kraken/docs/UML/backend_train_detail.svg

<?xml version="1.0" encoding="UTF-8" standalone="no"?><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" contentStyleType="text/css" height="2403px" preserveAspectRatio="none" style="width:758px;height:2403px;background:#FFFFFF;" version="1.1" viewBox="0 0 758 2403" width="758px" zoomAndPan="magnify"><defs/><g><ellipse cx="360.75" cy="20" fill="#222222" rx="10" ry="10" style="stroke:#222222;stroke-width:1.0;"/><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="461" x="130.25" y="50"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="114" x="144.25" y="76"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="94" x="154.25" y="99.752">训练部位提示(2s)</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="145" x="286.25" y="76"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="125" x="296.25" y="99.752">创建文件夹和bdf头文件</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="118" x="459.25" y="76"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="98" x="469.25" y="99.752">重置CSP和PSD类</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="461" x="130.25" y="132.3887"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="85" x="318.25" y="158.3887"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="65" x="328.25" y="182.1406">提示语a(2s)</text><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="104" x="308.75" y="214.7773"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="84" x="318.75" y="238.5293">演示视频(~15s)</text><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="85" x="318.25" y="271.166"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="65" x="328.25" y="294.918">提示语b(2s)</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="428" x="146.75" y="327.5547"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="139" x="160.75" y="483.0635"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="119" x="170.75" y="506.8154">静息态(十字准心, 60s)</text><rect fill="none" height="209.8462" style="stroke:#008080;stroke-width:1.5;" width="209" x="327.75" y="387.5547"/><path d="M512.75,387.5547 L512.75,399.6748 L502.75,409.6748 L327.75,409.6748 " fill="none" style="stroke:#008080;stroke-width:1.5;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacing" textLength="175" x="330.75" y="404.5986">静息态特征提取(persecond)</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="189" x="337.75" y="426.6748"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="169" x="347.75" y="450.4268">从buffer(classify_online)拿数据</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="93" x="385.75" y="492.6235"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="73" x="395.75" y="516.3755">计算PSD特征</text><rect fill="#ADD8E6" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="114" x="375.25" y="549.0122"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="94" x="385.25" y="572.7642">打标记(restInitial)</text><polygon fill="#F1F1F1" points="432.25,353.5547,444.25,365.5547,432.25,377.5547,420.25,365.5547,432.25,353.5547" style="stroke:#181818;stroke-width:0.5;"/><polygon fill="#F1F1F1" points="417.25,617.4009,447.25,617.4009,459.25,629.4009,447.25,641.4009,417.25,641.4009,405.25,629.4009,417.25,617.4009" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="30" x="417.25" y="634.4954">&lt;60s?