<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> . <> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10188620> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/AcademicArticle> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/title> "Hardware implementation of memristor-based artificial neural networks"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/abstract> "Artificial Intelligence (AI) is currently experiencing a bloom driven by deep learning (DL) techniques, which rely on networks of connected simple computing units operating in parallel. The low communication bandwidth between memory and processing units in conventional von Neumann machines does not support the requirements of emerging applications that rely extensively on large sets of data. More recent computing paradigms, such as high parallelization and near-memory computing, help alleviate the data communication bottleneck to some extent, but paradigm- shifting concepts are required. Memristors, a novel beyond-complementary metal-oxide-semiconductor (CMOS) technology, are a promising choice for memory devices due to their unique intrinsic device-level properties, enabling both storing and computing with a small, massively-parallel footprint at low power. Theoretically, this directly translates to a major boost in energy efficiency and computational throughput, but various practical challenges remain. In this work we review the latest efforts for achieving hardware-based memristive artificial neural networks (ANNs), describing with detail the working principia of each block and the different design alternatives with their own advantages and disadvantages, as well as the tools required for accurate estimation of performance metrics. Ultimately, we aim to provide a comprehensive protocol of the materials and methods involved in memristive neural networks to those aiming to start working in this field and the experts looking for a holistic approach."^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/date> "2024-03-04" . <https://discovery.ucl.ac.uk/id/document/1716197> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/volume> "15" . <https://discovery.ucl.ac.uk/id/org/ext-dcea299cf48188065b5f59a4cae50003> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> . <https://discovery.ucl.ac.uk/id/org/ext-dcea299cf48188065b5f59a4cae50003> <http://xmlns.com/foaf/0.1/name> "Springer Science and Business Media LLC"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-dcea299cf48188065b5f59a4cae50003> . <https://discovery.ucl.ac.uk/id/publication/ext-20411723> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Collection> . <https://discovery.ucl.ac.uk/id/publication/ext-20411723> <http://xmlns.com/foaf/0.1/name> "Nature Communications"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-20411723> . <https://discovery.ucl.ac.uk/id/publication/ext-20411723> <http://www.w3.org/2002/07/owl#sameAs> <urn:issn:20411723> . <https://discovery.ucl.ac.uk/id/publication/ext-20411723> <http://purl.org/ontology/bibo/issn> "20411723" . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-1b68d2fbd1234604501b10694e1feb4c> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-1b68d2fbd1234604501b10694e1feb4c> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-d03b50346a09644ab01f3c2bce9ebd78> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-d03b50346a09644ab01f3c2bce9ebd78> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-7c87cb4b3bfe6f97f32c1a1f3302e57b> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-7c87cb4b3bfe6f97f32c1a1f3302e57b> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-c89ffbca4e3763e4b48e7b515510fbc6> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-c89ffbca4e3763e4b48e7b515510fbc6> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-8314f9db952e0e3847fe5b13830b0181> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-8314f9db952e0e3847fe5b13830b0181> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-2ece66d5893e2b9bbb98fade5cdeddbe> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-2ece66d5893e2b9bbb98fade5cdeddbe> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-af6ab7228614d19a54d4ddddbe69ece8> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-af6ab7228614d19a54d4ddddbe69ece8> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-4d6002d81c16b5018eead89e8f88cbba> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_8> <https://discovery.ucl.ac.uk/id/person/ext-4d6002d81c16b5018eead89e8f88cbba> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-efe7b8c994f90c5a25af77a2e98159fe> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_9> <https://discovery.ucl.ac.uk/id/person/ext-efe7b8c994f90c5a25af77a2e98159fe> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-576489acfbf09fd6097245afd3b30eda> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_10> <https://discovery.ucl.ac.uk/id/person/ext-576489acfbf09fd6097245afd3b30eda> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-ffe258