ningshuxia
2025-04-09 845ce9e76fab972e3d19672c1f1fbb3a6a05666f
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using DevExpress.XtraCharts;
using IStation.Epanet;
using IStation.Epanet.Enums;
using System;
using System.Collections.Generic;
using System.ComponentModel.DataAnnotations;
using System.Drawing;
using System.Linq;
using System.Text;
 
namespace IStation.WinFrmUI.Monitor
{
    public partial class ModelCorrectionPage : DocumentPage
    {
        public ModelCorrectionPage()
        {
            InitializeComponent();
            this.PageTitle.Caption = "模型修正";
 
            this.gridView1.SetNormalView();
            this.gridView2.SetNormalView();
 
 
 
            this.repositoryItemDateEdit1.SetOnlyShowYearMonth();
            this.repositoryItemDateEdit2.SetOnlyShowYearMonth();
            this.barEditDateStart.EditValue = new DateTime(2024, 9, 1);
            this.barEditDateEnd.EditValue = new DateTime(2024, 9, 1);
 
            this.cmbFlag.Properties.TextEditStyle = DevExpress.XtraEditors.Controls.TextEditStyles.DisableTextEditor;
 
            this.stationListCtrl1.FocusedChangedEvent += StationListCtrl1_FocusedChangedEvent;
            this.monitorDataSourcesTreeList1.FocusedChangedEvent += MonitorDataSourcesListCtrl1_FocusedChangedEvent;
 
            InitialDiagarm();
        }
 
 
        private SwiftPlotDiagram _diagram;//图表  
        private Series _series_default_head; //
        private Series _series_curve_head; //
        private Series _series_correct_curve_head; // 
        private void InitialDiagarm()
        {
            this.chartControl1.Legend.Visibility = DevExpress.Utils.DefaultBoolean.False;//是否在图表上显示图例
 
            _diagram = (SwiftPlotDiagram)this.chartControl1.Diagram;
            _diagram.EnableAxisXScrolling = true;//X轴是否允许滚动
            _diagram.EnableAxisXZooming = true;//X轴是否允许缩放
            _diagram.PaneLayout.Direction = PaneLayoutDirection.Vertical;//窗格的对齐方式
 
            _diagram.AxisX.DateTimeScaleOptions.MeasureUnit = DateTimeMeasureUnit.Minute;
 
 
            _series_default_head = chartControl1.GetSeriesByName("SeriesDefaultHead");
            _series_curve_head = chartControl1.GetSeriesByName("SeriesCurveHead");
            _series_correct_curve_head = chartControl1.GetSeriesByName("SeriesCorrectCurveHead");
 
            _series_default_head.CrosshairLabelPattern = "监测扬程:{V}";
            _series_curve_head.CrosshairLabelPattern = "模型扬程:{V}";
            _series_correct_curve_head.CrosshairLabelPattern = "扬程偏差:{V}";
 
            //定制窗格的滚动条的外观
            ScrollBarOptions scrollBarOptions = _diagram.DefaultPane.ScrollBarOptions;
            scrollBarOptions.BackColor = Color.White;
            scrollBarOptions.BarColor = Color.LightSlateGray;
            scrollBarOptions.BorderColor = Color.DarkGray;
            scrollBarOptions.BarThickness = 15;
            scrollBarOptions.XAxisScrollBarAlignment = ScrollBarAlignment.Far;
            scrollBarOptions.XAxisScrollBarVisible = true;
 
        }
 
 
        #region ViewModel 
 
        public class PumpFactorViewModel
        {
            [Display(Name = "泵")]
            public int Flag { get; set; }
 
            [Display(Name = "频率")]
            public double Hz { get; set; }
 
            [Display(Name = "总体标准差")]
            public double STDP { get; set; }
 
            [Display(Name = "扬程(STDP)")]
            public double STDPHead { get; set; }
 
            [Display(Name = "备注")]
            public string Note { get; set; }
 
            public void Round()
            {
                this.STDP = Math.Round(this.STDP, 5);
                this.STDPHead = Math.Round(this.STDPHead, 5);
            }
 
        }
 
        public class ModelDiffViewModel
        {
            [Display(Name = "时间")]
            public string Time { get; set; }
 
            [Display(Name = "监测标识")]
            public string MonitorID { get; set; }
 
            [Display(Name = "模型标识")]
            public string ModelID { get; set; }
             
            [Display(Name = "类型")]
            public string Type { get; set; }
 
            [Display(Name = "模型值")]
            public double ModelValue { get; set; }
 
            [Display(Name = "监测值")]
            public double MonitorValue { get; set; }
 
            [Display(Name = "偏差值")]
            public double DiffVlaue { get; set; }
             
            [Display(Name = "泵")]
            public bool IsPump { get; set; }
 
            [Display(Name = "泵")]
            public int?Flag { get; set; }
 
            [Display(Name = "频率")]
            public double? Hz { get; set; } 
            public double? HzRound { get; set; }
 
        }
 
        #endregion
 
        private BLL.StationSignalRecordPacket _bll = new BLL.StationSignalRecordPacket();
        private Model.Station _station = null;
        private Model.MonitorDataSources _monitorDataSources = null;
 
        private List<ModelDiffViewModel> _model_diff_vm_list = null;
 
        private string _model_file = System.IO.Path.Combine
            (Settings.File.RootDirectory, Settings.File.DataFolder, "ch2_v3_20240801(Clear).inp");
 
