/// <summary> /// 计算下肢灵活度结果 /// </summary> public static void CalculateLowerLimbResult() { try { //计算左脚抬脚高度均值方差 double mLeftHeight = 0; double dLeftHeight = 0; List <double> realLeftHight = new List <double>(); for (int i = 0; i < LeftFootHeight.Count; i++) { if (LeftFootHeight[i] != 0) { realLeftHight.Add(Math.Abs(LeftFootHeight[i])); } } //存储几个最大点的值 List <double> leftHeightMax = new List <double>(); BuTai.FindMaxValuesOrPosition(realLeftHight.ToArray(), leftHeightMax, 0); BuTai.CalCulateMD(leftHeightMax, ref mLeftHeight, ref dLeftHeight); //计算右脚抬脚高度均值方差 double mRightHeight = 0; double dRightHeight = 0; List <double> realRigthHight = new List <double>(); for (int i = 0; i < RightFootHeight.Count; i++) { if (RightFootHeight[i] != 0) { realRigthHight.Add(Math.Abs(RightFootHeight[i])); } } //存储几个最大点的值 List <double> rightHeightMax = new List <double>(); BuTai.FindMaxValuesOrPosition(realRigthHight.ToArray(), rightHeightMax, 0); BuTai.CalCulateMD(rightHeightMax, ref mRightHeight, ref dRightHeight); //左右脚变异度 BingRen.RightFootAberrance = Math.Round(dRightHeight / mRightHeight, 4); BingRen.LeftFootAberrance = Math.Round(dLeftHeight / mLeftHeight, 4); } catch { ClearLowerLimbData(); System.Windows.MessageBox.Show("没有收集到骨骼数据!"); return; } finally { Console.WriteLine(BingRen.LeftFootAberrance + " " + BingRen.RightFootAberrance + "\n"); ClearLowerLimbData(); } }
/// <summary> /// 计算结果并出报告 /// </summary> public void calResult() { try { //实时返回的数据 List <double> stepWidthList = new List <double>(); List <double> leftstepLengthList = new List <double>(); List <double> rightstepLengthList = new List <double>(); List <double> leftstepHeightList = new List <double>(); List <double> rightstepHeightList = new List <double>(); List <DateTime> timeList = new List <DateTime>(); //实时返回的6个骨骼坐标 List <CameraSpacePoint> AnkleLeftList = new List <CameraSpacePoint>(); List <CameraSpacePoint> AnkleRightList = new List <CameraSpacePoint>(); List <CameraSpacePoint> FootLeftList = new List <CameraSpacePoint>(); List <CameraSpacePoint> FootRightList = new List <CameraSpacePoint>(); List <CameraSpacePoint> KneeLeftList = new List <CameraSpacePoint>(); List <CameraSpacePoint> KneeRightList = new List <CameraSpacePoint>(); //实时返回的数据 for (int i = 0; i < AllResultElement.Count; i++) { stepWidthList.Add((double)AllResultElement[i].Dequeue()); leftstepLengthList.Add((double)AllResultElement[i].Dequeue()); rightstepLengthList.Add((double)AllResultElement[i].Dequeue()); leftstepHeightList.Add((double)AllResultElement[i].Dequeue()); rightstepHeightList.Add((double)AllResultElement[i].Dequeue()); timeList.Add((DateTime)AllResultElement[i].Dequeue()); } //实时返回的6个骨骼坐标 for (int i = 0; i < AllBuTaiElement.Count; i++) { AnkleLeftList.Add((CameraSpacePoint)AllBuTaiElement[i].Dequeue()); AnkleRightList.Add((CameraSpacePoint)AllBuTaiElement[i].Dequeue()); FootLeftList.Add((CameraSpacePoint)AllBuTaiElement[i].Dequeue()); FootRightList.Add((CameraSpacePoint)AllBuTaiElement[i].Dequeue()); KneeLeftList.Add((CameraSpacePoint)AllBuTaiElement[i].Dequeue()); KneeRightList.Add((CameraSpacePoint)AllBuTaiElement[i].Dequeue()); } //计算走了多少步 //膝盖左右的距离 //double[] xP = new double[FootLeftList.Count]; double[] yP = new double[FootLeftList.Count]; for (int i = 0; i < FootLeftList.Count; i++) { //xP[i] = AnkleLeftList[i].Z; yP[i] = Math.Sqrt(Math.Pow(AnkleLeftList[i].X - AnkleRightList[i].X, 