Report 148, German National Research Center for Information Technology (2010)"},{"issue":"5","key":"2_CR19","doi-asserted-by":"publisher","first-page":"1033","DOI":"10.1143\/PTP.74.1033","volume":"74","author":"K Kaneko","year":"1985","unstructured":"Kaneko, K.: Spatiotemporal intermittency in coupled map lattices. Progress Theoret. Phys. 74(5), 1033\u20131044 (1985)","journal-title":"Progress Theoret. Phys."},{"issue":"3","key":"2_CR20","doi-asserted-by":"publisher","first-page":"437","DOI":"10.1016\/0022-5193(69)90015-0","volume":"22","author":"SA Kauffman","year":"1969","unstructured":"Kauffman, S.A.: Metabolic stability and epigenesis in randomly constructed genetic nets. J. Theor. Biol. 22(3), 437\u2013467 (1969)","journal-title":"J. Theor. Biol."},{"key":"2_CR21","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780195079517.001.0001","volume-title":"The Origins of Order","author":"SA Kauffman","year":"1993","unstructured":"Kauffman, S.A.: The Origins of Order. Oxford University Press, Oxford (1993)"},{"key":"2_CR22","doi-asserted-by":"publisher","first-page":"20140225","DOI":"10.1098\/rsta.2014.0225","volume":"373","author":"V Kendon","year":"2015","unstructured":"Kendon, V., Sebald, A., Stepney, S.: Heterotic computing: past, present and future. Phil. Trans. R. Soc. A 373, 20140225 (2015)","journal-title":"Phil. Trans. R. Soc. A"},{"key":"2_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1007\/978-3-642-21341-0_16","volume-title":"Unconventional Computation","author":"V Kendon","year":"2011","unstructured":"Kendon, V., Sebald, A., Stepney, S., Bechmann, M., Hines, P., Wagner, R.C.: Heterotic computing. In: Calude, C.S., Kari, J., Petre, I., Rozenberg, G. (eds.) UC 2011. LNCS, vol. 6714, pp. 113\u2013124. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-21341-0_16"},{"key":"2_CR24","doi-asserted-by":"crossref","unstructured":"Krastev, M., Sebald, A., Stepney, S.: Emergent bonding properties in the Spiky RBN AChem. In: ALife 2016, Cancun, Mexico, July 2016, pp. 600\u2013607. MIT Press (2016)","DOI":"10.7551\/978-0-262-33936-0-ch096"},{"key":"2_CR25","unstructured":"Lehman, J., Stanley, K.O.: Exploiting open-endedness to solve problems through the search for novelty. In: ALIFE XI. pp. 329\u2013336. MIT Press (2008)"},{"key":"2_CR26","doi-asserted-by":"crossref","unstructured":"Lehman, J., Stanley, K.O.: Efficiently evolving programs through the search for novelty. In: GECCO 2010, pp. 837\u2013844. ACM (2010)","DOI":"10.1145\/1830483.1830638"},{"issue":"2","key":"2_CR27","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1162\/EVCO_a_00025","volume":"19","author":"J Lehman","year":"2011","unstructured":"Lehman, J., Stanley, K.O.: Abandoning objectives: evolution through the search for novelty alone. Evol. Comput. 19(2), 189\u2013223 (2011)","journal-title":"Evol. Comput."},{"key":"2_CR28","doi-asserted-by":"publisher","first-page":"20140223","DOI":"10.1098\/rsta.2014.0223","volume":"373","author":"CL Nehaniv","year":"2015","unstructured":"Nehaniv, C.L., Rhodes, J., Egri-Nagy, A., Dini, P., Morris, E.R., Horv\u00e1th, G., Karimi, F., Schreckling, D., Schilstra, M.J.: Symmetry structure in discrete models of biochemical systems: natural subsystems and the weak control hierarchy in a new model of computation driven by interactions. Phil. Trans. R. Soc. A 373, 20140223 (2015)","journal-title":"Phil. Trans. R. Soc. A"},{"issue":"13","key":"2_CR29","doi-asserted-by":"publisher","first-page":"2010","DOI":"10.1103\/PhysRevLett.71.2010","volume":"71","author":"S Sinha","year":"1993","unstructured":"Sinha, S., Biswas, D.: Adaptive dynamics on a chaotic lattice. Phys. Rev. Lett. 71(13), 2010\u20132013 (1993)","journal-title":"Phys. Rev. Lett."},{"issue":"10","key":"2_CR30","doi-asserted-by":"publisher","first-page":"2156","DOI":"10.1103\/PhysRevLett.81.2156","volume":"81","author":"S Sinha","year":"1998","unstructured":"Sinha, S., Ditto, W.L.: Dynamics based computation. Phys. Rev. Lett. 81(10), 2156\u20132159 (1998)","journal-title":"Phys. Rev. Lett."