        /// <summary>
        /// 清空数据
        /// </summary>
        public void Clear()
        {
            _model_diff_vm_list=new List<ModelDiffViewModel>(); 
            this.cmbFlag.SelectedItem = null;
            this.cmbFlag.Properties.Items.Clear();
            this.modelTimeViewModelBindingSource.DataSource = new List<ModelDiffViewModel>();
            this.pumpFactorViewModelBindingSource.DataSource = new List<PumpFactorViewModel>();
 
 
            ClearChart();
        }
 
        private void ClearChart()
        {
 
            this.chartControl1.BeginInit();
            _series_default_head.Points.Clear();
            _series_curve_head.Points.Clear();
            _series_correct_curve_head.Points.Clear();
            this.chartControl1.EndInit();
        }
 
        /// <summary>
        /// 初始化数据
        /// </summary>
        public override void InitialDataSource()
        {
            this.stationListCtrl1.SetBindingData();
            this.monitorDataSourcesTreeList1.SetBindingData();
        }
 
        //泵站变换
        private void StationListCtrl1_FocusedChangedEvent(Model.Station obj)
        {
            _station = obj;
            WaitFrmHelper.ShowWaitForm();
            SetBindingData(_monitorDataSources, _station);
            WaitFrmHelper.HideWaitForm();
 
        }
 
        //来源变换
        private void MonitorDataSourcesListCtrl1_FocusedChangedEvent(Model.MonitorDataSources obj)
        {
            _monitorDataSources = obj;
            WaitFrmHelper.ShowWaitForm();
            SetBindingData(_monitorDataSources, _station);
            WaitFrmHelper.HideWaitForm();
        }
 
 
        /// <summary>
        /// 绑定数据
        /// </summary>
        public void SetBindingData(Model.MonitorDataSources monitorDataSources, Model.Station station)
        {
            Clear();
            if (monitorDataSources == null || station == null)
            {
                return;
            }
            if (this.barCekLoad.Checked)
            {
                return;
            }
 
            var pumps = new BLL.Equipment().GetPumpListByBelongTypeAndBelongID(IStation.ObjectType.Station, station.ID);
            if (pumps == null || !pumps.Any())
            {
                return;
            }
 
            var flag_pump_dict = pumps.ToDictionary(x => x.SortCode, x => x.RatedParas);
            var flag_curve_dict = new Dictionary<int, Model.CurveExpress>();
            var bll_curve = new BLL.PumpCurve();
            foreach (var pump in pumps)
            {
                Model.CurveExpress qh = null;
                var curve_info = bll_curve.GetDefaultWorkingByPumpID(pump.ID)?.CurveInfo;
                if (curve_info != null)
                {
                    qh = curve_info.CurveQH;
                }
                flag_curve_dict.Add(pump.SortCode, qh);
            }
            if (flag_curve_dict == null || !flag_curve_dict.Any())
            {
                return;
            }
 
            var flag_list = pumps.Select(x => x.SortCode).OrderBy(x => x).ToList();
            this.cmbFlag.Properties.Items.AddRange(flag_list);
 
 
            var station_index = station.SortCode;
            var dt_start = Convert.ToDateTime(this.barEditDateStart.EditValue);
            var dt_end = Convert.ToDateTime(this.barEditDateEnd.EditValue);
            var list = Get(monitorDataSources.ID, station.ID, station.SortCode, dt_start, dt_end, 300);
            if (list == null || !list.Any())
            {
                return;
            }
 
 
            var pressure_id_mapping_dict = GetPumpPressureIdMappingDict(station_index);
            var flow_id_mapping_dict = GetPumpFlowIdMappingDict(station_index);
            var pump_id_mapping_dict = GetPumpIdMappingDict(station_index);
 
 
            var err = EpanetMethods.ENopen(_model_file, "", "");
            if (err != ErrorCode.Ok)
            {
                return;
            }
 
            err = EpanetMethods.ENopenH();
            if (err != ErrorCode.Ok)
            {
                return;
            }
 
            var multi_tag_head_diff_list = new List<Tuple<string, double>>();
            var vm_list = new List<ModelDiffViewModel>();
            var model_id_build = new StringBuilder(31);
            foreach (var tuple in list)
            {
                var time = tuple.Item1.ToString("G"); 
                var pattern_dict = tuple.Item2;
                var scada_dict = tuple.Item3;
                var pump_dict = tuple.Item4;
                var pattern_init = true;
 
                foreach (var pattern in pattern_dict)
                {
                    var pattern_id = pattern.Key;
                    var pattern_factor_array = pattern.Value;
                    var pattern_factor_array_count = pattern_factor_array.Length == 0 ? 1 : pattern_factor_array.Length;
                    err = EpanetMethods.ENgetpatternindex(pattern_id, out int pattern_index);
                    if (err != ErrorCode.Ok)
                    {
                        pattern_init = false;
                        continue;
                    }
                    err = EpanetMethods.ENsetpattern(pattern_index, pattern_factor_array, pattern_factor_array_count);
                    if (err != ErrorCode.Ok)
                    {
                        pattern_init = false;
                        continue;
                    }
                }
                if (!pattern_init)
                    continue;
 
