{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T03:03:50Z","timestamp":1742958230746,"version":"3.40.3"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030879921"},{"type":"electronic","value":"9783030879938"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-87993-8_2","type":"book-chapter","created":{"date-parts":[[2021,10,11]],"date-time":"2021-10-11T05:22:02Z","timestamp":1633929722000},"page":"19-34","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Computing with Magnetic Thin Films: Using Film Geometry to Improve Dynamics"],"prefix":"10.1007","author":[{"given":"Matthew","family":"Dale","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5957-2474","authenticated-orcid":false,"given":"Simon","family":"O\u2019Keefe","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7966-7438","authenticated-orcid":false,"given":"Angelika","family":"Sebald","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3146-5401","authenticated-orcid":false,"given":"Susan","family":"Stepney","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6196-6832","authenticated-orcid":false,"given":"Martin A.","family":"Trefzer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,10,11]]},"reference":[{"key":"2_CR1","volume-title":"Reaction-Diffusion Computers","author":"A Adamatzky","year":"2005","unstructured":"Adamatzky, A., Costello, B.D.L., Asai, T.: Reaction-Diffusion Computers. Elsevier, Amsterdam (2005)"},{"doi-asserted-by":"publisher","unstructured":"Antonik, P., Marsal, N., Brunner, D., Rontani, D.: Bayesian optimisation of large-scale photonic reservoir computers. Cogn. Comput. 1\u20139 (2021). https:\/\/doi.org\/10.1007\/s12559-020-09732-6","key":"2_CR2","DOI":"10.1007\/s12559-020-09732-6"},{"key":"2_CR3","doi-asserted-by":"publisher","first-page":"468","DOI":"10.1038\/ncomms1476","volume":"2","author":"L Appeltant","year":"2011","unstructured":"Appeltant, L., et al.: Information processing using a single dynamical node as complex system. Nat. Commun. 2, 468 (2011). https:\/\/doi.org\/10.1038\/ncomms1476","journal-title":"Nat. Commun."},{"issue":"3","key":"2_CR4","doi-asserted-by":"publisher","first-page":"697","DOI":"10.1109\/72.846741","volume":"11","author":"AF Atiya","year":"2000","unstructured":"Atiya, A.F., Parlos, A.G.: New results on recurrent network training: unifying the algorithms and accelerating convergence. IEEE Trans. Neural Netw. 11(3), 697\u2013709 (2000). https:\/\/doi.org\/10.1109\/72.846741","journal-title":"IEEE Trans. Neural Netw."},{"key":"2_CR5","doi-asserted-by":"publisher","first-page":"58012","DOI":"10.1109\/ACCESS.2018.2873770","volume":"6","author":"A Bala","year":"2018","unstructured":"Bala, A., Ismail, I., Ibrahim, R., Sait, S.M.: Applications of metaheuristics in reservoir computing techniques: a review. IEEE Access 6, 58012\u201358029 (2018). https:\/\/doi.org\/10.1109\/ACCESS.2018.2873770","journal-title":"IEEE Access"},{"issue":"7790","key":"2_CR6","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1038\/s41586-019-1901-0","volume":"577","author":"T Chen","year":"2020","unstructured":"Chen, T., et al.: Classification with a disordered dopant-atom network in silicon. Nature 577(7790), 341\u2013345 (2020). https:\/\/doi.org\/10.1038\/s41586-019-1901-0","journal-title":"Nature"},{"issue":"6","key":"2_CR7","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1038\/nphys3347","volume":"11","author":"AV Chumak","year":"2015","unstructured":"Chumak, A.V., Vasyuchka, V.I., Serga, A.A., Hillebrands, B.: Magnon spintronics. Nat. Phys. 11(6), 453\u2013461 (2015). https:\/\/doi.org\/10.1038\/nphys3347","journal-title":"Nat. Phys."