ningshuxia
2025-04-09 845ce9e76fab972e3d19672c1f1fbb3a6a05666f
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using DevExpress.XtraCharts;
using System;
using System.Collections.Generic;
using System.ComponentModel.DataAnnotations;
using System.Drawing;
using System.Linq;
 
namespace IStation.WinFrmUI.Monitor
{
    public partial class DataCorrectionPage : DocumentPage
    {
        public DataCorrectionPage()
        {
            InitializeComponent();
            this.PageTitle.Caption = "数据修正";
 
            this.gridView1.SetNormalView();
            this.gridView2.SetNormalView();
 
            this.colYear.Visible = false;
            this.colMonth.Visible = false;
 
            this.colTime.DisplayFormat.FormatType = DevExpress.Utils.FormatType.DateTime;
            this.colTime.DisplayFormat.FormatString = "G";
 
 
            this.repositoryItemDateEdit1.SetOnlyShowYearMonth();
            this.repositoryItemDateEdit2.SetOnlyShowYearMonth();
            this.barEditDateStart.EditValue = new DateTime(2024, 7, 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 Series _series_correct_range_curve_head; //
        private void InitialDiagarm()
        {
            this.chartControl1.Legend.Visibility = DevExpress.Utils.DefaultBoolean.False;//是否在图表上显示图例
 
            // Access the diagram's properties.把 Diagram 对象转换为所需的图象类型
            _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_correct_range_curve_head = chartControl1.GetSeriesByName("SeriesCorrectRangeCurveHead");
 
            _series_default_head.CrosshairLabelPattern = "原始扬程:{V}";
            _series_curve_head.CrosshairLabelPattern = "曲线扬程:{V}";
            _series_correct_curve_head.CrosshairLabelPattern = "修正曲线扬程:{V}";
            _series_correct_range_curve_head.CrosshairLabelPattern = "修正范围曲线扬程:{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 PumpViewModel
        {
            [Display(Name = "年")]
            public int Year { get; set; }
 
            [Display(Name = "月")]
            public int Month { get; set; }
 
 
            [Display(Name = "时间")]
            public DateTime Time { get; set; }
 
            [Display(Name = "泵")]
            public int Flag { get; set; }
 
            [Display(Name = "转速")]
            public double Rpm { get; set; }
 
            [Display(Name = "频率")]
            public double Hz { get; set; }
 
            [Display(Name = "频率")]
            public double HzRound { get; set; }
 
 
            [Display(Name = "水位")]
            public double WaterLevel { get; set; }
 
            [Display(Name = "进口压力")]
            public double InletPressure { get; set; }
 
            [Display(Name = "出口压力")]
            public double OutletPressure { get; set; }
 
            [Display(Name = "压差")]
            public double PressureDiff { get; set; }
 
            [Display(Name = "瞬时流量")]
            public double Flow { get; set; }
 
            [Display(Name = "扬程")]
            public double Head { get; set; }
 
            [Display(Name = "瞬时功率")]
            public double Power { get; set; }
 
 
            [Display(Name = "曲线扬程")]
            public double CurveHead { get; set; }
 
            [Display(Name = "扬程差值")]
            public double HeadDiff { get; set; }
 
            [Display(Name = "修正曲线扬程")]
            public double CorrectCurveHead { get; set; }
 
            [Display(Name = "修正扬程差值")]
            public double CorrectHeadDiff { get; set; }
 
            public double CorrectRangeCurveHead { get; set; }
        }
 
        public class PumpFactorViewModel
        {
            [Display(Name = "泵")]
            public int Flag { get; set; }
 
            [Display(Name = "频率")]
            public double Hz { get; set; }
 
            [Display(Name = "样本标准差")]
            public double STDEV { get; set; }
 
            [Display(Name = "扬程(STDEV)")]
            public double STDEVHead { 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 = "扬程(偏差)")]
            public double HeadDfif { get; set; }
 
