vonLaszewski-frontiers-graph.tex

\begin{figure}[p!]
  \centering
  \resizebox{12.5cm}{!}{%
\begin{forest}
skan tree
   [Supporting Workflow Concepts
        [Abstraction \citep{cloudmesh-ee}
          [YAML \citep{cloudmesh-ee}
            [DAG \citep{cloudmesh-ee}]
            [Array \citep{cloudmesh-ee}
              [Loop \citep{cloudmesh-ee}] 
            ]
          ]
          [Loop \citep{cloudmesh-ee}]
          [DAG \citep{cloudmesh-ee}]
        ]
        [Programming
           [GUI \citep{cloudmesh-cc,las-03-ftp,las-05-workflow-jgc}]
           [Portal \citep{las-99-rostock,las-06-guss-j,las-01-pse,las-02-cactus-j}]
           [Shell \citep{cloudmesh-ee}
             [Command line \citep{cloudmesh-ee}]
             [Command Shell \citep{cloudmesh-ee}]
             [Tools
                [Makefile]
                [Ant \citep{las-04-gridant}]
                [ ... ]
             ]
           ]
           [Scripting \citep{cloudmesh-ee}
              [Templating]
           ]
           [API \citep{las-02-javacog,las-17-cloudmesh}
             [Python \citep{cloudmesh-ee}
             [Loop \citep{cloudmesh-ee}]
             [DAG \citep{cloudmesh-ee}]
             [Array \citep{cloudmesh-ee}]
             [AI External Workflow Coordination Frameworks]
             ]
           ]
           [Dataframe \citep{cylon,cylon-radical}]
        ]
        [Runtime Support
           [Automation]
           [Monitoring \citep{cloudmesh-ee}
              [XDMoD]
           ]
           [Instrumentation \citep{cloudmesh-stopwatch,cloudmesh-gpu}]
           [Checkpointing \citep{las-2023-mlcommons-edu-eq}]
           [Benchmarking \citep{cloudmesh-ee}]
           [Reproducibility \citep{cloudmesh-ee}
               [cloudmesh FAIR suppport\citep{cloudmesh-ee}]
           ]
        ]
        [Resource Management
          [Remote Access \citep{cloudmesh-vpn}]
          [Federation \cite{las-08-federated-cloud,las-12-fedcloud-proc}]
          [Provisioning \citep{las-19-harc-comet,las-17-comet}]
          [Image Management \citep{las-12-imagemanagement}]
          [Scheduling
            [Cost \citep{las-01-greed}]
            [Energy ]
          ]
        ]
        [Standardization 
          [NIST]
        ]
        [Applications
            [AI
               [MLCommons]
               [Surrogates \cite{brewer2021production}]
            ] 
        ]
        [Evaluation 
           [Bibliography]
        ]
   ]
]
\end{forest}
}
   \caption{Scheduling challenges applied to all levels. We added not
     all but selected publications that we worked on as part of these
     workflow challenges.} 
  \label{F:graph-challanges}
\end{figure}