2) + Math.Pow(AnkleLeftList[i].Y - AnkleRightList[i].Y, 2) + Math.Pow(AnkleLeftList[i].Z - AnkleRightList[i].Z, 2)); } //高斯滤波 double[] GuassyP = Guass.GuassFitter(yP); //SMT滤波 double[] SMTyP = SMT.SMTFilter(GuassyP); //找范围确定步数 List <int> pointSMTyp = SMT.pointSMT(SMTyP); BingRen.StepCount = (pointSMTyp.Count + 1) / 2; //找每一步的起始点 List <double[]> startendPoint = new List <double[]>(); for (int i = 0; i < pointSMTyp.Count; i = i + 2) { if (i == pointSMTyp.Count - 1) { double[] m = SMT.findMax(GuassyP, pointSMTyp[i], yP.Length - 1); startendPoint.Add(m); } else { double[] m = SMT.findMax(GuassyP, pointSMTyp[i], pointSMTyp[i + 1]); startendPoint.Add(m); } } //计算步速 DateTime startTime = timeList[0]; DateTime endTime = timeList[timeList.Count - 1]; TimeSpan useTime = endTime.Subtract(startTime); double ut = useTime.TotalSeconds; //TotalSeconds 属性表示整数和小数秒,而 Seconds 属性表示整秒数。 double distance = Math.Abs(AnkleLeftList[AnkleLeftList.Count - 1].Z - AnkleLeftList[0].Z); BingRen.StepSpeed = Math.Round(distance / ut, 4); //距离除以时间求步速 //计算左步速,右歩速,周期歩速 double mLeftSpeed = 0; double dLeftSpeed = 0; double mRightSpeed = 0; double dRightSpeed = 0; double mCycleSpeed = 0; double dCycleSpeed = 0; ///记录落地点 List <double> leftFootLowPoints = new List <double>(); //左脚抬起到落地 List <double> rightFootLowPoints = new List <double>(); //右脚抬起到落地 List <double> cycleFootLowPoints = new List <double>(); //右脚抬起落地到左脚抬起落地 List <double> AbsMaxPoints = new List <double>(); //步长绝对值最大点位置 BuTai.FindMaxValuesOrPosition(LeftSubRightFootZ.ToArray(), AbsMaxPoints, 1); for (int i = 0; i < AbsMaxPoints.Count; i++) { if (i == 0) { if (FootFlag[(int)AbsMaxPoints[i]]) { leftFootLowPoints.Add((int)AbsMaxPoints[i]); } else { rightFootLowPoints.Add((int)AbsMaxPoints[i]); } } else if (i == AbsMaxPoints.Count) { if (FootFlag[(int)AbsMaxPoints[i]]) { rightFootLowPoints.Add((int)AbsMaxPoints[i]); } else { leftFootLowPoints.Add((int)AbsMaxPoints[i]); } } else { leftFootLowPoints.Add((int)AbsMaxPoints[i]); rightFootLowPoints.Add((int)AbsMaxPoints[i]); } } for (int i = 0; i < AbsMaxPoints.Count; i++) { if (!FootFlag[(int)AbsMaxPoints[i]]) { cycleFootLowPoints.Add((int)AbsMaxPoints[i]); } } List <double> LeftSpeed = new List <double>(); for (int i = 1; i < leftFootLowPoints.Count; i = i + 2) { TimeSpan t = FootTime[(int)leftFootLowPoints[i]].Subtract(FootTime[(int)leftFootLowPoints[i - 1]]); LeftSpeed.Add(Math.Abs(LeftFootZ[(int)leftFootLowPoints[i]] - LeftFootZ[(int)leftFootLowPoints[i - 1]]) / t.TotalSeconds); } BuTai.CalCulateMD(LeftSpeed, ref mLeftSpeed, ref dLeftSpeed); List <double> RightSpeed = new List <double>(); for (int i = 1; i < rightFootLowPoints.Count; i = i + 2) { TimeSpan t = FootTime[(int)rightFootLowPoints[i]].Subtract(FootTime[(int)rightFootLowPoints[i - 1]]); RightSpeed.Add(Math.Abs(RightFootZ[(int)rightFootLowPoints[i]] - RightFootZ[(int)rightFootLowPoints[i - 1]]) / t.TotalSeconds); } BuTai.CalCulateMD(RightSpeed, ref mRightSpeed, ref dRightSpeed); List <double> CycleSpeed = new List <double>(); for (int i = 1; i < cycleFootLowPoints.Count; i++) { TimeSpan t = FootTime[(int)cycleFootLowPoints[i]].Subtract(FootTime[(int)cycleFootLowPoints[i - 1]]); CycleSpeed.Add(Math.Abs(LeftFootZ[(int)cycleFootLowPoints[i]] - RightFootZ[(int)cycleFootLowPoints[i - 1]]) / t.TotalSeconds); } BuTai.CalCulateMD(CycleSpeed, ref mCycleSpeed, ref dCycleSpeed); /*** * List<double> leftFootLowPoints = new List<double>(); * List<double> rightFootLowPoints = new List<double>(); * List<double> cycleFootLowPoints = new List<double>(); * for (int i = 1; i < LeftSubRightFootZ.Count; i++) * { * if (i == 1) * { * if (LeftSubRightFootZ[i] >= 0) * { * rightFootLowPoints.Add(i); * cycleFootLowPoints.Add(i); * } * else * { * leftFootLowPoints.Add(i); * } * } * else * { * if (LeftSubRightFootZ[i] >= 0 && LeftSubRightFootZ[i - 1] <= 0) * { * rightFootLowPoints.Add(i); * cycleFootLowPoints.Add(i); * } * if (LeftSubRightFootZ[i] <= 0 && LeftSubRightFootZ[i - 1] >= 0) * { * leftFootLowPoints.Add(i); * cycleFootLowPoints.Add(i); * } * } * } * * List<double> LeftSpeed = new List<double>(); * for (int i = 1; i < leftFootLowPoints.Count; i++) * { * TimeSpan t = FootTime[(int)leftFootLowPoints[i]].Subtract(FootTime[(int)leftFootLowPoints[i - 1]]); * * LeftSpeed.Add(Math.Abs(LeftFootZ[(int)leftFootLowPoints[i]] - LeftFootZ[(int)leftFootLowPoints[i - 1]]) * / t.TotalSeconds); * } * BuTai.CalCulateMD(LeftSpeed, ref mLeftSpeed, ref dLeftSpeed); * * List<double> RightSpeed = new List<double>(); * for (int i = 1; i < rightFootLowPoints.Count; i++) * { * TimeSpan t = FootTime[(int)rightFootLowPoints[i]].Subtract(FootTime[(int)rightFootLowPoints[i - 1]]); * * RightSpeed.Add(Math.Abs(RightFootZ[(int)rightFootLowPoints[i]] - RightFootZ[(int)rightFootLowPoints[i - 1]]) * / t.TotalSeconds); * } * BuTai.CalCulateMD(RightSpeed, ref mRightSpeed, ref dRightSpeed); * * * List<double> CycleSpeed = new List<double>(); * for (int i = 2; i < cycleFootLowPoints.Count; i++) * { * TimeSpan t = FootTime[(int)cycleFootLowPoints[i]].Subtract(FootTime[(int)cycleFootLowPoints[i - 2]]); * * CycleSpeed.Add(Math.Abs(RightFootZ[(int)cycleFootLowPoints[i]] - RightFootZ[(int)cycleFootLowPoints[i - 2]]) * / t.TotalSeconds); * } * BuTai.CalCulateMD(CycleSpeed, ref mCycleSpeed, ref dCycleSpeed); **/ //赋值 BingRen.LeftSpeedM = Math.Round(mLeftSpeed, 4); BingRen.LeftSpeedD = Math.Round(dLeftSpeed, 4); BingRen.RightSpeedM = Math.Round(mRightSpeed, 4); BingRen.RightSpeedD = Math.Round(dRightSpeed, 4); BingRen.CyleSpeedM = Math.Round(mCycleSpeed, 4); BingRen.CyleSpeedD = Math.Round(dCycleSpeed, 4); ///计算左右步长均值,左右步长方差,左右步长协调性 //计算左步长 double mLeftStepLength = 0; double dLeftStepLength = 0; List <double> realLeftLength = new List <double>(); for (int i = 0; i < leftstepLengthList.Count; i++) { if (leftstepLengthList[i] != 0) { realLeftLength.Add(Math.Abs(leftstepLengthList[i])); } } //存储几个最大点的值 List <double> leftStepLengthMax = new List <double>(); BuTai.FindMaxValuesOrPosition(realLeftLength.ToArray(), leftStepLengthMax, 0); BuTai.CalCulateMD(leftStepLengthMax, ref mLeftStepLength, ref dLeftStepLength); //计算右步长 double mRightStepLength = 0; double dRightStepLength = 0; List <double> realRightength = new List <double>(); for (int i = 0; i < rightstepLengthList.Count; i++) { if (rightstepLengthList[i] != 0) { realRightength.Add(rightstepLengthList[i]); } } //存储几个最大点的值 List <double> rightStepLengthMax = new List <double>(); BuTai.FindMaxValuesOrPosition(realRightength.ToArray(), rightStepLengthMax, 0); BuTai.CalCulateMD(rightStepLengthMax, ref mRightStepLength, ref dRightStepLength); //赋值和求左右步长的协调性 BingRen.RightStepLengthM = Math.Round(mRightStepLength, 4); BingRen.RightStepLengthD = Math.Round(dRightStepLength, 4); BingRen.LeftStepLengthM = Math.Round(mLeftStepLength, 