            [Display(Name = "样本总体的标准偏差")]
            public double STDEVP { get; set; }
 
            [Display(Name = "备注")]
            public string Note { get; set; }
 
            public void Round()
            {
                this.STDEV = Math.Round(this.STDEV, 5);
                this.STDP = Math.Round(this.STDP, 5);
                this.STDEVP = Math.Round(this.STDEVP, 5);
 
                this.STDEVHead = Math.Round(this.STDEVHead, 5);
                this.STDPHead = Math.Round(this.STDPHead, 5);
                this.HeadDfif = Math.Round(this.HeadDfif, 5);
 
 
            }
 
        }
        #endregion
 
        private BLL.StationSignalRecordPacket _bll = new BLL.StationSignalRecordPacket();
        private Model.Station _station = null;
        private Model.MonitorDataSources _monitorDataSources = null;
 
        private List<PumpViewModel> _pump_vm_list = null;
        /// <summary>
        /// 清空数据
        /// </summary>
        public void Clear()
        {
            _pump_vm_list = new List<PumpViewModel>();
            this.cmbFlag.SelectedItem = null;
            this.cmbFlag.Properties.Items.Clear();
            this.pumpViewModelBindingSource.DataSource = new List<PumpViewModel>();
            this.pumpFactorViewModelBindingSource.DataSource = new List<PumpFactorViewModel>();
 
 
            this.chartControl1.BeginInit();
            _series_default_head.Points.Clear();
            _series_curve_head.Points.Clear();
            _series_correct_curve_head.Points.Clear();
            _series_correct_range_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;
            SetBindingData(_monitorDataSources, _station);
        }
 
        //来源变换
        private void MonitorDataSourcesListCtrl1_FocusedChangedEvent(Model.MonitorDataSources obj)
        {
            _monitorDataSources = obj;
            SetBindingData(_monitorDataSources, _station);
        }
 
        /// <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 packets = _bll.Get(monitorDataSources.ID, station.ID);
            var pumps = new BLL.Equipment().GetPumpListByBelongTypeAndBelongID(IStation.ObjectType.Station, station.ID);
            var flag_list = pumps.Select(x => x.SortCode).OrderBy(x => x).ToList();
            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);
            }
            this.cmbFlag.Properties.Items.AddRange(flag_list);
            SetBindingData(packets, flag_pump_dict, flag_curve_dict);
        }
 
        /// <summary>
        /// 绑定数据
        /// </summary>
        public void SetBindingData(List<Model.StationSignalRecordPacket> packets, Dictionary<int, Model.Pump> flag_pump_dict, Dictionary<int, Model.CurveExpress> flag_curve_dict)
        {
            WaitFrmHelper.ShowWaitForm();
 
            var dt_start = Convert.ToDateTime(this.barEditDateStart.EditValue);
            var dt_end = Convert.ToDateTime(this.barEditDateEnd.EditValue);
            packets = packets.Where(x => (x.Year >= dt_start.Year && x.Year <= dt_end.Year) && (x.Month >= dt_start.Month && x.Month <= dt_end.Month)).ToList();
 
            var vm_pump_list = new List<PumpViewModel>();
            var vm_pump_facotr_list = new List<PumpFactorViewModel>();
            if (packets != null && packets.Any() && flag_pump_dict != null && flag_pump_dict.Any() && flag_curve_dict != null && flag_curve_dict.Any())
            {
                foreach (var packet in packets)
                {
                    var station_signal_records = packet.StationSignalRecords;
                    if (station_signal_records == null || !station_signal_records.Any())
                        continue;
                    var year = packet.Year;
                    var month = packet.Month;
                    foreach (var record in station_signal_records)
                    {
                        var pump_signal_records = record.PumpSignalRecords;
                        if (pump_signal_records == null || !pump_signal_records.Any())
                            continue;
                        pump_signal_records = pump_signal_records.OrderBy(x => x.Flag).ToList();
 