 
                EpanetMethods.ENinitH(0);
                EpanetMethods.ENrunH(out _);
                EpanetMethods.ENgetcount(CountType.Node, out int node_count);
                EpanetMethods.ENgetcount(CountType.Link, out int link_count);
 
                for (int node_index = 1; node_index <= node_count; node_index++)
                {
                    if (EpanetMethods.ENgetnodeid(node_index, model_id_build) != ErrorCode.Ok)
                        continue;
                    var model_id = model_id_build.ToString();
                    if (pressure_id_mapping_dict.ContainsKey(model_id))
                    {
                        var scada_id = pressure_id_mapping_dict[model_id];
 
                        double? hz = null, hzr = null;
                        int? flag = null;
                        if (pump_dict.ContainsKey(scada_id))
                        {
                            if (!(pump_dict[scada_id] > 0))
                            {
                                continue;
                            }
                            hz = pump_dict[scada_id] * 50;
                            hz = Math.Round(hz.Value, 2);
                            hzr = Math.Round(hz.Value);
                            flag = pump_id_mapping_dict[model_id];
                        }
                        EpanetMethods.ENgetnodevalue(node_index, NodeValue.Head, out float model_head);
                        var scada_value = scada_dict[scada_id];
                        var vm = new ModelDiffViewModel();
                        vm.Time = time;
                        vm.MonitorID = scada_id;
                        vm.ModelID = model_id;
                        vm.ModelValue = model_head;
                        vm.MonitorValue = scada_value;
                        vm.DiffVlaue = model_head - scada_value;
                        vm.Type = "压力";
                        vm.Hz = hz;
                        vm.HzRound = hzr;
                        vm.Flag = flag;
                        if (Math.Round(vm.DiffVlaue) > 100)
                        {
                            continue;
                        }
                        vm_list.Add(vm);
                    }
                }
 
                for (int link_index = 1; link_index <= link_count; link_index++)
                {
                    if (EpanetMethods.ENgetlinkid(link_index, model_id_build) != ErrorCode.Ok)
                        continue;
                    var model_id = model_id_build.ToString();
 
                    if (flow_id_mapping_dict.ContainsKey(model_id))
                    {
                        var scada_id = flow_id_mapping_dict[model_id];
                        double? hz = null, hzr = null;
                        int? flag = null;
                        if (pump_dict.ContainsKey(scada_id))
                        {
                            if (!(pump_dict[scada_id] > 0))
                            {
                                continue;
                            }
                            hz = pump_dict[scada_id] * 50;
                            hz = Math.Round(hz.Value, 2);
                            hzr = Math.Round(hz.Value);
                            flag = pump_id_mapping_dict[model_id];
                        }
                        EpanetMethods.ENgetlinkvalue(link_index, LinkValue.Flow, out float model_value);
                        model_value = Math.Abs(model_value);
                        var scada_value = scada_dict[scada_id];
                        var vm = new ModelDiffViewModel();
                        vm.Time = time;
                        vm.MonitorID = scada_id;
                        vm.ModelID = model_id;
                        vm.ModelValue = model_value;
                        vm.MonitorValue = scada_value;
                        vm.DiffVlaue = model_value - scada_value;
                        vm.Type = "流量";
                        vm.Hz = hz;
                        vm.HzRound = hzr;
                        vm.Flag = flag;
                        vm_list.Add(vm);
                    }
 
                    EpanetMethods.ENgetlinktype(link_index, out LinkType linkType);
                    if (linkType == LinkType.Pump)
                    {
                        EpanetMethods.ENgetlinkvalue(link_index, LinkValue.InitStatus, out float on_off);
                    }
                }
            }
            EpanetMethods.ENcloseH();
            EpanetMethods.ENclose();
 
            var vm_pump_facotr_list = new List<PumpFactorViewModel>();
            var group_by_flag = vm_list.Where(x => x.Type == "压力" && x.Flag.HasValue).GroupBy(x => new { x.Flag, x.HzRound });
            foreach (var flag_item in group_by_flag)
            {
                var flag = flag_item.Key.Flag.Value;
                var pump = flag_pump_dict[flag];
                var qh = flag_curve_dict[flag];
                var hz = flag_item.Key.HzRound.Value;
 
                if (hz < 20)
                {
                    continue;
                }
 
                var head_diff_list = flag_item.Select(x => x.DiffVlaue).ToList();
                double head_diff_avg = 0d, std_dev_pop = 0d, std_dev_pop_head_avg = 0d;
 
                var filter_std_dev_pop_tuple = FilterBySTDP(head_diff_list.ToArray(), 0.3, 0);
                var filter_std_dev_pop_array = filter_std_dev_pop_tuple.Item1;
                std_dev_pop = filter_std_dev_pop_tuple.Item2;
 
                std_dev_pop_head_avg = filter_std_dev_pop_array.Average();
 
                head_diff_avg = std_dev_pop_head_avg;
                if (Math.Abs(head_diff_avg) > 5)
                {
                    continue;
                }
 
                if (std_dev_pop > 1 && flag_item.Count() < 5)
                {
                    continue;
                }
 
                var vm_pump_facotr = new PumpFactorViewModel();
                vm_pump_facotr.Flag = flag;
                vm_pump_facotr.Hz = hz;
                vm_pump_facotr.STDP = std_dev_pop;
                vm_pump_facotr.STDPHead = std_dev_pop_head_avg;
                vm_pump_facotr.Note = $"{flag_item.Count()}-{filter_std_dev_pop_array.Count()}={flag_item.Count() - filter_std_dev_pop_array.Count()}";
                vm_pump_facotr.Round();
                vm_pump_facotr_list.Add(vm_pump_facotr);
            }
 
