CObservationVelodyneScan.cpp

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/* +------------------------------------------------------------------------+
   |                     Mobile Robot Programming Toolkit (MRPT)            |
   |                          http://www.mrpt.org/                          |
   |                                                                        |
   | Copyright (c) 2005-2017, Individual contributors, see AUTHORS file     |
   | See: http://www.mrpt.org/Authors - All rights reserved.                |
   | Released under BSD License. See details in http://www.mrpt.org/License |
   +------------------------------------------------------------------------+ */

#include "obs-precomp.h"  // Precompiled headers

#include <mrpt/obs/CObservationVelodyneScan.h>
#include <mrpt/poses/CPose3DInterpolator.h>
#include <mrpt/utils/round.h>
#include <mrpt/utils/CStream.h>

using namespace std;
using namespace mrpt::obs;

// This must be added to any CSerializable class implementation file.
IMPLEMENTS_SERIALIZABLE(CObservationVelodyneScan, CObservation, mrpt::obs)

CSinCosLookUpTableFor2DScans velodyne_sincos_tables;

const float CObservationVelodyneScan::ROTATION_RESOLUTION =
        0.01f; /**< degrees */
const float CObservationVelodyneScan::DISTANCE_MAX = 130.0f; /**< meters */
const float CObservationVelodyneScan::DISTANCE_RESOLUTION =
        0.002f; /**< meters */
const float CObservationVelodyneScan::DISTANCE_MAX_UNITS =
        (CObservationVelodyneScan::DISTANCE_MAX /
                 CObservationVelodyneScan::DISTANCE_RESOLUTION +
         1.0f);

const int SCANS_PER_FIRING = 16;

const float VLP16_BLOCK_TDURATION = 110.592f;  // [us]
const float VLP16_DSR_TOFFSET = 2.304f;  // [us]
const float VLP16_FIRING_TOFFSET = 55.296f;  // [us]

const float HDR32_DSR_TOFFSET = 1.152f;  // [us]
const float HDR32_FIRING_TOFFSET = 46.08f;  // [us]

const CObservationVelodyneScan::TGeneratePointCloudParameters
        CObservationVelodyneScan::defaultPointCloudParams;

CObservationVelodyneScan::TGeneratePointCloudParameters::
        TGeneratePointCloudParameters()
        : minAzimuth_deg(0.0),
          maxAzimuth_deg(360.0),
          minDistance(1.0f),
          maxDistance(std::numeric_limits<float>::max()),
          ROI_x_min(-std::numeric_limits<float>::max()),
          ROI_x_max(+std::numeric_limits<float>::max()),
          ROI_y_min(-std::numeric_limits<float>::max()),
          ROI_y_max(+std::numeric_limits<float>::max()),
          ROI_z_min(-std::numeric_limits<float>::max()),
          ROI_z_max(+std::numeric_limits<float>::max()),
          nROI_x_min(.0f),
          nROI_x_max(.0f),
          nROI_y_min(.0f),
          nROI_y_max(.0f),
          nROI_z_min(.0f),
          nROI_z_max(.0f),
          isolatedPointsFilterDistance(2.0f),
          filterByROI(false),
          filterBynROI(false),
          filterOutIsolatedPoints(false),
          dualKeepStrongest(true),
          dualKeepLast(true),
          generatePerPointTimestamp(false),
          generatePerPointAzimuth(false)
{
}

CObservationVelodyneScan::TGeneratePointCloudSE3Results::
        TGeneratePointCloudSE3Results()
        : num_points(0), num_correctly_inserted_points(0)
{
}

CObservationVelodyneScan::CObservationVelodyneScan()
        : minRange(1.0),
          maxRange(130.0),
          sensorPose(),
          originalReceivedTimestamp(INVALID_TIMESTAMP),
          has_satellite_timestamp(false)
{
}

CObservationVelodyneScan::~CObservationVelodyneScan() {}
mrpt::system::TTimeStamp
        CObservationVelodyneScan::getOriginalReceivedTimeStamp() const
{
        return originalReceivedTimestamp;
}