</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="428" x="146.75" y="661.4009"/><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="289" x="216.25" y="687.4009"/><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="93" x="230.25" y="713.4009"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="73" x="240.25" y="737.1528">计算PSD模型</text><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="140" x="351.25" y="713.4009"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="120" x="361.25" y="737.1528">开始刺激（运动想象）</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="289" x="216.25" y="769.7896"/><rect fill="none" height="1307.8018" style="stroke:#008080;stroke-width:1.5;" width="709.5" x="11" y="829.7896"/><path d="M77,829.7896 L77,841.9097 L67,851.9097 L11,851.9097 " fill="none" style="stroke:#008080;stroke-width:1.5;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacing" textLength="56" x="14" y="846.8335">一轮训练</text><rect fill="none" height="1178.6816" style="stroke:#008080;stroke-width:1.5;" width="671.5" x="21" y="902.9097"/><path d="M87,902.9097 L87,915.0298 L77,925.0298 L21,925.0298 " fill="none" style="stroke:#008080;stroke-width:1.5;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacing" textLength="56" x="24" y="919.9536">一个任务</text><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="136" x="292.75" y="942.0298"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="116" x="302.75" y="965.7817">准备【小十字】(1.5s)</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="651.5" x="31" y="998.4185"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="138" x="43" y="1261.1931"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="118" x="53" y="1284.9451">想象【图片提示】(5s)</text><rect fill="none" height="335.6748" style="stroke:#008080;stroke-width:1.5;" width="407.5" x="247" y="1058.4185"/><path d="M285,1058.4185 L285,1070.5386 L275,1080.5386 L247,1080.5386 " fill="none" style="stroke:#008080;stroke-width:1.5;"/><text fill="#000000" font-family="sans-serif" font-size="14" lengthAdjust="spacing" textLength="28" x="250" y="1075.4624">秒判</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="189" x="428" y="1097.5386"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="169" x="438" y="1121.2905">从buffer(classify_online)拿数据</text><polygon fill="#F1F1F1" points="481,1153.9272,564,1153.9272,576,1165.9272,564,1177.9272,481,1177.9272,469,1165.9272,481,1153.9272" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="83" x="481" y="1171.0217">当前属于第一轮?</text><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="18" x="451" y="1163.5103">yes</text><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="12" x="576" y="1163.5103">no</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="201" x="344.5" y="1187.9272"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="181" x="354.5" y="1211.6792">PSD分类（静息态 vs 左/右手/脚）</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="69" x="565.5" y="1187.9272"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="49" x="575.5" y="1211.6792">CSP分类</text><polygon fill="#F1F1F1" points="522.5,1230.3159,534.5,1242.3159,522.5,1254.3159,510.5,1242.3159,522.5,1230.3159" style="stroke:#181818;stroke-width:0.5;"/><path d="M257,1293.6331 L257,1321.3875 A0,0 0 0 0 257,1321.3875 L396,1321.3875 A0,0 0 0 0 396,1321.3875 L396,1311.6331 L416,1307.5103 L396,1303.6331 L396,1303.6331 L386,1293.6331 L257,1293.6331 A0,0 0 0 0 257,1293.6331 " fill="#FEFFDD" style="stroke:#181818;stroke-width:0.5;"/><path d="M386,1293.6331 L386,1303.6331 L396,1303.6331 L386,1293.6331 " fill="#FEFFDD" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacing" textLength="118" x="263" y="1313.531">中间3s作为一个样本</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="213" x="416" y="1289.3159"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="193" x="426" y="1313.0679">数据存入CSP训练集（作为正样本）</text><rect fill="#ADD8E6" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="196" x="424.5" y="1345.7046"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="176" x="434.5" y="1369.4565">打标记（miSuccess, miFailed）</text><polygon fill="#F1F1F1" points="522.5,1024.4185,534.5,1036.4185,522.5,1048.4185,510.5,1036.4185,522.5,1024.4185" style="stroke:#181818;stroke-width:0.5;"/><polygon fill="#F1F1F1" points="509,1414.0933,536,1414.0933,548,1426.0933,536,1438.0933,509,1438.0933,497,1426.0933,509,1414.0933" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="24" x="512" y="1431.1877">&lt;5s?