 
            _model_diff_vm_list = vm_list;
            this.modelTimeViewModelBindingSource.DataSource = vm_list;
            this.modelTimeViewModelBindingSource.ResetBindings(false);
            this.gridView1.BestFitColumns();
 
 
            this.pumpFactorViewModelBindingSource.DataSource = vm_pump_facotr_list;
            this.pumpFactorViewModelBindingSource.ResetBindings(false);
            this.gridView2.BestFitColumns();
 
 
            AlertTool.ShowInfo(System.Windows.Forms.Application.OpenForms[0], "提示", "分析完成!");
        }
 
 
        public List<Tuple<DateTime, Dictionary<string, float[]>, Dictionary<string, double>, Dictionary<string, double>>> Get(long monitorDataSourcesId, long stationId, int station_index,DateTime dt_start, DateTime dt_end, int timeStep = 300)
        {
 
            var bllSummary = new BLL.MonitorDataSetSummary();
            var yearMonths = bllSummary.GetYearMonth(monitorDataSourcesId);
            yearMonths= yearMonths?.Where(x => (x.Year >= dt_start.Year && x.Year <= dt_end.Year) && (x.Month >= dt_start.Month && x.Month <= dt_end.Month)).ToList();
            if (yearMonths==null|| !yearMonths.Any())
            {
                return default;
            }
 
            var bllEquipment = new BLL.Equipment();
            var enginePumps = bllEquipment.GetEnginePumpListByBelongTypeAndBelongID(IStation.ObjectType.Station, stationId);
            if (enginePumps == null || !enginePumps.Any())
                return default;
 
            var bllMonitorPoint = new BLL.MonitorPoint();
            var bllEquipmentMonitorMapping = new BLL.EquipmentMonitorMapping();
            var bllMonitorDataSet = new BLL.MonitorDataSet();
 
 
            var pumpParasDict = new Dictionary<int, Model.Pump>();
            var pumpMonitorPointDict = new Dictionary<int, List<Model.MonitorPointExSignalWithSignalType>>();
            var stationMonitorPointList = new List<Model.MonitorPointExSignalWithSignalType>();
            var signalIds = new List<long>();
            foreach (var enginePump in enginePumps)
            {
                var pump = bllEquipment.GetChildPumpByEnginePumpID(enginePump.ID);
                if (pump == null)
                    continue;
                var equipmentMonitorMappings = bllEquipmentMonitorMapping.GetByEquipmentID(enginePump.ID);
                if (equipmentMonitorMappings == null || !equipmentMonitorMappings.Any())
                    continue;
                var monitorPointIds = equipmentMonitorMappings.Select(x => x.MonitorPointID).ToList();
                var monitorPoints = bllMonitorPoint.GetExSignalWithSignalTypeByIds(monitorPointIds);
                monitorPoints = monitorPoints?.Where(x => !string.IsNullOrEmpty(x.TagName)).ToList();
                monitorPoints = monitorPoints?.Where(x => x.SignalType != IStation.SignalType.频率).ToList();
                monitorPoints = monitorPoints?.Where(x => x.Flags != null && !x.Flags.Contains(Flags.总站)).ToList();
                if (monitorPoints == null || !monitorPoints.Any())
                    continue;
                pumpParasDict.Add(enginePump.SortCode, pump.RatedParas);
                pumpMonitorPointDict.Add(enginePump.SortCode, monitorPoints);
                signalIds.AddRange(monitorPoints.Select(x => x.SignalID));
            }
 
            var monitorPoints_station = bllMonitorPoint.GetExSignalWithSignalTypeByBelongTypeAndBelongID(IStation.ObjectType.Station, stationId);
            monitorPoints_station = monitorPoints_station?.Where(x => !string.IsNullOrEmpty(x.TagName)).ToList();
            stationMonitorPointList = monitorPoints_station?
                .Where(x => x.Flags != null && x.Flags.Contains(IStation.Flags.总站)).ToList();
            if (stationMonitorPointList != null && stationMonitorPointList.Any())
            {
                signalIds.AddRange(stationMonitorPointList.Select(x => x.SignalID));
            }
 
            signalIds = signalIds.Distinct().ToList();
 
 
            var pressure_monitor_points = monitorPoints_station.Where(x => x.SignalType == IStation.SignalType.压力).ToList();
            var flow_monitor_points = monitorPoints_station.Where(x => x.SignalType == IStation.SignalType.瞬时流量).ToList();
 
            var list = new List<Tuple<DateTime, Dictionary<string, float[]>, Dictionary<string, double>, Dictionary<string, double>>>();
            foreach (var yearMonth in yearMonths)
            {
                var year = yearMonth.Year;
                var month = yearMonth.Month;
 
