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@INPROCEEDINGS{Titz:1051589,
      author       = {Titz, Maurizio and Witthaut, Dirk},
      title        = {{A} {D}ata-{D}riven {A}nalysis of {U}nscheduled {F}lows
                      in the {E}uropean {P}ower {S}ystem},
      volume       = {16096},
      address      = {Cham},
      publisher    = {Springer Nature Switzerland},
      reportid     = {FZJ-2026-00516},
      isbn         = {978-3-032-03097-9 (print)},
      series       = {Lecture Notes in Computer Science},
      pages        = {237–253},
      year         = {2025},
      comment      = {Energy Informatics. EIA Nordic 2025},
      booktitle     = {Energy Informatics. EIA Nordic 2025},
      abstract     = {Cross-border electricity trading is becoming increasingly
                      important in the European power system. Unscheduled power
                      flows induce additional costs and may lead to congestion and
                      impair power grid operation. In this contribution we provide
                      a data-centric analysis of unscheduled flows in the Central
                      European power grid. Using methods from explainable machine
                      learning, we identify the main driving factors for
                      unscheduled flows and quantify their impact. Unscheduled
                      flows in the meshed part of the grid can be attributed to
                      transit or loop flows primarily and are well described by a
                      linear model. The performance is substantially worse for
                      unscheduled flows on bridges, with forecast errors being the
                      most important drivers. This performance gap is probably due
                      to data quality issues.},
      month         = {Aug},
      date          = {2025-08-20},
      organization  = {Nordic Energy Informatics Academy
                       Conference, Stockholm (Sweden), 20 Aug
                       2025 - 22 Aug 2025},
      cin          = {ICE-1},
      cid          = {I:(DE-Juel1)ICE-1-20170217},
      pnm          = {1122 - Design, Operation and Digitalization of the Future
                      Energy Grids (POF4-112)},
      pid          = {G:(DE-HGF)POF4-1122},
      typ          = {PUB:(DE-HGF)8 / PUB:(DE-HGF)7},
      doi          = {10.1007/978-3-032-03098-6_16},
      url          = {https://juser.fz-juelich.de/record/1051589},
}