},{"issue":"1","key":"2_CR31","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1103\/PhysRevE.60.363","volume":"60","author":"S Sinha","year":"1999","unstructured":"Sinha, S., Ditto, W.L.: Computing with distributed chaos. Phys. Rev. E 60(1), 363\u2013377 (1999)","journal-title":"Phys. Rev. E"},{"key":"2_CR32","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"544","DOI":"10.1007\/3-540-59496-5_324","volume-title":"Advances in Artificial Life","author":"M Sipper","year":"1995","unstructured":"Sipper, M.: Quasi-uniform computation-universal cellular automata. In: Mor\u00e1n, F., Moreno, A., Merelo, J.J., Chac\u00f3n, P. (eds.) ECAL 1995. LNCS, vol. 929, pp. 544\u2013554. Springer, Heidelberg (1995). https:\/\/doi.org\/10.1007\/3-540-59496-5_324"},{"key":"2_CR33","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1007\/978-3-540-30479-1_25","volume-title":"Cellular Automata","author":"A Spicher","year":"2004","unstructured":"Spicher, A., Michel, O., Giavitto, J.-L.: A topological framework for the specification and the simulation of discrete dynamical systems. In: Sloot, P.M.A., Chopard, B., Hoekstra, A.G. (eds.) ACRI 2004. LNCS, vol. 3305, pp. 238\u2013247. Springer, Heidelberg (2004). https:\/\/doi.org\/10.1007\/978-3-540-30479-1_25"},{"key":"2_CR34","doi-asserted-by":"publisher","first-page":"1979","DOI":"10.1007\/978-3-540-92910-9_59","volume-title":"Handbook of Natural Computing","author":"S Stepney","year":"2012","unstructured":"Stepney, S.: Nonclassical computation: a dynamical systems perspective. In: Rozenberg, G., B\u00e4ck, T., Kok, J.N. (eds.) Handbook of Natural Computing, vol. 4, pp. 1979\u20132025. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-540-92910-9_59"},{"key":"2_CR35","doi-asserted-by":"crossref","unstructured":"Stepney, S., Kendon, V.: The role of structure and complexity on reservoir computing quality. In: McQuillan, I., Seki, S. (eds.) UCNC 2019. LNCS, vol. 11493, pp. 52\u201364. Springer, Heidelberg (2019)","DOI":"10.1007\/978-3-030-19311-9_6"},{"key":"2_CR36","volume-title":"Theory of Self-Reproducing Automata (edited by A.W. Burks)","author":"J Neumann von","year":"1966","unstructured":"von Neumann, J.: Theory of Self-Reproducing Automata (edited by A.W. Burks). University of Illinois Press, Urbana (1966)"},{"issue":"3","key":"2_CR37","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1103\/RevModPhys.55.601","volume":"55","author":"S Wolfram","year":"1983","unstructured":"Wolfram, S.: Statistical mechanics of cellular automata. Rev. Mod. Phys. 55(3), 601\u2013644 (1983)","journal-title":"Rev. Mod. Phys."},{"issue":"1","key":"2_CR38","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/0167-2789(84)90245-8","volume":"10","author":"S Wolfram","year":"1984","unstructured":"Wolfram, S.: Universality and complexity in cellular automata. Physica D 10(1), 1\u201335 (1984)","journal-title":"Physica D"}],"container-title":["Lecture Notes in Computer Science","Unconventional Computation and Natural Computation"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-19311-9_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,18]],"date-time":"2024-07-18T08:36:12Z","timestamp":1721291772000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-19311-9_2"}},"subtitle":["(Invited Paper)"],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030193102","9783030193119"],"references-count":38,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-19311-9_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"26 April 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"UCNC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Unconventional Computation and Natural Computation","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Tokyo","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Japan","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 June 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 June 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"uc2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ucnc2019.uec.ac.jp\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"32","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"19","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"59% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3.2","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4 abstracts of invited talks and one full paper of an invited talk are included.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}