                        foreach (var pump_record in pump_signal_records)
                        {
                            if (pump_record.Rpm == IStation.Error.Default || pump_record.Head == IStation.Error.Default)
                            {
                                continue;
                            }
                            var flag = pump_record.Flag;
                            var pump = flag_pump_dict[flag];
                            var curve_qh = flag_curve_dict[flag];
 
                            var hz = pump_record.Rpm / pump.Nr * 50;
                            hz = Math.Round(hz, 2);
 
                            var curve_head = GetCurveHead(curve_qh, pump.Nr, pump_record.Rpm, pump_record.FlowRate);
                            curve_head = Math.Round(curve_head, 2);
 
 
                            var pump_head50hz = Model.CurveCalcuHelper.Calculate50HByHz(pump_record.Head, hz);
                            var curve_head50hz = Model.CurveCalcuHelper.Calculate50HByHz(curve_head, hz);
 
                            var head_diff = pump_head50hz - curve_head50hz;
                            // var head_diff = pump_record.Head - curve_head;
                            head_diff = Math.Round(head_diff, 5);
 
 
                            var vm_pump = new PumpViewModel();
                            vm_pump.Year = year;
                            vm_pump.Month = month;
                            vm_pump.Time = record.Time;
                            vm_pump.Flag = flag;
                            vm_pump.Rpm = pump_record.Rpm;
                            vm_pump.Hz = hz;
                            vm_pump.HzRound = Math.Round(hz, 0);
                            vm_pump.WaterLevel = pump_record.WaterLevel;
                            vm_pump.InletPressure = pump_record.InletPressure;
                            vm_pump.OutletPressure = pump_record.OutletPressure;
                            vm_pump.PressureDiff = pump_record.OutletPressure - pump_record.InletPressure;
                            vm_pump.Flow = pump_record.FlowRate;
                            vm_pump.Head = pump_record.Head;
                            vm_pump.Power = pump_record.InstantaneousPower;
                            vm_pump.CurveHead = curve_head;
                            vm_pump.HeadDiff = head_diff;
                            vm_pump_list.Add(vm_pump);
                        }
                    }
                }
            }
 
 
            //if (false)
            //{
            if (vm_pump_list.Any())
            {
                var group_by_flag = vm_pump_list.GroupBy(x => x.Flag);
                foreach (var flag_item in group_by_flag)
                {
                    var flag = flag_item.Key;
                    var pump = flag_pump_dict[flag];
                    var qh = flag_curve_dict[flag];
 
 
                    for (int i = 5; i <= 50; i += 5)
                    {
                        var min_hz = i - 5;
                        var max_hz = i;
 
                        var list = flag_item.Where(x => x.Hz >= min_hz && x.Hz <= max_hz).ToList();
 
                        if (list == null || !list.Any())
                        {
                            continue;
                        }
                        var head_diff_list = list.Select(x => x.HeadDiff).ToList();
                        double head_diff_avg = 0d, std_dev = 0d, std_dev_pop = 0d, std_dev_head_avg = 0d, std_dev_pop_head_avg = 0d;
 
                        var filter_std_dev_tuple = FilterBySTDEV(head_diff_list.ToArray(), 0.3, 0);
                        var filter_std_dev_pop_tuple = FilterBySTDP(head_diff_list.ToArray(), 0.3, 0);
 
                        var filter_std_dev_array = filter_std_dev_tuple.Item1;
                        var filter_std_dev_pop_array = filter_std_dev_pop_tuple.Item1;
 
                        std_dev = filter_std_dev_tuple.Item2;
                        std_dev_pop = filter_std_dev_pop_tuple.Item2;
 
                        std_dev_head_avg = filter_std_dev_array.Average();
                        std_dev_pop_head_avg = filter_std_dev_pop_array.Average();
 
                        var use_std_dev = false;
                        if (use_std_dev)
                        {
                            head_diff_avg = std_dev_head_avg;
                        }
                        else
                        {
                            head_diff_avg = std_dev_pop_head_avg;
                        }
 