},{"unstructured":"Dale, M., et al.: Reservoir computing with thin-film ferromagnetic devices. arXiv preprint arXiv:2101.12700 (2021)","key":"2_CR8"},{"key":"2_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/978-3-319-41312-9_5","volume-title":"Unconventional Computation and Natural Computation","author":"M Dale","year":"2016","unstructured":"Dale, M., Miller, J.F., Stepney, S., Trefzer, M.A.: Evolving carbon nanotube reservoir computers. In: Amos, M., Condon, A. (eds.) UCNC 2016. LNCS, vol. 9726, pp. 49\u201361. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-41312-9_5"},{"issue":"2","key":"2_CR10","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1007\/s11047-020-09823-1","volume":"20","author":"M Dale","year":"2020","unstructured":"Dale, M., O\u2019Keefe, S., Sebald, A., Stepney, S., Trefzer, M.A.: Reservoir computing quality: connectivity and topology. Nat. Comput. 20(2), 205\u2013216 (2020). https:\/\/doi.org\/10.1007\/s11047-020-09823-1","journal-title":"Nat. Comput."},{"doi-asserted-by":"publisher","unstructured":"Dale, M., Stepney, S., Miller, J.F., Trefzer, M.: Reservoir computing in materio: a computational framework for in materio computing. In: IJCNN 2017, pp. 2178\u20132185. IEEE (2017). https:\/\/doi.org\/10.1109\/IJCNN.2017.7966119","key":"2_CR11","DOI":"10.1109\/IJCNN.2017.7966119"},{"issue":"20","key":"2_CR12","doi-asserted-by":"publisher","first-page":"22783","DOI":"10.1364\/OE.20.022783","volume":"20","author":"F Duport","year":"2012","unstructured":"Duport, F., Schneider, B., Smerieri, A., Haelterman, M., Massar, S.: All-optical reservoir computing. Opt. Express 20(20), 22783\u201322795 (2012). https:\/\/doi.org\/10.1364\/OE.20.022783","journal-title":"Opt. Express"},{"doi-asserted-by":"publisher","unstructured":"Evans, R.F.L., Fan, W.J., Chureemart, P., Ostler, T.A., Ellis, M.O.A., Chantrell, R.W.: Atomistic spin model simulations of magnetic nanomaterials. J. Phys. Condens. Matter 26(10) (2014). https:\/\/doi.org\/10.1088\/0953-8984\/26\/10\/103202","key":"2_CR13","DOI":"10.1088\/0953-8984\/26\/10\/103202"},{"key":"2_CR14","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"588","DOI":"10.1007\/978-3-540-39432-7_63","volume-title":"Advances in Artificial Life","author":"C Fernando","year":"2003","unstructured":"Fernando, C., Sojakka, S.: Pattern recognition in a bucket. In: Banzhaf, W., Ziegler, J., Christaller, T., Dittrich, P., Kim, J.T. (eds.) ECAL 2003. LNCS (LNAI), vol. 2801, pp. 588\u2013597. Springer, Heidelberg (2003). https:\/\/doi.org\/10.1007\/978-3-540-39432-7_63"},{"issue":"7","key":"2_CR15","doi-asserted-by":"publisher","first-page":"360","DOI":"10.1038\/s41928-019-0360-9","volume":"3","author":"J Grollier","year":"2020","unstructured":"Grollier, J., Querlioz, D., Camsari, K., Everschor-Sitte, K., Fukami, S., Stiles, M.D.: Neuromorphic spintronics. Nat. Electron. 3(7), 360\u2013370 (2020). https:\/\/doi.org\/10.1038\/s41928-019-0360-9","journal-title":"Nat. Electron."},{"key":"2_CR16","doi-asserted-by":"publisher","first-page":"72637","DOI":"10.1109\/ACCESS.2021.3079583","volume":"9","author":"T Ichimura","year":"2021","unstructured":"Ichimura, T., Nakane, R., Tanaka, G., Hirose, A.: A numerical exploration of signal detector arrangement in a spin-wave reservoir computing device. IEEE Access 9, 72637\u201372646 (2021). https:\/\/doi.org\/10.1109\/ACCESS.2021.3079583","journal-title":"IEEE Access"},{"issue":"05","key":"2_CR17","doi-asserted-by":"publisher","first-page":"1733","DOI":"10.1142\/S0218127409023809","volume":"19","author":"EM Izhikevich","year":"2009","unstructured":"Izhikevich, E.M., Hoppensteadt, F.C.: Polychronous wavefront computations. Int. J. Bifurcat. Chaos 19(05), 1733\u20131739 (2009). https:\/\/doi.org\/10.1142\/S0218127409023809","journal-title":"Int. J. Bifurcat. Chaos"},{"unstructured":"Jaeger, H.: Short term memory in echo state networks. GMD-Forschungszentrum Informationstechnik (2001)","key":"2_CR18"},{"issue":"5667","key":"2_CR19","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1126\/science.1091277","volume":"304","author":"H