</text><path d="M209,1448.0933 L209,1511.3564 A0,0 0 0 0 209,1511.3564 L412,1511.3564 A0,0 0 0 0 412,1511.3564 L412,1483.7249 L432,1479.7249 L412,1475.7249 L412,1458.0933 L402,1448.0933 L209,1448.0933 A0,0 0 0 0 209,1448.0933 " fill="#FEFFDD" style="stroke:#181818;stroke-width:0.5;"/><path d="M402,1448.0933 L402,1458.0933 L412,1458.0933 L402,1448.0933 " fill="#FEFFDD" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacing" textLength="182" x="215" y="1467.9912">根据难度（简单、中等、困难）</text><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacing" textLength="153" x="215" y="1485.7456">, 取5s想象的中间3s，成功</text><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacing" textLength="166" x="215" y="1503.5">判断标准分别为对 (1, 2, 3)次</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="181" x="432" y="1461.5305"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="161" x="442" y="1485.2825">根据难度判断当前成功 or 失败</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="651.5" x="31" y="1531.3564"/><polygon fill="#F1F1F1" points="344.25,1557.3564,377.25,1557.3564,389.25,1569.3564,377.25,1581.3564,344.25,1581.3564,332.25,1569.3564,344.25,1557.3564" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="33" x="344.25" y="1574.4509">成功？</text><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="18" x="314.25" y="1566.9395">yes</text><text fill="#000000" font-family="sans-serif" font-size="11" lengthAdjust="spacing" textLength="12" x="389.25" y="1566.9395">no</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="225" x="160.25" y="1591.3564"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="101" x="174.25" y="1617.3564"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="81" x="184.25" y="1641.1084">100emoji(15s)</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="68" x="303.25" y="1617.3564"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="48" x="313.25" y="1641.1084">设备反馈</text><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="225" x="160.25" y="1673.7451"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="87" x="405.25" y="1591.3564"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="67" x="415.25" y="1615.1084">30emoji(2s)</text><polygon fill="#F1F1F1" points="360.75,1685.7451,372.75,1697.7451,360.75,1709.7451,348.75,1697.7451,360.75,1685.7451" style="stroke:#181818;stroke-width:0.5;"/><rect fill="#555555" height="6" rx="2.5" ry="2.5" style="stroke:#555555;stroke-width:1.0;" width="538" x="91.75" y="1729.7451"/><rect fill="#FFC0CB" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="66" x="105.75" y="1885.2539"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="46" x="115.75" y="1909.0059">休息(5s)</text><rect 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style="stroke:#181818;stroke-width:0.5;"/><path d="M338.75,1899.1311 L338.75,1909.1311 L348.75,1909.1311 L338.75,1899.1311 " fill="#FEFFDD" style="stroke:#181818;stroke-width:0.5;"/><text fill="#000000" font-family="sans-serif" font-size="13" lengthAdjust="spacing" textLength="118" x="215.75" y="1919.0291">中间3s作为一个样本</text><rect fill="#F1F1F1" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="213" x="368.75" y="1894.814"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="193" x="378.75" y="1918.5659">数据存入CSP训练集（作为负样本）</text><rect fill="#ADD8E6" height="36.3887" rx="12.5" ry="12.5" style="stroke:#181818;stroke-width:0.5;" width="85" x="432.75" y="1951.2026"/><text fill="#000000" font-family="sans-serif" font-size="12" lengthAdjust="spacing" textLength="65" x="442.75" y="1974.9546">打标记(rest)</text><polygon fill="#F1F1F1" 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@startuml