                        var qh_correct_points = qh.DefinePoints.Select(x => new Model.CurvePoint(x.X, x.Y + head_diff_avg)).ToList();
                        var qh_correct = Model.FitCurveHelper.BuildCurveExpress(qh_correct_points, Model.eCurveFitType.FourM);
                        foreach (var vm in list)
                        {
 
                            //vm.CorrectRangeCurveHead = GetCurveHead(qh_correct, pump.Nr, vm.Rpm, vm.Flow);
                            vm.CorrectRangeCurveHead = GetCurveHead(qh_correct, pump.Nr, vm.Rpm, vm.Flow);
                            vm.CorrectRangeCurveHead = vm.Head - vm.CorrectRangeCurveHead;
                            vm.CorrectRangeCurveHead = Math.Round(vm.CorrectRangeCurveHead, 2);
 
                        }
                    }
                }
            }
 
 
            #region 50hz*额定/当前工况
 
            //if (vm_pump_list.Any())
            //{
            //    var group_by_flag = vm_pump_list.GroupBy(x => x.Flag);
            //    foreach (var flag_item in group_by_flag)
            //    {
            //        var flag = flag_item.Key;
            //        var pump = flag_pump_dict[flag];
            //        var qh = flag_curve_dict[flag];
 
 
            //        var head_diff_list = flag_item.Select(x => x.HeadDiff).ToList();
            //        double head_diff_avg = 0d, std_dev = 0d, std_dev_pop = 0d, std_dev_head_avg = 0d, std_dev_pop_head_avg = 0d;
 
            //        var filter_std_dev_tuple = FilterBySTDEV(head_diff_list.ToArray(), 0.3, 0);
            //        var filter_std_dev_pop_tuple = FilterBySTDP(head_diff_list.ToArray(), 0.3, 0);
 
            //        var filter_std_dev_array = filter_std_dev_tuple.Item1;
            //        var filter_std_dev_pop_array = filter_std_dev_pop_tuple.Item1;
 
            //        std_dev = filter_std_dev_tuple.Item2;
            //        std_dev_pop = filter_std_dev_pop_tuple.Item2;
 
            //        std_dev_head_avg = filter_std_dev_array.Average();
            //        std_dev_pop_head_avg = filter_std_dev_pop_array.Average();
 
            //        var use_std_dev = false;
            //        if (use_std_dev)
            //        {
            //            head_diff_avg = std_dev_head_avg;
            //        }
            //        else
            //        {
            //            head_diff_avg = std_dev_pop_head_avg;
            //        }
 
            //        var vm_pump_facotr = new PumpFactorViewModel();
            //        vm_pump_facotr.Flag = flag;
            //        vm_pump_facotr.Hz = 50;
            //        vm_pump_facotr.STDEV = std_dev;
            //        vm_pump_facotr.STDEVHead = std_dev_head_avg;
            //        vm_pump_facotr.STDP = std_dev_pop;
            //        vm_pump_facotr.STDPHead = std_dev_pop_head_avg;
            //        vm_pump_facotr.STDEVP = std_dev_pop - std_dev;
            //        vm_pump_facotr.HeadDfif = std_dev_pop_head_avg - std_dev_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);
 
 
            //        var group_by_hz = flag_item.GroupBy(x => Math.Round(x.Hz)).ToDictionary(x => x.Key, y => y.ToList());
            //        foreach (var hz_item in group_by_hz)
            //        {
            //            var hz = hz_item.Key;
            //            var ratio = 50 / hz;
            //            var head_diff_avg_hz = ratio * head_diff_avg;
            //            var qh_correct_points = qh.DefinePoints.Select(x => new Model.CurvePoint(x.X, x.Y + head_diff_avg_hz)).ToList();
            //            var qh_correct = Model.FitCurveHelper.BuildCurveExpress(qh_correct_points, Model.eCurveFitType.FourM);
            //            foreach (var vm in hz_item.Value)
            //            {
            //                vm.CorrectCurveHead = GetCurveHead(qh_correct, pump.Nr, vm.Rpm, vm.Flow);
            //                vm.CorrectHeadDiff = Math.Round(vm.Head - vm.CorrectCurveHead, 5);
            //                vm.CorrectCurveHead = Math.Round(vm.CorrectCurveHead, 2);
            //            }
            //        }
            //    }
 