437a2684b88a184c86b392cd0a> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_11> <https://discovery.ucl.ac.uk/id/person/ext-ffe258437a2684b88a184c86b392cd0a> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-6256d7371085fc5511d1995c227b9f0f> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_12> <https://discovery.ucl.ac.uk/id/person/ext-6256d7371085fc5511d1995c227b9f0f> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-4c1bbeb44531a8b06ab7905cf997e035> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_13> <https://discovery.ucl.ac.uk/id/person/ext-4c1bbeb44531a8b06ab7905cf997e035> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-fcd29a2137f2ffbf02266e2cd7b24e38> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_14> <https://discovery.ucl.ac.uk/id/person/ext-fcd29a2137f2ffbf02266e2cd7b24e38> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-d15c1c824847a06bc451fe4359776706> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_15> <https://discovery.ucl.ac.uk/id/person/ext-d15c1c824847a06bc451fe4359776706> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-ae1aa5223a66cd1231d78e06b3acd0b4> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_16> <https://discovery.ucl.ac.uk/id/person/ext-ae1aa5223a66cd1231d78e06b3acd0b4> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-f575ab1c1aeed81a6221ce5defa7c5c9> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_17> <https://discovery.ucl.ac.uk/id/person/ext-f575ab1c1aeed81a6221ce5defa7c5c9> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-9e71e1b043a6074046cee3be89a212cb> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_18> <https://discovery.ucl.ac.uk/id/person/ext-9e71e1b043a6074046cee3be89a212cb> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-bd4891352767f04106f794bf2ad7ce9c> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_19> <https://discovery.ucl.ac.uk/id/person/ext-bd4891352767f04106f794bf2ad7ce9c> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-15d8962e354c0a693960149be82810fe> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_20> <https://discovery.ucl.ac.uk/id/person/ext-15d8962e354c0a693960149be82810fe> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-6ac104c5d1ab8bcbc63b5bc3e7efbbec> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_21> <https://discovery.ucl.ac.uk/id/person/ext-6ac104c5d1ab8bcbc63b5bc3e7efbbec> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-c300e438dcdcd80ec5e409313eb39821> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_22> <https://discovery.ucl.ac.uk/id/person/ext-c300e438dcdcd80ec5e409313eb39821> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-a9dc66961c2c0ab5811c04240943b7bc> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_23> <https://discovery.ucl.ac.uk/id/person/ext-a9dc66961c2c0ab5811c04240943b7bc> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-b9c94c81b21acc9494f5fb09bb0df18c> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_24> <https://discovery.ucl.ac.uk/id/person/ext-b9c94c81b21acc9494f5fb09bb0df18c> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-32298b91fdda16dda86919ae6a4bb86d> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_25> <https://discovery.ucl.ac.uk/id/person/ext-32298b91fdda16dda86919ae6a4bb86d> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-7435a3d20192f7bea97b00fa4f8156f7> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_26> <https://discovery.ucl.ac.uk/id/person/ext-7435a3d20192f7bea97b00fa4f8156f7> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-4824be3922d9f8e8fd4ce2144e2dc488> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_27> <https://discovery.ucl.ac.uk/id/person/ext-4824be3922d9f8e8fd4ce2144e2dc488> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-77a5f13ec29e68e5fc488acad01c1f92> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_28> <https://discovery.ucl.ac.uk/id/person/ext-77a5f13ec29e68e5fc488acad01c1f92> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-3fe9bae6d167e1177b6a3f7999bc7206> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_29> <https://discovery.ucl.ac.uk/id/person/ext-3fe9bae6d167e1177b6a3f7999bc7206> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-95b5fd7639bbacb4330d0275fa88aee0> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_30> <https://discovery.ucl.ac.uk/id/person/ext-95b5fd7639bbacb4330d0275fa88aee0> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-926b06da9db9ebfbaad97a8180f1792e> . <https://discovery.ucl.ac.uk/id/eprint/10188620> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> . <https://discovery.ucl.ac.uk/id/eprint/10188620#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_31> <https://discovery.ucl.ac.uk/id/person/ext-926b06da9db9ebfbaad97a8180f1792e> . <https://discovery.ucl.ac.uk/id/person/ext-926b06da9db9ebfbaad97a8180f1792e> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-926b06da9db9ebfbaad97a8180f1792e> <http://xmlns.com/foaf/0.1/givenName> "Mario"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-926b06da9db9ebfbaad97a8180f1792e> <http://xmlns.com/foaf/0.1/familyName> "Lanza"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-926b06da9db9ebfbaad97a8180f1792e> <http://xmlns.com/foaf/0.1/name> "Mario