/*---------------------------------------------------------------
  Implements the writing to a CStream capability of CSerializable objects
 ---------------------------------------------------------------*/
void CObservationVelodyneScan::writeToStream(
        mrpt::utils::CStream& out, int* version) const
{
        if (version)
                *version = 1;
        else
        {
                out << timestamp << sensorLabel;

                out << minRange << maxRange << sensorPose;
                {
                        uint32_t N = scan_packets.size();
                        out << N;
                        if (N)
                                out.WriteBuffer(&scan_packets[0], sizeof(scan_packets[0]) * N);
                }
                {
                        uint32_t N = calibration.laser_corrections.size();
                        out << N;
                        if (N)
                                out.WriteBuffer(
                                        &calibration.laser_corrections[0],
                                        sizeof(calibration.laser_corrections[0]) * N);
                }
                out << point_cloud.x << point_cloud.y << point_cloud.z
                        << point_cloud.intensity;
                out << has_satellite_timestamp;  // v1
        }
}

/*---------------------------------------------------------------
  Implements the reading from a CStream capability of CSerializable objects
 ---------------------------------------------------------------*/
void CObservationVelodyneScan::readFromStream(
        mrpt::utils::CStream& in, int version)
{
        switch (version)
        {
                case 0:
                case 1:
                {
                        in >> timestamp >> sensorLabel;

                        in >> minRange >> maxRange >> sensorPose;
                        {
                                uint32_t N;
                                in >> N;
                                scan_packets.resize(N);
                                if (N)
                                        in.ReadBuffer(
                                                &scan_packets[0], sizeof(scan_packets[0]) * N);
                        }
                        {
                                uint32_t N;
                                in >> N;
                                calibration.laser_corrections.resize(N);
                                if (N)
                                        in.ReadBuffer(
                                                &calibration.laser_corrections[0],
                                                sizeof(calibration.laser_corrections[0]) * N);
                        }
                        in >> point_cloud.x >> point_cloud.y >> point_cloud.z >>
                                point_cloud.intensity;
                        if (version >= 1)
                                in >> has_satellite_timestamp;
                        else
                                has_satellite_timestamp =
                                        (this->timestamp != this->originalReceivedTimestamp);
                }
                break;
                default:
                        MRPT_THROW_UNKNOWN_SERIALIZATION_VERSION(version)
        };

        // m_cachedMap.clear();
}

void CObservationVelodyneScan::getDescriptionAsText(std::ostream& o) const
{
        CObservation::getDescriptionAsText(o);
        o << "Homogeneous matrix for the sensor 3D pose, relative to robot base:\n";
        o << sensorPose.getHomogeneousMatrixVal() << "\n" << sensorPose << endl;

        o << format("Sensor min/max range: %.02f / %.02f m\n", minRange, maxRange);

        o << "Raw packet count: " << scan_packets.size() << "\n";
}

/** [us] */
double HDL32AdjustTimeStamp(int firingblock, int dsr)
{
        return (firingblock * HDR32_FIRING_TOFFSET) + (dsr * HDR32_DSR_TOFFSET);
}
/** [us] */
double VLP16AdjustTimeStamp(int firingblock, int dsr, int firingwithinblock)
{
        return (firingblock * VLP16_BLOCK_TDURATION) + (dsr * VLP16_DSR_TOFFSET) +
                   (firingwithinblock * VLP16_FIRING_TOFFSET);
}

/** Auxiliary class used to refactor
 * CObservationVelodyneScan::generatePointCloud() */
struct PointCloudStorageWrapper
{
        /** Process the insertion of a new (x,y,z) point to the cloud, in
         * sensor-centric coordinates, with the exact timestamp of that LIDAR ray */
        virtual void add_point(
                double pt_x, double pt_y, double pt_z, uint8_t pt_intensity,
                const mrpt::system::TTimeStamp& tim, const float azimuth) = 0;
};

static void velodyne_scan_to_pointcloud(
        const CObservationVelodyneScan& scan,
        const CObservationVelodyneScan::TGeneratePointCloudParameters& params,
        PointCloudStorageWrapper& out_pc)
{
        // Initially based on code from ROS velodyne & from
        // vtkVelodyneHDLReader::vtkInternal::ProcessHDLPacket().
        using mrpt::utils::round;