            //}
 
            #endregion
            //}
            //else
            //{
 
 
            if (vm_pump_list.Any())
            {
                var group_by_flag = vm_pump_list.GroupBy(x => new { x.Flag, x.HzRound });
                foreach (var flag_item in group_by_flag)
                {
                    var flag = flag_item.Key.Flag;
                    var pump = flag_pump_dict[flag];
                    var qh = flag_curve_dict[flag];
 
 
                    var head_diff_list = flag_item.Select(x => x.HeadDiff).ToList();
                    double head_diff_avg = 0d, std_dev = 0d, std_dev_pop = 0d, std_dev_head_avg = 0d, std_dev_pop_head_avg = 0d;
 
                    var filter_std_dev_tuple = FilterBySTDEV(head_diff_list.ToArray(), 0.3, 0);
                    var filter_std_dev_pop_tuple = FilterBySTDP(head_diff_list.ToArray(), 0.3, 0);
 
                    var filter_std_dev_array = filter_std_dev_tuple.Item1;
                    var filter_std_dev_pop_array = filter_std_dev_pop_tuple.Item1;
 
                    std_dev = filter_std_dev_tuple.Item2;
                    std_dev_pop = filter_std_dev_pop_tuple.Item2;
 
                    std_dev_head_avg = filter_std_dev_array.Average();
                    std_dev_pop_head_avg = filter_std_dev_pop_array.Average();
 
                    var use_std_dev = false;
                    if (use_std_dev)
                    {
                        head_diff_avg = std_dev_head_avg;
                    }
                    else
                    {
                        head_diff_avg = std_dev_pop_head_avg;
                    }
 
                    var hz = flag_item.Key.HzRound;
                    var vm_pump_facotr = new PumpFactorViewModel();
                    vm_pump_facotr.Flag = flag;
                    vm_pump_facotr.Hz = hz;
                    vm_pump_facotr.STDEV = std_dev;
                    vm_pump_facotr.STDEVHead = std_dev_head_avg;
                    vm_pump_facotr.STDP = std_dev_pop;
                    vm_pump_facotr.STDPHead = std_dev_pop_head_avg;
                    vm_pump_facotr.STDEVP = std_dev_pop - std_dev;
                    vm_pump_facotr.HeadDfif = std_dev_pop_head_avg - std_dev_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);
 
 
                    //var ratio = 50 / hz;
                    //var head_diff_avg_hz = ratio * head_diff_avg;
                    var qh_correct_points = qh.DefinePoints.Select(x => new Model.CurvePoint(x.X, x.Y + head_diff_avg)).ToList();
                    var qh_correct = Model.FitCurveHelper.BuildCurveExpress(qh_correct_points, Model.eCurveFitType.FourM);
                    foreach (var vm in flag_item)
                    {
                        vm.CorrectCurveHead = GetCurveHead(qh_correct, pump.Nr, vm.Rpm, vm.Flow);
                        vm.CorrectHeadDiff = Math.Round(vm.Head - vm.CorrectCurveHead, 5);
                        //vm.CorrectCurveHead = Math.Round(vm.CorrectCurveHead, 2); 
 
                        vm.CorrectCurveHead = vm.CorrectHeadDiff;
 
                    }
 
                }
            }
            //}
 
            //var CorrectRangeCurveHeadList = vm_pump_list.Select(x => x.CorrectRangeCurveHead);
            //FilterOutliersHelper.STDEV(CorrectRangeCurveHeadList.ToArray(), out double st1, out double st2);
            //var CorrectCurveHeadList = vm_pump_list.Select(x => x.CorrectCurveHead);
            //FilterOutliersHelper.STDEV(CorrectCurveHeadList.ToArray(), out double st11, out double st22);
 
