Engineering Sustainable and Adaptive Systems in Dynamic and Unpredictable Environments View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2018-10-31

AUTHORS

Rui P. Cardoso , Rosaldo J. F. Rossetti , Emma Hart , David Burth Kurka , Jeremy Pitt

ABSTRACT

Electronic institutions are socially-inspired multi-agent systems, typically operating under a set of policies, which are required to determine system operation and to deal with violations and other non-compliant behaviour. They are often faced with a dynamic population of agents, social network, and environment and their policy should suit this context. However, there is usually a large space of possible system policies, but no tractable systematic method to find an appropriate policy given a joint state of the population, social network, and the environment. We have developed a model of an energy system which encompasses several inter-connected community energy systems. We propose two methods, an offline and an online procedure, which enable this system model to approximately optimise its performance through adaptation and evolution of its operating policy. The policies evolved by our procedures clearly outperform a baseline policy we have designed by hand. Both procedures return policies which are appropriate for a system, given some performance criterion, without a human designer’s intervention. This could lay the foundations for the development of a new methodological paradigm for the engineering of collective adaptive systems based on the convergence of electronic institutions and evolutionary computing. More... »

PAGES

221-240

References to SciGraph publications

  • 1986-03. A logic-based calculus of events in NEW GENERATION COMPUTING
  • Book

    TITLE

    Leveraging Applications of Formal Methods, Verification and Validation. Distributed Systems

    ISBN

    978-3-030-03423-8
    978-3-030-03424-5

    Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1007/978-3-030-03424-5_15

    DOI

    http://dx.doi.org/10.1007/978-3-030-03424-5_15

    DIMENSIONS

    https://app.dimensions.ai/details/publication/pub.1107922856


    Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
    Incoming Citations Browse incoming citations for this publication using opencitations.net

    JSON-LD is the canonical representation for SciGraph data.

    TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

    [
      {
        "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
        "about": [
          {
            "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/0801", 
            "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
            "name": "Artificial Intelligence and Image Processing", 
            "type": "DefinedTerm"
          }, 
          {
            "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/08", 
            "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
            "name": "Information and Computing Sciences", 
            "type": "DefinedTerm"
          }
        ], 
        "author": [
          {
            "affiliation": {
              "alternateName": "University of Porto", 
              "id": "https://www.grid.ac/institutes/grid.5808.5", 
              "name": [
                "Department of Informatics, University of Porto, Rua Dr Roberto Frias, s/n, 4200-465, Porto, Portugal"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Cardoso", 
            "givenName": "Rui P.", 
            "type": "Person"
          }, 
          {
            "affiliation": {
              "alternateName": "University of Porto", 
              "id": "https://www.grid.ac/institutes/grid.5808.5", 
              "name": [
                "Department of Informatics, University of Porto, Rua Dr Roberto Frias, s/n, 4200-465, Porto, Portugal"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Rossetti", 
            "givenName": "Rosaldo J. F.", 
            "id": "sg:person.012011252113.07", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012011252113.07"
            ], 
            "type": "Person"
          }, 
          {
            "affiliation": {
              "alternateName": "Edinburgh Napier University", 
              "id": "https://www.grid.ac/institutes/grid.20409.3f", 
              "name": [
                "School of Computing, Edinburgh Napier University, EH10 5DT, Edinburgh, UK"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Hart", 
            "givenName": "Emma", 
            "id": "sg:person.014222341335.39", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014222341335.39"
            ], 
            "type": "Person"
          }, 
          {
            "affiliation": {
              "alternateName": "Imperial College London", 
              "id": "https://www.grid.ac/institutes/grid.7445.2", 
              "name": [
                "Department of Electrical and Electronic Engineering, Imperial College London, SW7 2BT, London, UK"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Kurka", 
            "givenName": "David Burth", 
            "id": "sg:person.010051322611.15", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010051322611.15"
            ], 
            "type": "Person"
          }, 
          {
            "affiliation": {
              "alternateName": "Imperial College London", 
              "id": "https://www.grid.ac/institutes/grid.7445.2", 
              "name": [
                "Department of Electrical and Electronic Engineering, Imperial College London, SW7 2BT, London, UK"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Pitt", 
            "givenName": "Jeremy", 
            "id": "sg:person.013733323742.24", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013733323742.24"
            ], 
            "type": "Person"
          }
        ], 
        "citation": [
          {
            "id": "https://doi.org/10.1145/2897372", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1003111188"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1002/widm.1124", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1003761813"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1016/j.rser.2015.11.080", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1005583064"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1162/evco_a_00121", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1009299212"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "sg:pub.10.1007/bf03037383", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1009771608", 
              "https://doi.org/10.1007/bf03037383"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "sg:pub.10.1007/bf03037383", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1009771608", 
              "https://doi.org/10.1007/bf03037383"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1016/j.rser.2014.11.042", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1024384751"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1145/2382570.2382575", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1025408069"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1162/evco_a_00183", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1045917757"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1145/2629567", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1046831257"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1093/logcom/exr018", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1059876403"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/tc.1980.1675516", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1061532370"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/tsmc.2015.2504350", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1061794470"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.2307/1059950", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1069374053"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1016/j.asoc.2017.10.044", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1092635962"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/fas-w.2017.127", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1093664981"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/fas-w.2017.119", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1094931305"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/sasow.2013.17", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1095445083"
            ], 
            "type": "CreativeWork"
          }
        ], 
        "datePublished": "2018-10-31", 
        "datePublishedReg": "2018-10-31", 
        "description": "Electronic institutions are socially-inspired multi-agent systems, typically operating under a set of policies, which are required to determine system operation and to deal with violations and other non-compliant behaviour. They are often faced with a dynamic population of agents, social network, and environment and their policy should suit this context. However, there is usually a large space of possible system policies, but no tractable systematic method to find an appropriate policy given a joint state of the population, social network, and the environment. We have developed a model of an energy system which encompasses several inter-connected community energy systems. We propose two methods, an offline and an online procedure, which enable this system model to approximately optimise its performance through adaptation and evolution of its operating policy. The policies evolved by our procedures clearly outperform a baseline policy we have designed by hand. Both procedures return policies which are appropriate for a system, given some performance criterion, without a human designer\u2019s intervention. This could lay the foundations for the development of a new methodological paradigm for the engineering of collective adaptive systems based on the convergence of electronic institutions and evolutionary computing.", 
        "editor": [
          {
            "familyName": "Margaria", 
            "givenName": "Tiziana", 
            "type": "Person"
          }, 
          {
            "familyName": "Steffen", 
            "givenName": "Bernhard", 
            "type": "Person"
          }
        ], 
        "genre": "chapter", 
        "id": "sg:pub.10.1007/978-3-030-03424-5_15", 
        "inLanguage": [
          "en"
        ], 
        "isAccessibleForFree": false, 
        "isPartOf": {
          "isbn": [
            "978-3-030-03423-8", 
            "978-3-030-03424-5"
          ], 
          "name": "Leveraging Applications of Formal Methods, Verification and Validation. Distributed Systems", 
          "type": "Book"
        }, 
        "name": "Engineering Sustainable and Adaptive Systems in Dynamic and Unpredictable Environments", 
        "pagination": "221-240", 
        "productId": [
          {
            "name": "doi", 
            "type": "PropertyValue", 
            "value": [
              "10.1007/978-3-030-03424-5_15"
            ]
          }, 
          {
            "name": "readcube_id", 
            "type": "PropertyValue", 
            "value": [
              "165451c3d784f852809f6822fb825a72f8f63a255d02b16749031e3211d401f2"
            ]
          }, 
          {
            "name": "dimensions_id", 
            "type": "PropertyValue", 
            "value": [
              "pub.1107922856"
            ]
          }
        ], 
        "publisher": {
          "location": "Cham", 
          "name": "Springer International Publishing", 
          "type": "Organisation"
        }, 
        "sameAs": [
          "https://doi.org/10.1007/978-3-030-03424-5_15", 
          "https://app.dimensions.ai/details/publication/pub.1107922856"
        ], 
        "sdDataset": "chapters", 
        "sdDatePublished": "2019-04-16T04:41", 
        "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
        "sdPublisher": {
          "name": "Springer Nature - SN SciGraph project", 
          "type": "Organization"
        }, 
        "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000322_0000000322/records_65005_00000000.jsonl", 
        "type": "Chapter", 
        "url": "https://link.springer.com/10.1007%2F978-3-030-03424-5_15"
      }
    ]
     