        // Access to sin/cos table:
        mrpt::obs::T2DScanProperties scan_props;
        scan_props.aperture = 2 * M_PI;
        scan_props.nRays = CObservationVelodyneScan::ROTATION_MAX_UNITS;
        scan_props.rightToLeft = true;
        // The LUT contains sin/cos values for angles in this order: [180deg ... 0
        // deg ... -180 deg]
        const CSinCosLookUpTableFor2DScans::TSinCosValues& lut_sincos =
                velodyne_sincos_tables.getSinCosForScan(scan_props);

        const int minAzimuth_int = round(params.minAzimuth_deg * 100);
        const int maxAzimuth_int = round(params.maxAzimuth_deg * 100);
        const float realMinDist =
                std::max(static_cast<float>(scan.minRange), params.minDistance);
        const float realMaxDist =
                std::min(params.maxDistance, static_cast<float>(scan.maxRange));
        const int16_t isolatedPointsFilterDistance_units =
                params.isolatedPointsFilterDistance /
                CObservationVelodyneScan::DISTANCE_RESOLUTION;

        // This is: 16,32,64 depending on the LIDAR model
        const size_t num_lasers = scan.calibration.laser_corrections.size();

        for (size_t iPkt = 0; iPkt < scan.scan_packets.size(); iPkt++)
        {
                const CObservationVelodyneScan::TVelodyneRawPacket* raw =
                        &scan.scan_packets[iPkt];

                mrpt::system::TTimeStamp pkt_tim;  // Find out timestamp of this pkt
                {
                        const uint32_t us_pkt0 = scan.scan_packets[0].gps_timestamp;
                        const uint32_t us_pkt_this = raw->gps_timestamp;
                        // Handle the case of time counter reset by new hour 00:00:00
                        const uint32_t us_ellapsed =
                                (us_pkt_this >= us_pkt0)
                                        ? (us_pkt_this - us_pkt0)
                                        : (1000000UL * 3600UL + us_pkt_this - us_pkt0);
                        pkt_tim =
                                mrpt::system::timestampAdd(scan.timestamp, us_ellapsed * 1e-6);
                }

                // Take the median rotational speed as a good value for interpolating
                // the missing azimuths:
                int median_azimuth_diff;
                {
                        // In dual return, the azimuth rate is actually twice this
                        // estimation:
                        const int nBlocksPerAzimuth =
                                (raw->laser_return_mode ==
                                 CObservationVelodyneScan::RETMODE_DUAL)
                                        ? 2
                                        : 1;
                        std::vector<int> diffs(
                                CObservationVelodyneScan::BLOCKS_PER_PACKET -
                                nBlocksPerAzimuth);
                        for (int i = 0; i < CObservationVelodyneScan::BLOCKS_PER_PACKET -
                                                                        nBlocksPerAzimuth;
                                 ++i)
                        {
                                int localDiff = (CObservationVelodyneScan::ROTATION_MAX_UNITS +
                                                                 raw->blocks[i + nBlocksPerAzimuth].rotation -
                                                                 raw->blocks[i].rotation) %
                                                                CObservationVelodyneScan::ROTATION_MAX_UNITS;
                                diffs[i] = localDiff;
                        }
                        std::nth_element(
                                diffs.begin(),
                                diffs.begin() + CObservationVelodyneScan::BLOCKS_PER_PACKET / 2,
                                diffs.end());  // Calc median
                        median_azimuth_diff =
                                diffs[CObservationVelodyneScan::BLOCKS_PER_PACKET / 2];
                }

                for (int block = 0; block < CObservationVelodyneScan::BLOCKS_PER_PACKET;
                         block++)  // Firings per packet
                {
                        // ignore packets with mangled or otherwise different contents
                        if ((num_lasers != 64 &&
                                 CObservationVelodyneScan::UPPER_BANK !=
                                         raw->blocks[block].header) ||
                                (raw->blocks[block].header !=
                                         CObservationVelodyneScan::UPPER_BANK &&
                                 raw->blocks[block].header !=
                                         CObservationVelodyneScan::LOWER_BANK))
                        {
                                cerr << "[CObservationVelodyneScan] skipping invalid packet: "
                                                "block "
                                         << block << " header value is "
                                         << raw->blocks[block].header;
                                continue;
                        }

                        const int dsr_offset = (raw->blocks[block].header ==
                                                                        CObservationVelodyneScan::LOWER_BANK)
                                                                           ? 32
                                                                           : 0;
                        const float azimuth_raw_f = (float)(raw->blocks[block].rotation);
                        const bool block_is_dual_2nd_ranges =
                                (raw->laser_return_mode ==
                                         CObservationVelodyneScan::RETMODE_DUAL &&
                                 ((block & 0x01) != 0));
                        const bool block_is_dual_last_ranges =
                                (raw->laser_return_mode ==
                                         CObservationVelodyneScan::RETMODE_DUAL &&
                                 ((block & 0x01) == 0));