                var summaries = bllSummary.GetAllByDate(monitorDataSourcesId, year, month);
                if (summaries == null || !summaries.Any())
                    return default;
 
                var minTime = summaries.Min(x => x.MinTime);
                var maxTime = summaries.Max(x => x.MaxTime);
                var totalSeconds = (int)(maxTime - minTime).TotalSeconds;
 
                var startDay = minTime;//.AddDays(1);
                var days = (maxTime - minTime).Days;
                var capacity = _bll.CalcuCapacity(days, timeStep);// 每个月的数据量
 
 
                var findIndexDict = new Dictionary<long, int>();// 查找数据下标
                var recordDict = new Dictionary<long, double>();// 数据字典
                signalIds.ForEach(x =>
                {
                    findIndexDict.Add(x, 0);
                    recordDict.Add(x, IStation.Error.Default);
                });
 
                var signalRecordPackets = bllMonitorDataSet.GetSignalRecordPacket(monitorDataSourcesId, signalIds, year, month);
                if (signalRecordPackets == null || !signalRecordPackets.Any())
                    return default;
 
                //按天整理数据
                for (int i = 0; i <= days; i++)
                {
                    var day = startDay.AddDays(i);
 
                    //分割步长
                    for (int seconds = 0; seconds < _bll.TotalSecondsOfDay; seconds += timeStep) //00点的数据不要
                    {
                        var realTime = day.AddSeconds(seconds);
                        _bll.GetRecordDict(realTime, signalRecordPackets, findIndexDict, recordDict, timeStep, out bool existRecord);
                        if (!existRecord)
                            continue;
 
                        var timeValue = new ExportEpanetHelper.TimeValue
                        {
                            Time = realTime,
                            Value = new Dictionary<string, double>()
                        };
 
                        if (stationMonitorPointList != null && stationMonitorPointList.Any())
                        {
                            foreach (var stationMonitorPoint in stationMonitorPointList)
                            {
                                var time = realTime;
                                var value = recordDict[stationMonitorPoint.SignalID];
                                if (stationMonitorPoint.SignalType == IStation.SignalType.压力)
                                {
                                    value = Model.CurveCalcuHelper.Mpa2M(value);
                                }
                                else if (stationMonitorPoint.SignalType == IStation.SignalType.瞬时流量)
                                {
                                    value = value < 0 ? 0 : value;
                                }
                                timeValue.Value.Add(stationMonitorPoint.TagName, value);
                            }
                        }
 
                        foreach (var pumpMonitorPointItem in pumpMonitorPointDict)
                        {
                            var key = pumpMonitorPointItem.Key;
                            var pumpParas = pumpParasDict[key];
                            var pumpMonitorPointList = pumpMonitorPointItem.Value;
                            foreach (var pumpMonitorPoint in pumpMonitorPointList)
                            {
                                var time = realTime;
                                var value = recordDict[pumpMonitorPoint.SignalID];
                                if (pumpMonitorPoint.SignalType == IStation.SignalType.转速)
                                {
                                    value = value / pumpParas.Nr;
                                    value = value < 0 ? 0 : value;
                                    value = value > 1 ? 1 : value;
                                }
                                else if (pumpMonitorPoint.SignalType == IStation.SignalType.频率)
                                {
                                    value = value / 50;
                                    value = value < 0 ? 0 : value;
                                    value = value > 1 ? 1 : value;
                                }
                                else if (pumpMonitorPoint.SignalType == IStation.SignalType.压力)
                                {
                                    value = Model.CurveCalcuHelper.Mpa2M(value);
                                }
                                else if (pumpMonitorPoint.SignalType == IStation.SignalType.瞬时流量)
                                {
                                    value = value < 0 ? 0 : value;
                                }
                                timeValue.Value.Add(pumpMonitorPoint.TagName, value);
                            }
                        }
 
                        if (station_index == 1)
                        {
                            list.Add(GetStation1(realTime, timeValue.Value));
                        }
                        else
                        {
                            list.Add(GetStation2(realTime, timeValue.Value));
                        }
 
                    }
 
                }
 
            }
 
            return list;
 
        }
        
        private Tuple<DateTime, Dictionary<string, float[]>, Dictionary<string, double>, Dictionary<string, double>> GetStation1(DateTime dateTime, Dictionary<string, double> time_dict)
        {
            var pattern_dict = new Dictionary<string, float[]>();
            var scada_dict = new Dictionary<string, double>();
            var pump_dict = new Dictionary<string, double>();
            var limited_speed_ratio = 0.1;
 
            var Pump11 = time_dict["Pump11"];
            var Pump12 = time_dict["Pump12"];
            var Pump13 = time_dict["Pump13"];
            var Pump14 = time_dict["Pump14"];
            var Pump15 = time_dict["Pump15"];
            var Pump16 = time_dict["Pump16"];
            var Pump17 = time_dict["Pump17"];
            var Pump18 = time_dict["Pump18"];
 