    Download the RDF metadata as:  json-ld nt turtle xml License info

    HOW TO GET THIS DATA PROGRAMMATICALLY:

    JSON-LD is a popular format for linked data which is fully compatible with JSON.

    curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-03424-5_15'

    N-Triples is a line-based linked data format ideal for batch operations.

    curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-03424-5_15'

    Turtle is a human-readable linked data format.

    curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-03424-5_15'

    RDF/XML is a standard XML format for linked data.

    curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-03424-5_15'


     

    This table displays all metadata directly associated to this object as RDF triples.

    155 TRIPLES      23 PREDICATES      43 URIs      19 LITERALS      8 BLANK NODES

    Subject Predicate Object
    1 sg:pub.10.1007/978-3-030-03424-5_15 schema:about anzsrc-for:08
    2 anzsrc-for:0801
    3 schema:author Na4b8536be24b450dae92f235d23268df
    4 schema:citation sg:pub.10.1007/bf03037383
    5 https://doi.org/10.1002/widm.1124
    6 https://doi.org/10.1016/j.asoc.2017.10.044
    7 https://doi.org/10.1016/j.rser.2014.11.042
    8 https://doi.org/10.1016/j.rser.2015.11.080
    9 https://doi.org/10.1093/logcom/exr018
    10 https://doi.org/10.1109/fas-w.2017.119
    11 https://doi.org/10.1109/fas-w.2017.127
    12 https://doi.org/10.1109/sasow.2013.17
    13 https://doi.org/10.1109/tc.1980.1675516
    14 https://doi.org/10.1109/tsmc.2015.2504350
    15 https://doi.org/10.1145/2382570.2382575
    16 https://doi.org/10.1145/2629567
    17 https://doi.org/10.1145/2897372
    18 https://doi.org/10.1162/evco_a_00121
    19 https://doi.org/10.1162/evco_a_00183
    20 https://doi.org/10.2307/1059950
    21 schema:datePublished 2018-10-31
    22 schema:datePublishedReg 2018-10-31
    23 schema:description Electronic institutions are socially-inspired multi-agent systems, typically operating under a set of policies, which are required to determine system operation and to deal with violations and other non-compliant behaviour. They are often faced with a dynamic population of agents, social network, and environment and their policy should suit this context. However, there is usually a large space of possible system policies, but no tractable systematic method to find an appropriate policy given a joint state of the population, social network, and the environment. We have developed a model of an energy system which encompasses several inter-connected community energy systems. We propose two methods, an offline and an online procedure, which enable this system model to approximately optimise its performance through adaptation and evolution of its operating policy. The policies evolved by our procedures clearly outperform a baseline policy we have designed by hand. Both procedures return policies which are appropriate for a system, given some performance criterion, without a human designer’s intervention. This could lay the foundations for the development of a new methodological paradigm for the engineering of collective adaptive systems based on the convergence of electronic institutions and evolutionary computing.
    24 schema:editor Na0f9de8216004a75b6626e6174eecde7
    25 schema:genre chapter
    26 schema:inLanguage en
    27 schema:isAccessibleForFree false
    28 schema:isPartOf N5f47837b92814d5a94d36abcbad4f834
    29 schema:name Engineering Sustainable and Adaptive Systems in Dynamic and Unpredictable Environments
    30 schema:pagination 221-240
    31 schema:productId N4c60747151fb4e19b1210032048d0b33
    32 Nd11e79302c1741feabdc660101f76e09
    33 Nea2a800712514057b90f65aaa32e1174
    34 schema:publisher Ne8b1a3961dd446f487c9a288008677b1