<style>
activityDiagram {
  partition {
    LineColor teal
    RoundCorner 10
  }
}
</style>

start
fork
    #pink:训练部位提示(2s);
fork again
    :创建文件夹和bdf头文件;
fork again
    :重置CSP和PSD类;
end fork
#pink:提示语a(2s);

#pink:演示视频(~15s);
#pink:提示语b(2s);
fork
#pink:静息态(十字准心, 60s);
fork again
    repeat
        group 静息态特征提取(persecond)
            :从buffer(classify_online)拿数据;
            :计算PSD特征;
            ' :数据存入CSP训练集（作为负样本）;
            ' note
            '     每3s作为一个样本
            ' end note
            #LightBlue:打标记(restInitial);
        end group
    repeat while (<60s?)
end fork

fork
:计算PSD模型;
fork again
#pink:开始刺激（运动想象）;
end fork

repeat
    group 一轮训练
        repeat
            group 一个任务
                #pink:准备【小十字】(1.5s);
                fork
                    #pink:想象【图片提示】(5s);
                fork again
                    repeat
                        group 秒判
                            :从buffer(classify_online)拿数据;
                            if (当前属于第一轮?) then (yes)
                                :PSD分类（静息态 vs 左/右手/脚）;
                            else (no)
                                :CSP分类;
                            endif
                            :数据存入CSP训练集（作为正样本）;
                            note
                                中间3s作为一个样本
                            end note
                            #LightBlue:打标记（miSuccess, miFailed）;
                        end group
                    repeat while ( <5s?)
                    :根据难度判断当前成功 or 失败;
                    note
                        根据难度（简单、中等、困难）
                        , 取5s想象的中间3s，成功
                        判断标准分别为对 (1, 2, 3)次
                    end note
                end fork
                if (成功？) then (yes)
                    fork
                        #pink:100emoji(15s);
                    fork again
                        :设备反馈;
                    end fork
                else (no)
                    #pink:30emoji(2s);
                endif
                fork 
                    #pink:休息(5s);
                fork again
                    repeat
                        group persecond
                            :从buffer(classify_online)拿数据;
                            :数据存入CSP训练集（作为负样本）;
                            note
                                中间3s作为一个样本
                            end note
                            #LightBlue:打标记(rest);
                        end group
                    repeat while ( <5s?)
                end fork
            end group
        repeat while (本轮还有任务?)
    end group
    :训练CSP模型;
repeat while (轮数没走完？)

#pink:训练结束页;
#pink:跳转报告页;
note right
    输出训练时长、准确率(任务准确率)
end note
stop

@enduml

@startuml

<style>
activityDiagram {
  partition {
    LineColor teal
    RoundCorner 10
  }
}
</style>

start
fork
    #pink:训练部位提示(2s);
fork again
    :创建文件夹和bdf头文件;
fork again
    :重置CSP和PSD类;
end fork
#pink:提示语a(2s);

#pink:演示视频(~15s);
#pink:提示语b(2s);
fork
#pink:静息态(十字准心, 60s);
fork again
    repeat
        group 静息态特征提取(persecond)
            :从buffer(classify_online)拿数据;
            :计算PSD特征;
            #LightBlue:打标记(restInitial);
        end group
    repeat while (<60s?)
end fork

fork
:计算PSD模型;
fork again
#pink:开始刺激（运动想象）;
end fork

repeat
    group 一轮训练
        repeat
            group 一个任务
                #pink:准备【小十字】(1.5s);
                fork
                    #pink:想象【图片提示】(5s);
                fork again
                    repeat
                        group 秒判
                            :从buffer(classify_online)拿数据;
                            if (当前属于第一轮?) then (yes)
                                :PSD分类（静息态 vs 左/右手/脚）;
                            else (no)
                                :CSP分类;
                            endif
                            :数据存入CSP训练集（作为正样本）;
                            note
                                中间3s作为一个样本
                            end note
                            #LightBlue:打标记（miSuccess, miFailed）;
                        end group
                    repeat while ( <5s?)
                    :根据难度判断当前成功 or 失败;
                    note
                        根据难度（简单、中等、困难）
                        , 取5s想象的中间3s，成功
                        判断标准分别为对 (1, 2, 3)次
                    end note
                end fork
                if (成功？) then (yes)
                    fork
                        #pink:100emoji(15s);
                    fork again
                        :设备反馈;
                    end fork
                else (no)
                    #pink:30emoji(2s);
                endif
                fork 
                    #pink:休息(5s);
                fork again
                    repeat
                        group persecond
                            :从buffer(classify_online)拿数据;
                            :数据存入CSP训练集（作为负样本）;
                            note
                                中间3s作为一个样本
                            end note
                            #LightBlue:打标记(rest);
                        end group
                    repeat while ( <5s?)
                end fork
            end group
        repeat while (本轮还有任务?)
    end group
    :训练CSP模型;
repeat while (轮数没走完？)

#pink:训练结束页;
#pink:跳转报告页;
note right
    输出训练时长、准确率(任务准确率)
end note
stop

@enduml

PlantUML version 1.2022.7(Tue Aug 23 01:01:30 CST 2022)
(GPL source distribution)
Java Runtime: Java(TM) SE Runtime Environment
JVM: Java HotSpot(TM) 64-Bit Server VM
Default Encoding: GBK
Language: zh
Country: CN
--></g></svg>