            //var std_dev_pop_crch = st2;
            //var std_dev_pop_cch = st22;
 
            _pump_vm_list = vm_pump_list;
            this.pumpViewModelBindingSource.DataSource = vm_pump_list;
            this.pumpViewModelBindingSource.ResetBindings(false);
            this.gridView1.BestFitColumns();
 
            this.pumpFactorViewModelBindingSource.DataSource = vm_pump_facotr_list;
            this.pumpFactorViewModelBindingSource.ResetBindings(false);
            this.gridView2.BestFitColumns();
 
            WaitFrmHelper.HideWaitForm();
        }
 
 
        private Tuple<double[], double> FilterBySTDEV(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) < min_dev)
            {
                return new Tuple<double[], double>(array, std_dev);
            }
            if (count > 5)
            {
                return new Tuple<double[], double>(array, std_dev);
            }
            var filter_array = array.Where(x => !(Math.Abs(x - array_avg) > Math.Abs(std_dev * 2))).ToArray();
            if (filter_array == null || !filter_array.Any())
            {
                return default;
            }
            count++;
            return FilterBySTDEV(filter_array, min_dev, count);
        }
 
        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 > 5)
            {
                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 double GetCurveHead(Model.CurveExpress curve_qh, double nr, double rpm, double flow)
        {
            if (curve_qh == null)
                return default;
            var similar_qh = Model.CurveCalcuHelper.CalculateSimilarQH(curve_qh, nr, rpm);
            if (similar_qh == null)
                return default;
            var head = similar_qh.GetFitPointY(flow);
            return head;
        }
 
 
 
        //加载
        private void barCekLoad_CheckedChanged(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            SetBindingData(_monitorDataSources, _station);
        }
 
 
        //扬程验证
        private void barCekUseHead_CheckedChanged(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            SetBindingData(_monitorDataSources, _station);
        }
 
        #region 菜单 
 
        //全部展开
        private void barBtnExpandAll_ItemClick(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            this.gridView1.ExpandAllGroups();
        }
 
        //全部折叠
        private void barBtnCollapseAll_ItemClick(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            this.gridView1.CollapseAllGroups();
        }
 
        //检索
        private void barCekSearch_CheckedChanged(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            if (this.barCekSearch.Checked)
                this.gridView1.ShowFindPanel();
            else
                this.gridView1.HideFindPanel();
        }
 
        // 刷新数据
        private void barBtnRefresh_ItemClick(object sender, DevExpress.XtraBars.ItemClickEventArgs e)
        {
            InitialDataSource();
        }
 
 
 
 
        #endregion
 
        private void cmbFlag_SelectedIndexChanged(object sender, EventArgs e)
        {
            if (_pump_vm_list == null || !_pump_vm_list.Any())
                return;
            if (!int.TryParse(this.cmbFlag.Text, out int flag))
                return;
            var vm_list = _pump_vm_list.Where(x => x.Flag == flag).ToList();
            if (vm_list == null || !vm_list.Any())
                return;
            this.chartControl1.BeginInit();
 
            _series_default_head.Points.Clear();
            _series_curve_head.Points.Clear();
            _series_correct_curve_head.Points.Clear();
            _series_correct_range_curve_head.Points.Clear();
            foreach (var vm in vm_list)
            {
                var time = vm.Time;
                //_series_default_head.Points.Add(new SeriesPoint(time, vm.Head));
                //_series_curve_head.Points.Add(new SeriesPoint(time, vm.CurveHead));
                _series_correct_curve_head.Points.Add(new SeriesPoint(time, vm.CorrectCurveHead));
                _series_correct_range_curve_head.Points.Add(new SeriesPoint(time, vm.CorrectRangeCurveHead));
            }
 
            this.chartControl1.EndInit();
        }
 
 
    }
}