    35 schema:sameAs https://app.dimensions.ai/details/publication/pub.1107922856
    36 https://doi.org/10.1007/978-3-030-03424-5_15
    37 schema:sdDatePublished 2019-04-16T04:41
    38 schema:sdLicense https://scigraph.springernature.com/explorer/license/
    39 schema:sdPublisher N9a5860272d1a41b3af3dd5ff8758bd25
    40 schema:url https://link.springer.com/10.1007%2F978-3-030-03424-5_15
    41 sgo:license sg:explorer/license/
    42 sgo:sdDataset chapters
    43 rdf:type schema:Chapter
    44 N07766bcbeb3f4af6a12197942bc367e4 rdf:first sg:person.014222341335.39
    45 rdf:rest N927151f821e9435e87543335cea30a30
    46 N37712fd7821d40f7bb5365146dc820d8 rdf:first Na6c26d4e38d042a6bd31be1e82d5ac7d
    47 rdf:rest rdf:nil
    48 N4c60747151fb4e19b1210032048d0b33 schema:name readcube_id
    49 schema:value 165451c3d784f852809f6822fb825a72f8f63a255d02b16749031e3211d401f2
    50 rdf:type schema:PropertyValue
    51 N5f47837b92814d5a94d36abcbad4f834 schema:isbn 978-3-030-03423-8
    52 978-3-030-03424-5
    53 schema:name Leveraging Applications of Formal Methods, Verification and Validation. Distributed Systems
    54 rdf:type schema:Book
    55 N61af91dcefc8430d907c102ddd1a333a schema:familyName Margaria
    56 schema:givenName Tiziana
    57 rdf:type schema:Person
    58 N87f6db2614ef4e2da37fec6255232e00 rdf:first sg:person.012011252113.07
    59 rdf:rest N07766bcbeb3f4af6a12197942bc367e4
    60 N927151f821e9435e87543335cea30a30 rdf:first sg:person.010051322611.15
    61 rdf:rest Ne7b3cd971a584848837d6705d8734db9
    62 N9a5860272d1a41b3af3dd5ff8758bd25 schema:name Springer Nature - SN SciGraph project
    63 rdf:type schema:Organization
    64 N9ee916b2a1424e2c949bb7091509148e schema:affiliation https://www.grid.ac/institutes/grid.5808.5
    65 schema:familyName Cardoso
    66 schema:givenName Rui P.
    67 rdf:type schema:Person
    68 Na0f9de8216004a75b6626e6174eecde7 rdf:first N61af91dcefc8430d907c102ddd1a333a
    69 rdf:rest N37712fd7821d40f7bb5365146dc820d8
    70 Na4b8536be24b450dae92f235d23268df rdf:first N9ee916b2a1424e2c949bb7091509148e
    71 rdf:rest N87f6db2614ef4e2da37fec6255232e00
    72 Na6c26d4e38d042a6bd31be1e82d5ac7d schema:familyName Steffen
    73 schema:givenName Bernhard
    74 rdf:type schema:Person
    75 Nd11e79302c1741feabdc660101f76e09 schema:name doi
    76 schema:value 10.1007/978-3-030-03424-5_15
    77 rdf:type schema:PropertyValue
    78 Ne7b3cd971a584848837d6705d8734db9 rdf:first sg:person.013733323742.24
    79 rdf:rest rdf:nil
    80 Ne8b1a3961dd446f487c9a288008677b1 schema:location Cham
    81 schema:name Springer International Publishing
    82 rdf:type schema:Organisation
    83 Nea2a800712514057b90f65aaa32e1174 schema:name dimensions_id
    84 schema:value pub.1107922856
    85 rdf:type schema:PropertyValue
    86 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
    87 schema:name Information and Computing Sciences
    88 rdf:type schema:DefinedTerm
    89 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
    90 schema:name Artificial Intelligence and Image Processing
    91 rdf:type schema:DefinedTerm
    92 sg:person.010051322611.15 schema:affiliation https://www.grid.ac/institutes/grid.7445.2
    93 schema:familyName Kurka
    94 schema:givenName David Burth
    95 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010051322611.15
    96 rdf:type schema:Person
    97 sg:person.012011252113.07 schema:affiliation https://www.grid.ac/institutes/grid.5808.5
    98 schema:familyName Rossetti
    99 schema:givenName Rosaldo J. F.
    100 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012011252113.07
    101 rdf:type schema:Person
    102 sg:person.013733323742.24 schema:affiliation https://www.grid.ac/institutes/grid.7445.2
    103 schema:familyName Pitt
    104 schema:givenName Jeremy
    105 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013733323742.24