            Pump11 = Pump11 < limited_speed_ratio ? 0 : Pump11;
            Pump12 = Pump12 < limited_speed_ratio ? 0 : Pump12;
            Pump13 = Pump13 < limited_speed_ratio ? 0 : Pump13;
            Pump14 = Pump14 < limited_speed_ratio ? 0 : Pump14;
            Pump15 = Pump15 < limited_speed_ratio ? 0 : Pump15;
            Pump16 = Pump16 < limited_speed_ratio ? 0 : Pump16;
            Pump17 = Pump17 < limited_speed_ratio ? 0 : Pump17;
            Pump18 = Pump18 < limited_speed_ratio ? 0 : Pump18;
 
 
            pattern_dict.Add("R1", new float[] { (float)time_dict["R1"] });
            pattern_dict.Add("R2", new float[] { (float)time_dict["R2"] });
            pattern_dict.Add("R3", new float[] { (float)time_dict["R3"] });
            pattern_dict.Add("SFJD1", new float[] { (float)time_dict["SFJD1"] });
            pattern_dict.Add("SFJD2", new float[] { (float)time_dict["SFJD2"] });
            pattern_dict.Add("SFJD3", new float[] { (float)time_dict["SFJD3"] });
            pattern_dict.Add("Pump11", new float[] { (float)Pump11 });
            pattern_dict.Add("Pump12", new float[] { (float)Pump12 });
            pattern_dict.Add("Pump13", new float[] { (float)Pump13 });
            pattern_dict.Add("Pump14", new float[] { (float)Pump14 });
            pattern_dict.Add("Pump15", new float[] { (float)Pump15 });
            pattern_dict.Add("Pump16", new float[] { (float)Pump16 });
            pattern_dict.Add("Pump17", new float[] { (float)Pump17 });
            pattern_dict.Add("Pump18", new float[] { (float)Pump18 });
 
            scada_dict.Add("SPJD1", time_dict["SPJD1"]);
            scada_dict.Add("SPJD2", time_dict["SPJD2"]);
            scada_dict.Add("SPJD3", time_dict["SPJD3"]);
            scada_dict.Add("SFJD1", time_dict["SFJD1"]);
            scada_dict.Add("SFJD2", time_dict["SFJD2"]);
            scada_dict.Add("SFJD3", time_dict["SFJD3"]);
            scada_dict.Add("SPPump11", time_dict["SPPump11"]);
            scada_dict.Add("SPPump12", time_dict["SPPump12"]);
            scada_dict.Add("SPPump13", time_dict["SPPump13"]);
            scada_dict.Add("SPPump14", time_dict["SPPump14"]);
            scada_dict.Add("SPPump15", time_dict["SPPump15"]);
            scada_dict.Add("SPPump16", time_dict["SPPump16"]);
            scada_dict.Add("SPPump17", time_dict["SPPump17"]);
            scada_dict.Add("SPPump18", time_dict["SPPump18"]);
 
            pump_dict.Add("SPPump11", Pump11);
            pump_dict.Add("SPPump12", Pump12);
            pump_dict.Add("SPPump13", Pump13);
            pump_dict.Add("SPPump14", Pump14);
            pump_dict.Add("SPPump15", Pump15);
            pump_dict.Add("SPPump16", Pump16);
            pump_dict.Add("SPPump17", Pump17);
            pump_dict.Add("SPPump18", Pump18); 
 
 
            return new Tuple<DateTime, Dictionary<string, float[]>, Dictionary<string, double>, Dictionary<string, double>>(dateTime, pattern_dict, scada_dict, pump_dict);
        }
         
        private Tuple<DateTime, Dictionary<string, float[]>, Dictionary<string, double>, Dictionary<string, double>> GetStation2(DateTime dateTime, Dictionary<string, double> time_dict)
        {
            var pattern_dict = new Dictionary<string, float[]>();
            var scada_dict = new Dictionary<string, double>();
            var pump_dict = new Dictionary<string, double>();
            var limited_speed_ratio = 0.1;
 
 
            var Pump21 = time_dict["Pump21"];
            var Pump22 = time_dict["Pump22"];
            var Pump23 = time_dict["Pump23"];
            var Pump24 = time_dict["Pump24"];
            var Pump25 = time_dict["Pump25"];
            var Pump26 = time_dict["Pump26"];
            var Pump27 = time_dict["Pump27"];
 
 
            Pump21 = Pump21 < limited_speed_ratio ? 0 :Pump21;
            Pump22 = Pump22 < limited_speed_ratio ? 0 :Pump22;
            Pump23 = Pump23 < limited_speed_ratio ? 0 :Pump23;
            Pump24 = Pump24 < limited_speed_ratio ? 0 :Pump24;
            Pump25 = Pump25 < limited_speed_ratio ? 0 :Pump25;
            Pump26 = Pump26 < limited_speed_ratio ? 0 :Pump26;
            Pump27 = Pump27 < limited_speed_ratio ? 0 :Pump27;
 
 
            pattern_dict.Add("RPump21", new float[] { (float)time_dict["RPump21"] });
            pattern_dict.Add("RPump22", new float[] { (float)time_dict["RPump22"] });
            pattern_dict.Add("RPump23", new float[] { (float)time_dict["RPump23"] });
            pattern_dict.Add("RPump24", new float[] { (float)time_dict["RPump24"] });
            pattern_dict.Add("RPump25", new float[] { (float)time_dict["RPump25"] });
            pattern_dict.Add("RPump26", new float[] { (float)time_dict["RPump26"] });
            pattern_dict.Add("RPump27", new float[] { (float)time_dict["RPump27"] });
 