Lanza"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d03b50346a09644ab01f3c2bce9ebd78> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-d03b50346a09644ab01f3c2bce9ebd78> <http://xmlns.com/foaf/0.1/givenName> "Abu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d03b50346a09644ab01f3c2bce9ebd78> <http://xmlns.com/foaf/0.1/familyName> "Sebastian"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d03b50346a09644ab01f3c2bce9ebd78> <http://xmlns.com/foaf/0.1/name> "Abu Sebastian"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4824be3922d9f8e8fd4ce2144e2dc488> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-4824be3922d9f8e8fd4ce2144e2dc488> <http://xmlns.com/foaf/0.1/givenName> "Samarth"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4824be3922d9f8e8fd4ce2144e2dc488> <http://xmlns.com/foaf/0.1/familyName> "Jain"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4824be3922d9f8e8fd4ce2144e2dc488> <http://xmlns.com/foaf/0.1/name> "Samarth Jain"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-af6ab7228614d19a54d4ddddbe69ece8> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-af6ab7228614d19a54d4ddddbe69ece8> <http://xmlns.com/foaf/0.1/givenName> "Wei"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-af6ab7228614d19a54d4ddddbe69ece8> <http://xmlns.com/foaf/0.1/familyName> "Lu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-af6ab7228614d19a54d4ddddbe69ece8> <http://xmlns.com/foaf/0.1/name> "Wei Lu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f575ab1c1aeed81a6221ce5defa7c5c9> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-f575ab1c1aeed81a6221ce5defa7c5c9> <http://xmlns.com/foaf/0.1/givenName> "Nagarajan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f575ab1c1aeed81a6221ce5defa7c5c9> <http://xmlns.com/foaf/0.1/familyName> "Raghavan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f575ab1c1aeed81a6221ce5defa7c5c9> <http://xmlns.com/foaf/0.1/name> "Nagarajan Raghavan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-3fe9bae6d167e1177b6a3f7999bc7206> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-3fe9bae6d167e1177b6a3f7999bc7206> <http://xmlns.com/foaf/0.1/givenName> "Osamah"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-3fe9bae6d167e1177b6a3f7999bc7206> <http://xmlns.com/foaf/0.1/familyName> "Alharbi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-3fe9bae6d167e1177b6a3f7999bc7206> <http://xmlns.com/foaf/0.1/name> "Osamah Alharbi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-c300e438dcdcd80ec5e409313eb39821> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-c300e438dcdcd80ec5e409313eb39821> <http://xmlns.com/foaf/0.1/givenName> "Kamilya"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-c300e438dcdcd80ec5e409313eb39821> <http://xmlns.com/foaf/0.1/familyName> "Smagulova"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-c300e438dcdcd80ec5e409313eb39821> <http://xmlns.com/foaf/0.1/name> "Kamilya Smagulova"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-efe7b8c994f90c5a25af77a2e98159fe> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-efe7b8c994f90c5a25af77a2e98159fe> <http://xmlns.com/foaf/0.1/givenName> "Daniele"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-efe7b8c994f90c5a25af77a2e98159fe> <http://xmlns.com/foaf/0.1/familyName> "Ielmini"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-efe7b8c994f90c5a25af77a2e98159fe> <http://xmlns.com/foaf/0.1/name> "Daniele Ielmini"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-c89ffbca4e3763e4b48e7b515510fbc6> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-c89ffbca4e3763e4b48e7b515510fbc6> <http://xmlns.com/foaf/0.1/givenName> "Wenhao"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-c89ffbca4e3763e4b48e7b515510fbc6> <http://xmlns.com/foaf/0.1/familyName> "Song"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-c89ffbca4e3763e4b48e7b515510fbc6> <http://xmlns.com/foaf/0.1/name> "Wenhao Song"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a9dc66961c2c0ab5811c04240943b7bc> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-a9dc66961c2c0ab5811c04240943b7bc> <http://xmlns.com/foaf/0.1/givenName> "Khaled N"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a9dc66961c2c0ab5811c04240943b7bc> <http://xmlns.com/foaf/0.1/familyName> "Salama"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a9dc66961c2c0ab5811c04240943b7bc> <http://xmlns.com/foaf/0.1/name> "Khaled N Salama"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-2ece66d5893e2b9bbb98fade5cdeddbe> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-2ece66d5893e2b9bbb98fade5cdeddbe> <http://xmlns.com/foaf/0.1/givenName> "J Joshua"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-2ece66d5893e2b9bbb98fade5cdeddbe> <http://xmlns.com/foaf/0.1/familyName> "Yang"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-2ece66d5893e2b9bbb98fade5cdeddbe> <http://xmlns.com/foaf/0.1/name> "J