Jaeger","year":"2004","unstructured":"Jaeger, H., Haas, H.: Harnessing nonlinearity: predicting chaotic systems and saving energy in wireless communication. Science 304(5667), 78\u201380 (2004). https:\/\/doi.org\/10.1126\/science.1091277","journal-title":"Science"},{"key":"2_CR20","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1007\/978-1-4471-0129-1_10","volume-title":"Collision-Based Computing","author":"MH Jakubowski","year":"2002","unstructured":"Jakubowski, M.H., Steiglitz, K., Squier, R.: Computing with solitons: a review and prospectus. In: Adamatzky, A. (ed.) Collision-Based Computing, pp. 277\u2013297. Springer, London (2002). https:\/\/doi.org\/10.1007\/978-1-4471-0129-1_10"},{"issue":"1","key":"2_CR21","doi-asserted-by":"publisher","first-page":"010902","DOI":"10.1063\/5.0009482","volume":"128","author":"A Kurenkov","year":"2020","unstructured":"Kurenkov, A., Fukami, S., Ohno, H.: Neuromorphic computing with antiferromagnetic spintronics. J. Appl. Phys. 128(1), 010902 (2020). https:\/\/doi.org\/10.1063\/5.0009482","journal-title":"J. Appl. Phys."},{"doi-asserted-by":"crossref","unstructured":"Lilak, S., et al.: Spoken digit classification by in-materio reservoir computing with neuromorphic atomic switch networks. arXiv preprint arXiv:2103.12835 (2021)","key":"2_CR22","DOI":"10.3389\/fnano.2021.675792"},{"key":"2_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"659","DOI":"10.1007\/978-3-642-35289-8_36","volume-title":"Neural Networks: Tricks of the Trade","author":"M Luko\u0161evi\u010dius","year":"2012","unstructured":"Luko\u0161evi\u010dius, M.: A practical guide to applying echo state networks. In: Montavon, G., Orr, G.B., M\u00fcller, K.-R. (eds.) Neural Networks: Tricks of the Trade. LNCS, vol. 7700, pp. 659\u2013686. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-35289-8_36"},{"issue":"9","key":"2_CR24","doi-asserted-by":"publisher","first-page":"095301","DOI":"10.1088\/0957-4484\/22\/9\/095301","volume":"22","author":"F Maci\u00e0","year":"2011","unstructured":"Maci\u00e0, F., Kent, A.D., Hoppensteadt, F.C.: Spin-wave interference patterns created by spin-torque nano-oscillators for memory and computation. Nanotechnology 22(9), 095301 (2011). https:\/\/doi.org\/10.1088\/0957-4484\/22\/9\/095301","journal-title":"Nanotechnology"},{"issue":"1","key":"2_CR25","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/s12065-014-0106-6","volume":"7","author":"JF Miller","year":"2014","unstructured":"Miller, J.F., Harding, S.L., Tufte, G.: Evolution-in-materio: evolving computation in materials. Evol. Intell. 7(1), 49\u201367 (2014). https:\/\/doi.org\/10.1007\/s12065-014-0106-6","journal-title":"Evol. Intell."},{"issue":"1","key":"2_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/srep10487","volume":"5","author":"K Nakajima","year":"2015","unstructured":"Nakajima, K., Hauser, H., Li, T., Pfeifer, R.: Information processing via physical soft body. Sci. Rep. 5(1), 1\u201311 (2015). https:\/\/doi.org\/10.1038\/srep10487","journal-title":"Sci. Rep."},{"doi-asserted-by":"publisher","unstructured":"Paquot, Y., et al.: Optoelectronic reservoir computing. Sci. Rep. 2 (2012). https:\/\/doi.org\/10.1038\/srep00287","key":"2_CR27","DOI":"10.1038\/srep00287"},{"doi-asserted-by":"publisher","unstructured":"Penty, A., Tufte, G.: A representation of artificial spin ice for evolutionary search. In: ALIFE 2021: The 2021 Conference on Artificial Life. MIT Press (2021). https:\/\/doi.org\/10.1162\/isal_a_00436","key":"2_CR28","DOI":"10.1162\/isal_a_00436"},{"key":"2_CR29","doi-asserted-by":"publisher","first-page":"054020","DOI":"10.1103\/PhysRevApplied.14.054020","volume":"14","author":"D Pinna","year":"2020","unstructured":"Pinna, D., Bourianoff, G., Everschor-Sitte, K.: Reservoir computing with random skyrmion textures. Phys. Rev. Appl. 14, 054020 (2020). https:\/\/doi.org\/10.1103\/PhysRevApplied.14.054020","journal-title":"Phys. Rev. Appl."