4); BingRen.LeftStepLengthD = Math.Round(dLeftStepLength, 4); BingRen.StepLengthBalance = Math.Round(Math.Abs(mRightStepLength - mLeftStepLength), 4); //求左右高均值,左右步高方差,左右步高的协调性 //计算左步高均值和方差 double mLeftStepHeight = 0; double dLeftStepHeight = 0; List <double> realeftHeight = new List <double>(); for (int i = 0; i < leftstepHeightList.Count; i++) { if (leftstepHeightList[i] != 0) { realeftHeight.Add(leftstepHeightList[i]); } } //存储几个最大点 List <double> leftMaxHeight = new List <double>(); BuTai.FindMaxValuesOrPosition(realeftHeight.ToArray(), leftMaxHeight, 0); BuTai.CalCulateMD(leftMaxHeight, ref mLeftStepHeight, ref dLeftStepHeight); //计算右步高均值和方差 double mRightStepHeight = 0; double dRightStepHeight = 0; List <double> realrightHeight = new List <double>(); for (int i = 0; i < rightstepHeightList.Count; i++) { if (rightstepHeightList[i] != 0) { realrightHeight.Add(rightstepHeightList[i]); } } //存储几个最大点 List <double> rightMaxHeight = new List <double>(); BuTai.FindMaxValuesOrPosition(realrightHeight.ToArray(), rightMaxHeight, 0); BuTai.CalCulateMD(rightMaxHeight, ref mRightStepHeight, ref dRightStepHeight); //赋值和计算左右步高协调性 BingRen.RightStepHeightM = Math.Round(mRightStepHeight, 4); BingRen.RightStepHeightD = Math.Round(dRightStepHeight, 4); BingRen.LeftStepHeightM = Math.Round(mLeftStepHeight, 4); BingRen.LeftStepHeightD = Math.Round(dLeftStepHeight, 4); BingRen.StepHeightBalance = Math.Round(Math.Abs(mRightStepHeight - mLeftStepHeight), 4); ///计算步宽平均方差,步距平均方差 //计算步宽(平均) double mstepWidth = 0; double dstepWidth = 0; BuTai.CalCulateMD(stepWidthList, ref mstepWidth, ref dstepWidth); //赋值 BingRen.StepWidthM = Math.Round(mstepWidth, 4); BingRen.StepWidthD = Math.Round(dstepWidth, 4); //计算步距 double mStepDistance = 0; double dStepDistance = 0; //存储几个最大点的值 List <double> stepdistanceMax = new List <double>(); BuTai.FindMaxValuesOrPosition(StepDistance.ToArray(), stepdistanceMax, 0); BuTai.CalCulateMD(stepdistanceMax, ref mStepDistance, ref dStepDistance); //赋值 BingRen.StepDistanceM = Math.Round(mStepDistance, 4); BingRen.StepDistanceD = Math.Round(dStepDistance, 4); //算z值 double mZ = 0; double dZ = 0; BuTai.CalCulateMD(ValueZ, ref mZ, ref dZ); BingRen.ZM = Math.Round(mZ, 4); BingRen.ZD = Math.Round(dZ, 4); Console.WriteLine(BingRen.StepSpeed + " " + BingRen.RightSpeedM + " " + BingRen.RightSpeedD + " " + BingRen.LeftSpeedM + " " + BingRen.LeftSpeedD + "\n" + BingRen.CyleSpeedM + " " + BingRen.CyleSpeedD + " " + BingRen.RightStepLengthM + " " + BingRen.RightStepLengthD + " " + BingRen.LeftStepLengthM + " " + BingRen.LeftStepLengthD + "\n" + BingRen.StepLengthBalance + " " + BingRen.RightStepHeightD + " " + BingRen.RightStepHeightM + " " + BingRen.LeftStepHeightD + " " + BingRen.LeftStepHeightM + "\n" + BingRen.StepHeightBalance + " " + BingRen.StepWidthM + " " + BingRen.StepWidthD + " " + BingRen.StepDistanceM + " " + BingRen.StepDistanceD + "\n" + BingRen.ZM + " " + BingRen.ZD); } catch { clearData(); System.Windows.MessageBox.Show("没有收集到骨骼数据!"); return; } //暂时不用 /* * //生成报告 * try * { * //如果没有文件生成表头 * if (!File.Exists(savePath)) * { * createExcel(); * } * //添加内容 * addExcel(BingRen.StepSpeed, BingRen.StepWidth, BingRen.LeftstepHeight, BingRen.RightstepHeight, BingRen.LeftstepLength, BingRen.RightstepLength, BingRen.StepCount); * * } * catch (Exception ex) * { * Console.WriteLine(ex.Message); * } **/ //清理步态数据 clearData(); }