 
            pattern_dict.Add("SFDN2400", new float[] { (float)time_dict["SFDN2400"] });
            pattern_dict.Add("SFDN2700", new float[] { (float)time_dict["SFDN2700"] });
            pattern_dict.Add("SFPump21", new float[] { (float)time_dict["SFPump21"] });
            pattern_dict.Add("SFPump22", new float[] { (float)time_dict["SFPump22"] });
            pattern_dict.Add("SFPump23", new float[] { (float)time_dict["SFPump23"] });
            pattern_dict.Add("SFPump24", new float[] { (float)time_dict["SFPump24"] });
            pattern_dict.Add("SFPump25", new float[] { (float)time_dict["SFPump25"] });
            pattern_dict.Add("SFPump26", new float[] { (float)time_dict["SFPump26"] });
            pattern_dict.Add("SFPump27", new float[] { (float)time_dict["SFPump27"] });
 
 
            pattern_dict.Add("Pump21", new float[] { (float)Pump21 });
            pattern_dict.Add("Pump22", new float[] { (float)Pump22 });
            pattern_dict.Add("Pump23", new float[] { (float)Pump23 });
            pattern_dict.Add("Pump24", new float[] { (float)Pump24 });
            pattern_dict.Add("Pump25", new float[] { (float)Pump25 });
            pattern_dict.Add("Pump26", new float[] { (float)Pump26 });
            pattern_dict.Add("Pump27", new float[] { (float)(double)time_dict["Pump27"] });
 
 
 
            scada_dict.Add("SPDN2400", time_dict["SPDN2400"]);
            scada_dict.Add("SPDN2700", time_dict["SPDN2700"]);
            scada_dict.Add("SPPump21", time_dict["SPPump21"]);
            scada_dict.Add("SPPump22", time_dict["SPPump22"]);
            scada_dict.Add("SPPump23", time_dict["SPPump23"]);
            scada_dict.Add("SPPump24", time_dict["SPPump24"]);
            scada_dict.Add("SPPump25", time_dict["SPPump25"]);
            scada_dict.Add("SPPump26", time_dict["SPPump26"]);
            scada_dict.Add("SPPump27", time_dict["SPPump27"]);
 
            scada_dict.Add("SFDN2400", time_dict["SFDN2400"]);
            scada_dict.Add("SFDN2700", time_dict["SFDN2700"]);
            //scada_dict.Add("SFPump21", time_dict["SFPump21"]);
            //scada_dict.Add("SFPump22", time_dict["SFPump22"]);
            //scada_dict.Add("SFPump23", time_dict["SFPump23"]);
            //scada_dict.Add("SFPump24", time_dict["SFPump24"]);
            //scada_dict.Add("SFPump25", time_dict["SFPump25"]);
            //scada_dict.Add("SFPump26", time_dict["SFPump26"]);
            //scada_dict.Add("SFPump27", time_dict["SFPump27"]);
 
             
            pump_dict.Add("SPPump21", Pump21);
            pump_dict.Add("SPPump22", Pump22);
            pump_dict.Add("SPPump23", Pump23);
            pump_dict.Add("SPPump24", Pump24);
            pump_dict.Add("SPPump25", Pump25);
            pump_dict.Add("SPPump26", Pump26);
            pump_dict.Add("SPPump27", Pump27);
 
 
            pump_dict.Add("SFPump21", Pump21);
            pump_dict.Add("SFPump22", Pump22);
            pump_dict.Add("SFPump23", Pump23);
            pump_dict.Add("SFPump24", Pump24);
            pump_dict.Add("SFPump25", Pump25);
            pump_dict.Add("SFPump26", Pump26);
            pump_dict.Add("SFPump27", Pump27 );
 
            return new Tuple<DateTime, Dictionary<string, float[]>, Dictionary<string, double>, Dictionary<string, double>>(dateTime, pattern_dict, scada_dict, pump_dict);
        }
         
        private Dictionary<string, string> GetPumpPressureIdMappingDict(int station_index)
        {
            var dict = new Dictionary<string, string>();
            if (station_index == 1)
            {
                dict = new Dictionary<string, string>()
                {
                   { "Jjd1", "SPJD1"},
                   { "Jjd2", "SPJD2"},
                   { "Jjd3", "SPJD3"},
                   {"Jpump11","SPPump11"},
                   {"Jpump12","SPPump12"},
                   {"Jpump13","SPPump13"},
                   {"Jpump14","SPPump14"},
                   {"Jpump15","SPPump15"},
                   {"Jpump16","SPPump16"},
                   {"Jpump17","SPPump17"},
                   {"Jpump18","SPPump18"},
                };
 
