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@INPROCEEDINGS{Kleijnen:906813,
      author       = {Kleijnen, Robert and Ebrahimzadeh, Pezhman},
      title        = {{M}odified {C}ommunication {N}etworks for the {S}imulation
                      of {N}euromorphic {S}ystems},
      reportid     = {FZJ-2022-01710},
      year         = {2021},
      abstract     = {Neuromorphic computing systems have been introduced in the
                      past few decades as a paradigm shift in computing
                      architectures, commonly used for biological and artificial
                      neural network simulations and artificial intelligence
                      applications. In order to study the long-term dynamics in
                      neuronal networks (e.g. biological learning), the existing
                      systems lack in a significant acceleration compared to
                      biological time for the simulation of large scale networks,
                      due to the increase of latency and the unfulfilled bandwidth
                      demands in the communication network architectures. This
                      work investigates the traffic load distribution and latency
                      within a communication network, used to simulate an
                      arbitrary neural network with a fixed size and connectivity
                      probability. We report a significant decrease in the latency
                      and bandwidth requirements by modifying the commonly used
                      square mesh grid with additional short- and/or long-range
                      connections between nodes.},
      month         = {Jul},
      date          = {2021-07-05},
      organization  = {Networks 2021, Virtual (USA), 5 Jul
                       2021 - 10 Jul 2021},
      subtyp        = {After Call},
      cin          = {ZEA-2},
      cid          = {I:(DE-Juel1)ZEA-2-20090406},
      pnm          = {5234 - Emerging NC Architectures (POF4-523) / ACA -
                      Advanced Computing Architectures (SO-092)},
      pid          = {G:(DE-HGF)POF4-5234 / G:(DE-HGF)SO-092},
      typ          = {PUB:(DE-HGF)6},
      url          = {https://juser.fz-juelich.de/record/906813},
}