Matches in SemOpenAlex for { <https://semopenalex.org/work/W3175047240> ?p ?o ?g. }
- W3175047240 abstract "Abstract Neuromorphic systems comprised of self-assembled nanowires exhibit a range of neural-like dynamics arising from the interplay of their synapse-like electrical junctions and their complex network topology. Additionally, various information processing tasks have been demonstrated with neuromorphic nanowire networks. Here, we investigate the dynamics of how these unique systems process information through information-theoretic metrics. In particular, Transfer Entropy (TE) and Active Information Storage (AIS) are employed to investigate dynamical information flow and short-term memory in nanowire networks. In addition to finding that the topologically central parts of networks contribute the most to the information flow, our results also reveal TE and AIS are maximized when the networks transitions from a quiescent to an active state. The performance of neuromorphic networks in memory and learning tasks is demonstrated to be dependent on their internal dynamical states as well as topological structure. Optimal performance is found when these networks are pre-initialised to the transition state where TE and AIS are maximal. Furthermore, an optimal range of information processing resources (i.e. connectivity density) is identified for performance. Overall, our results demonstrate information dynamics is a valuable tool to study and benchmark neuromorphic systems." @default.
- W3175047240 created "2021-07-05" @default.
- W3175047240 creator A5002087412 @default.
- W3175047240 creator A5003003045 @default.
- W3175047240 creator A5041341620 @default.
- W3175047240 creator A5062015167 @default.
- W3175047240 creator A5066149433 @default.
- W3175047240 creator A5068378610 @default.
- W3175047240 creator A5083540416 @default.
- W3175047240 date "2021-06-22" @default.
- W3175047240 modified "2023-10-16" @default.
- W3175047240 title "Information dynamics in neuromorphic nanowire networks" @default.
- W3175047240 cites W1535837316 @default.
- W3175047240 cites W1677338071 @default.
- W3175047240 cites W1752084669 @default.
- W3175047240 cites W1966010951 @default.
- W3175047240 cites W1971729008 @default.
- W3175047240 cites W1971937094 @default.
- W3175047240 cites W1978845507 @default.
- W3175047240 cites W1995875735 @default.
- W3175047240 cites W1998399571 @default.
- W3175047240 cites W2006638558 @default.
- W3175047240 cites W2008301097 @default.
- W3175047240 cites W2010847919 @default.
- W3175047240 cites W2016922062 @default.
- W3175047240 cites W2018774711 @default.
- W3175047240 cites W2027607571 @default.
- W3175047240 cites W2032685465 @default.
- W3175047240 cites W2041782669 @default.
- W3175047240 cites W2042489792 @default.
- W3175047240 cites W2050050956 @default.
- W3175047240 cites W2057755457 @default.
- W3175047240 cites W2063032535 @default.
- W3175047240 cites W2068938816 @default.
- W3175047240 cites W2070115517 @default.
- W3175047240 cites W2071947829 @default.
- W3175047240 cites W2073564602 @default.
- W3175047240 cites W2077716286 @default.
- W3175047240 cites W2079790369 @default.
- W3175047240 cites W2083357246 @default.
- W3175047240 cites W2086021750 @default.
- W3175047240 cites W2087194317 @default.
- W3175047240 cites W2092939357 @default.
- W3175047240 cites W2094426896 @default.
- W3175047240 cites W2096646197 @default.
- W3175047240 cites W2103442863 @default.
- W3175047240 cites W2113561847 @default.
- W3175047240 cites W2115582366 @default.
- W3175047240 cites W2123029908 @default.
- W3175047240 cites W2126679727 @default.
- W3175047240 cites W2128084896 @default.
- W3175047240 cites W2131681506 @default.
- W3175047240 cites W2134603460 @default.
- W3175047240 cites W2135512217 @default.
- W3175047240 cites W2138412635 @default.
- W3175047240 cites W2138913040 @default.
- W3175047240 cites W2139030761 @default.
- W3175047240 cites W2142029338 @default.
- W3175047240 cites W2142858796 @default.
- W3175047240 cites W2149055390 @default.
- W3175047240 cites W2149250320 @default.
- W3175047240 cites W2151936673 @default.
- W3175047240 cites W2153686100 @default.
- W3175047240 cites W2156640153 @default.
- W3175047240 cites W2156956589 @default.
- W3175047240 cites W2157606016 @default.
- W3175047240 cites W2167148127 @default.
- W3175047240 cites W2167822639 @default.
- W3175047240 cites W2171865010 @default.
- W3175047240 cites W2262158080 @default.
- W3175047240 cites W2280915322 @default.
- W3175047240 cites W2508745127 @default.
- W3175047240 cites W2586262377 @default.
- W3175047240 cites W2770945960 @default.
- W3175047240 cites W2796365873 @default.
- W3175047240 cites W2798864635 @default.
- W3175047240 cites W2805362231 @default.
- W3175047240 cites W2815686776 @default.
- W3175047240 cites W2895416935 @default.
- W3175047240 cites W2910230880 @default.
- W3175047240 cites W2912534835 @default.
- W3175047240 cites W2914670473 @default.
- W3175047240 cites W2919115771 @default.
- W3175047240 cites W2976743137 @default.
- W3175047240 cites W2979589704 @default.
- W3175047240 cites W2980962992 @default.
- W3175047240 cites W2981152501 @default.
- W3175047240 cites W2985606391 @default.
- W3175047240 cites W3000505821 @default.
- W3175047240 cites W3008083675 @default.
- W3175047240 cites W3009734414 @default.
- W3175047240 cites W3010339880 @default.
- W3175047240 cites W3033458297 @default.
- W3175047240 cites W3033814985 @default.
- W3175047240 cites W3044192339 @default.
- W3175047240 cites W3083666883 @default.
- W3175047240 cites W3089449982 @default.
- W3175047240 cites W3091420610 @default.
- W3175047240 cites W3104576595 @default.
- W3175047240 cites W3104752958 @default.