},{"key":"2_CR30","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1007\/978-3-642-15381-5_33","volume-title":"Intelligent Data Engineering and Automated Learning \u2013 IDEAL 2010","author":"A Rodan","year":"2010","unstructured":"Rodan, A., Ti\u0148o, P.: Simple deterministically constructed recurrent neural networks. In: Fyfe, C., Tino, P., Charles, D., Garcia-Osorio, C., Yin, H. (eds.) IDEAL 2010. LNCS, vol. 6283, pp. 267\u2013274. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-15381-5_33"},{"issue":"7730","key":"2_CR31","doi-asserted-by":"publisher","first-page":"230","DOI":"10.1038\/s41586-018-0632-y","volume":"563","author":"M Romera","year":"2018","unstructured":"Romera, M., et al.: Vowel recognition with four coupled spin-torque nano-oscillators. Nature 563(7730), 230\u2013234 (2018). https:\/\/doi.org\/10.1038\/s41586-018-0632-y","journal-title":"Nature"},{"key":"2_CR32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-65826-1","volume-title":"Computational Matter","author":"S Stepney","year":"2018","unstructured":"Stepney, S., Rasmussen, S., Amos, M.: Computational Matter. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-65826-1"},{"key":"2_CR33","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1016\/j.neunet.2019.03.005","volume":"115","author":"G Tanaka","year":"2019","unstructured":"Tanaka, G., et al.: Recent advances in physical reservoir computing: a review. Neural Netw. 115, 100\u2013123 (2019). https:\/\/doi.org\/10.1016\/j.neunet.2019.03.005","journal-title":"Neural Netw."},{"issue":"7664","key":"2_CR34","doi-asserted-by":"publisher","first-page":"428","DOI":"10.1038\/nature23011","volume":"547","author":"J Torrejon","year":"2017","unstructured":"Torrejon, J., et al.: Neuromorphic computing with nanoscale spintronic oscillators. Nature 547(7664), 428\u2013431 (2017). https:\/\/doi.org\/10.1038\/nature23011","journal-title":"Nature"},{"issue":"3","key":"2_CR35","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1016\/j.neunet.2007.04.003","volume":"20","author":"D Verstraeten","year":"2007","unstructured":"Verstraeten, D., Schrauwen, B., d\u2019Haene, M., Stroobandt, D.: An experimental unification of reservoir computing methods. Neural Netw. 20(3), 391\u2013403 (2007). https:\/\/doi.org\/10.1016\/j.neunet.2007.04.003","journal-title":"Neural Netw."},{"issue":"3","key":"2_CR36","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1016\/j.neunet.2007.04.014","volume":"20","author":"Y Xue","year":"2007","unstructured":"Xue, Y., Yang, L., Haykin, S.: Decoupled echo state networks with lateral inhibition. Neural Netw. 20(3), 365\u2013376 (2007). https:\/\/doi.org\/10.1016\/j.neunet.2007.04.014","journal-title":"Neural Netw."}],"container-title":["Lecture Notes in Computer Science","Unconventional Computation and Natural Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-87993-8_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,11]],"date-time":"2021-10-11T05:34:57Z","timestamp":1633930497000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-87993-8_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030879921","9783030879938"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-87993-8_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"11 October 2021","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":"Espoo","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Finland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 October 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 October 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"uc2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ucnc2021.cs.aalto.fi\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}