Joshua Yang"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-9e71e1b043a6074046cee3be89a212cb> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-9e71e1b043a6074046cee3be89a212cb> <http://xmlns.com/foaf/0.1/givenName> "Jordi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-9e71e1b043a6074046cee3be89a212cb> <http://xmlns.com/foaf/0.1/familyName> "Suñé"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-9e71e1b043a6074046cee3be89a212cb> <http://xmlns.com/foaf/0.1/name> "Jordi Suñé"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-b9c94c81b21acc9494f5fb09bb0df18c> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-b9c94c81b21acc9494f5fb09bb0df18c> <http://xmlns.com/foaf/0.1/givenName> "Olga"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-b9c94c81b21acc9494f5fb09bb0df18c> <http://xmlns.com/foaf/0.1/familyName> "Krestinskaya"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-b9c94c81b21acc9494f5fb09bb0df18c> <http://xmlns.com/foaf/0.1/name> "Olga Krestinskaya"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d15c1c824847a06bc451fe4359776706> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-d15c1c824847a06bc451fe4359776706> <http://xmlns.com/foaf/0.1/givenName> "Yuting"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d15c1c824847a06bc451fe4359776706> <http://xmlns.com/foaf/0.1/familyName> "Wu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-d15c1c824847a06bc451fe4359776706> <http://xmlns.com/foaf/0.1/name> "Yuting Wu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-15d8962e354c0a693960149be82810fe> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-15d8962e354c0a693960149be82810fe> <http://xmlns.com/foaf/0.1/givenName> "Ahmed"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-15d8962e354c0a693960149be82810fe> <http://xmlns.com/foaf/0.1/familyName> "Eltawil"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-15d8962e354c0a693960149be82810fe> <http://xmlns.com/foaf/0.1/name> "Ahmed Eltawil"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7435a3d20192f7bea97b00fa4f8156f7> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-7435a3d20192f7bea97b00fa4f8156f7> <http://xmlns.com/foaf/0.1/givenName> "Kah-Wee"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7435a3d20192f7bea97b00fa4f8156f7> <http://xmlns.com/foaf/0.1/familyName> "Ang"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7435a3d20192f7bea97b00fa4f8156f7> <http://xmlns.com/foaf/0.1/name> "Kah-Wee Ang"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-ffe258437a2684b88a184c86b392cd0a> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-ffe258437a2684b88a184c86b392cd0a> <http://xmlns.com/foaf/0.1/givenName> "Adnan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-ffe258437a2684b88a184c86b392cd0a> <http://xmlns.com/foaf/0.1/familyName> "Mehonic"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-ffe258437a2684b88a184c86b392cd0a> <http://xmlns.com/foaf/0.1/name> "Adnan Mehonic"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-77a5f13ec29e68e5fc488acad01c1f92> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-77a5f13ec29e68e5fc488acad01c1f92> <http://xmlns.com/foaf/0.1/givenName> "Sifan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-77a5f13ec29e68e5fc488acad01c1f92> <http://xmlns.com/foaf/0.1/familyName> "Li"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-77a5f13ec29e68e5fc488acad01c1f92> <http://xmlns.com/foaf/0.1/name> "Sifan Li"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-fcd29a2137f2ffbf02266e2cd7b24e38> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-fcd29a2137f2ffbf02266e2cd7b24e38> <http://xmlns.com/foaf/0.1/givenName> "Juan B"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-fcd29a2137f2ffbf02266e2cd7b24e38> <http://xmlns.com/foaf/0.1/familyName> "Roldán"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-fcd29a2137f2ffbf02266e2cd7b24e38> <http://xmlns.com/foaf/0.1/name> "Juan B Roldán"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-bd4891352767f04106f794bf2ad7ce9c> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-bd4891352767f04106f794bf2ad7ce9c> <http://xmlns.com/foaf/0.1/givenName> "Enrique"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-bd4891352767f04106f794bf2ad7ce9c> <http://xmlns.com/foaf/0.1/familyName> "Miranda"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-bd4891352767f04106f794bf2ad7ce9c> <http://xmlns.com/foaf/0.1/name> "Enrique Miranda"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4c1bbeb44531a8b06ab7905cf997e035> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-4c1bbeb44531a8b06ab7905cf997e035> <http://xmlns.com/foaf/0.1/givenName> "Marco A"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-4c1bbeb44531a8b06ab7905cf997e035> <http://xmlns.com/foaf/0.1/familyName> "Villena"^^<http://www.w3.org/2001/XMLSchema#string> . 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