    106 rdf:type schema:Person
    107 sg:person.014222341335.39 schema:affiliation https://www.grid.ac/institutes/grid.20409.3f
    108 schema:familyName Hart
    109 schema:givenName Emma
    110 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014222341335.39
    111 rdf:type schema:Person
    112 sg:pub.10.1007/bf03037383 schema:sameAs https://app.dimensions.ai/details/publication/pub.1009771608
    113 https://doi.org/10.1007/bf03037383
    114 rdf:type schema:CreativeWork
    115 https://doi.org/10.1002/widm.1124 schema:sameAs https://app.dimensions.ai/details/publication/pub.1003761813
    116 rdf:type schema:CreativeWork
    117 https://doi.org/10.1016/j.asoc.2017.10.044 schema:sameAs https://app.dimensions.ai/details/publication/pub.1092635962
    118 rdf:type schema:CreativeWork
    119 https://doi.org/10.1016/j.rser.2014.11.042 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024384751
    120 rdf:type schema:CreativeWork
    121 https://doi.org/10.1016/j.rser.2015.11.080 schema:sameAs https://app.dimensions.ai/details/publication/pub.1005583064
    122 rdf:type schema:CreativeWork
    123 https://doi.org/10.1093/logcom/exr018 schema:sameAs https://app.dimensions.ai/details/publication/pub.1059876403
    124 rdf:type schema:CreativeWork
    125 https://doi.org/10.1109/fas-w.2017.119 schema:sameAs https://app.dimensions.ai/details/publication/pub.1094931305
    126 rdf:type schema:CreativeWork
    127 https://doi.org/10.1109/fas-w.2017.127 schema:sameAs https://app.dimensions.ai/details/publication/pub.1093664981
    128 rdf:type schema:CreativeWork
    129 https://doi.org/10.1109/sasow.2013.17 schema:sameAs https://app.dimensions.ai/details/publication/pub.1095445083
    130 rdf:type schema:CreativeWork
    131 https://doi.org/10.1109/tc.1980.1675516 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061532370
    132 rdf:type schema:CreativeWork
    133 https://doi.org/10.1109/tsmc.2015.2504350 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061794470
    134 rdf:type schema:CreativeWork
    135 https://doi.org/10.1145/2382570.2382575 schema:sameAs https://app.dimensions.ai/details/publication/pub.1025408069
    136 rdf:type schema:CreativeWork
    137 https://doi.org/10.1145/2629567 schema:sameAs https://app.dimensions.ai/details/publication/pub.1046831257
    138 rdf:type schema:CreativeWork
    139 https://doi.org/10.1145/2897372 schema:sameAs https://app.dimensions.ai/details/publication/pub.1003111188
    140 rdf:type schema:CreativeWork
    141 https://doi.org/10.1162/evco_a_00121 schema:sameAs https://app.dimensions.ai/details/publication/pub.1009299212
    142 rdf:type schema:CreativeWork
    143 https://doi.org/10.1162/evco_a_00183 schema:sameAs https://app.dimensions.ai/details/publication/pub.1045917757
    144 rdf:type schema:CreativeWork
    145 https://doi.org/10.2307/1059950 schema:sameAs https://app.dimensions.ai/details/publication/pub.1069374053
    146 rdf:type schema:CreativeWork
    147 https://www.grid.ac/institutes/grid.20409.3f schema:alternateName Edinburgh Napier University
    148 schema:name School of Computing, Edinburgh Napier University, EH10 5DT, Edinburgh, UK
    149 rdf:type schema:Organization
    150 https://www.grid.ac/institutes/grid.5808.5 schema:alternateName University of Porto
    151 schema:name Department of Informatics, University of Porto, Rua Dr Roberto Frias, s/n, 4200-465, Porto, Portugal
    152 rdf:type schema:Organization
    153 https://www.grid.ac/institutes/grid.7445.2 schema:alternateName Imperial College London
    154 schema:name Department of Electrical and Electronic Engineering, Imperial College London, SW7 2BT, London, UK
    155 rdf:type schema:Organization
     




    Preview window. Press ESC to close (or click here)


    ...