            }
            else
            {
                dict = new Dictionary<string, string>()
                {
                    {"Jdn2400","SPDN2400"},
                    {"Jdn2700","SPDN2700"},
                    {"Jpump21","SPPump21"},
                    {"Jpump22","SPPump22"},
                    {"Jpump23","SPPump23"},
                    {"Jpump24","SPPump24"},
                    {"Jpump25","SPPump25"},
                    {"Jpump26","SPPump26"},
                    {"Jpump27","SPPump27"}
                };
            }
            return dict;
        }
     
        private Dictionary<string, string> GetPumpFlowIdMappingDict(int station_index)
        {
            var dict = new Dictionary<string, string>();
            if (station_index == 1)
            {
                dict = new Dictionary<string, string>()
                {
                    { "Pjd1", "SFJD1"},
                    { "Pjd2", "SFJD2"},
                    { "Pjd3", "SFJD3"},
                };
            }
            else
            {
                dict = new Dictionary<string, string>()
                {
                    { "Pdn2400", "SFDN2400"},
                    { "Pdn2700", "SFDN2700"},
                    //{ "Ppump21", "SFPump21"},
                    //{ "Ppump22", "SFPump22"},
                    //{ "Ppump23", "SFPump23"},
                    //{ "Ppump24", "SFPump24"},
                    //{ "Ppump25", "SFPump25"},
                    //{ "Ppump26", "SFPump26"},
                    //{ "Ppump27", "SFPump27"}
                };
            }
            return dict;
        }
 
        private Dictionary<string, int> GetPumpIdMappingDict(int station_index)
        {
            var dict = new Dictionary<string, int>();
            if (station_index == 1)
            {
                dict = new Dictionary<string, int>()
                {
                   {"Jpump11",GlobalHelper.Flag11},
                   {"Jpump12",GlobalHelper.Flag12},
                   {"Jpump13",GlobalHelper.Flag13},
                   {"Jpump14",GlobalHelper.Flag14},
                   {"Jpump15",GlobalHelper.Flag15},
                   {"Jpump16",GlobalHelper.Flag16},
                   {"Jpump17",GlobalHelper.Flag17},
                   {"Jpump18",GlobalHelper.Flag18},
                };
            }
            else
            {
                dict = new Dictionary<string, int>()
                {
                    { "Ppump21", GlobalHelper.Flag21},
                    { "Ppump22", GlobalHelper.Flag22},
                    { "Ppump23", GlobalHelper.Flag23},
                    { "Ppump24", GlobalHelper.Flag24},
                    { "Ppump25", GlobalHelper.Flag25},
                    { "Ppump26", GlobalHelper.Flag26},
                    { "Ppump27", GlobalHelper.Flag27},
                    {"Jpump21",GlobalHelper.Flag21},
                    {"Jpump22",GlobalHelper.Flag22},
                    {"Jpump23",GlobalHelper.Flag23},
                    {"Jpump24",GlobalHelper.Flag24},
                    {"Jpump25",GlobalHelper.Flag25},
                    {"Jpump26",GlobalHelper.Flag26},
                    {"Jpump27",GlobalHelper.Flag27}
                };
            }
            return dict;
        }
        
        private Tuple<double[], double> FilterBySTDP(double[] array, double min_dev, int count)
        {
            if (array == null || !array.Any())
            {
                return default;
            }
            var array_avg = array.Average();
            var array_count = array.Count();
 
 
            FilterOutliersHelper.STDEV(array, out double std_dev, out double std_dev_pop);
            if (Math.Abs(std_dev_pop) < min_dev)
            {
                return new Tuple<double[], double>(array, std_dev_pop);
            }
            if (count > 3)
            {
                return new Tuple<double[], double>(array, std_dev_pop);
            }
            var filter_array = array.Where(x => !(Math.Abs(x - array_avg) > Math.Abs(std_dev_pop * 2))).ToArray();
            if (filter_array == null || !filter_array.Any())
            {
                return default;
            }
            count++;
            return FilterBySTDP(filter_array, min_dev, count);
        }
 
 
        private void cmbFlag_SelectedIndexChanged(object sender, EventArgs e)
        {
            ClearChart();
            if (_model_diff_vm_list == null || !_model_diff_vm_list.Any())
            {
                return;
            }
            if (!int.TryParse(this.cmbFlag.Text, out int flag))
            { 
                return;
            }
            var vm_list = _model_diff_vm_list.Where(x => x.Type == "压力" && x.Flag == flag).ToList();
            if (vm_list == null || !vm_list.Any())
            {  
                return;
            }
            this.chartControl1.BeginInit(); 
            foreach (var vm in vm_list)
            {
                var time = vm.Time;
                _series_default_head.Points.Add(new SeriesPoint(time, vm.MonitorValue));
                _series_curve_head.Points.Add(new SeriesPoint(time, vm.ModelValue));
                _series_correct_curve_head.Points.Add(new SeriesPoint(time, vm.DiffVlaue));
            }
 
            this.chartControl1.EndInit();
        }
 
 
        //加载
        private void barCekLoad_CheckedChanged(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            WaitFrmHelper.ShowWaitForm();
            SetBindingData(_monitorDataSources, _station);
            WaitFrmHelper.HideWaitForm();
        }
 
 
        // 刷新数据
        private void barBtnRefresh_ItemClick(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            InitialDataSource();
        } 
 
        private void barBtnExportAnalysisFactor_ItemClick(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            if (_monitorDataSources == null || _station == null)
            {
                return;
            }
            WaitFrmHelper.ShowWaitForm("正在导出");
            ExportModelAnalysisFactorHelper.Export(_monitorDataSources.ID, _station.ID,_station.SortCode, _station.Name);
            WaitFrmHelper.HideWaitForm();
            AlertTool.ShowInfo(System.Windows.Forms.Application.OpenForms[0], "提示", "导出完成!");
 
        }
    }
}