                        for (int dsr = 0, k = 0; dsr < SCANS_PER_FIRING; dsr++, k++)
                        {
                                if (!raw->blocks[block]
                                                 .laser_returns[k]
                                                 .distance)  // Invalid return?
                                        continue;

                                const uint8_t rawLaserId =
                                        static_cast<uint8_t>(dsr + dsr_offset);
                                uint8_t laserId = rawLaserId;

                                // Detect VLP-16 data and adjust laser id if necessary
                                bool firingWithinBlock = false;
                                if (num_lasers == 16)
                                {
                                        if (laserId >= 16)
                                        {
                                                laserId -= 16;
                                                firingWithinBlock = true;
                                        }
                                }

                                ASSERT_BELOW_(laserId, num_lasers)
                                const mrpt::obs::VelodyneCalibration::PerLaserCalib& calib =
                                        scan.calibration.laser_corrections[laserId];

                                // In dual return, if the distance is equal in both ranges,
                                // ignore one of them:
                                if (block_is_dual_2nd_ranges)
                                {
                                        if (raw->blocks[block].laser_returns[k].distance ==
                                                raw->blocks[block - 1].laser_returns[k].distance)
                                                continue;  // duplicated point
                                        if (!params.dualKeepStrongest) continue;
                                }
                                if (block_is_dual_last_ranges && !params.dualKeepLast) continue;

                                // Return distance:
                                const float distance =
                                        raw->blocks[block].laser_returns[k].distance *
                                                CObservationVelodyneScan::DISTANCE_RESOLUTION +
                                        calib.distanceCorrection;
                                if (distance < realMinDist || distance > realMaxDist) continue;

                                // Isolated points filtering:
                                if (params.filterOutIsolatedPoints)
                                {
                                        bool pass_filter = true;
                                        const int16_t dist_this =
                                                raw->blocks[block].laser_returns[k].distance;
                                        if (k > 0)
                                        {
                                                const int16_t dist_prev =
                                                        raw->blocks[block].laser_returns[k - 1].distance;
                                                if (!dist_prev ||
                                                        std::abs(dist_this - dist_prev) >
                                                                isolatedPointsFilterDistance_units)
                                                        pass_filter = false;
                                        }
                                        if (k < (SCANS_PER_FIRING - 1))
                                        {
                                                const int16_t dist_next =
                                                        raw->blocks[block].laser_returns[k + 1].distance;
                                                if (!dist_next ||
                                                        std::abs(dist_this - dist_next) >
                                                                isolatedPointsFilterDistance_units)
                                                        pass_filter = false;
                                        }
                                        if (!pass_filter) continue;  // Filter out this point
                                }

                                // Azimuth correction: correct for the laser rotation as a
                                // function of timing during the firings
                                double timestampadjustment =
                                        0.0;  // [us] since beginning of scan
                                double blockdsr0 = 0.0;
                                double nextblockdsr0 = 1.0;
                                switch (num_lasers)
                                {
                                        // VLP-16
                                        case 16:
                                        {
                                                if (raw->laser_return_mode ==
                                                        CObservationVelodyneScan::RETMODE_DUAL)
                                                {
                                                        timestampadjustment = VLP16AdjustTimeStamp(
                                                                block / 2, laserId, firingWithinBlock);
                                                        nextblockdsr0 =
                                                                VLP16AdjustTimeStamp(block / 2 + 1, 0, 0);
                                                        blockdsr0 = VLP16AdjustTimeStamp(block / 2, 0, 0);
                                                }
                                                else
                                                {
                                                        timestampadjustment = VLP16AdjustTimeStamp(
                                                                block, laserId, firingWithinBlock);
                                                        nextblockdsr0 =
                                                                VLP16AdjustTimeStamp(block + 1, 0, 0);
                                                        blockdsr0 = VLP16AdjustTimeStamp(block, 0, 0);
                                                }
                                        }
                                        break;
                                        // HDL-32:
                                        case 32:
                                                timestampadjustment = HDL32AdjustTimeStamp(block, dsr);
                                                nextblockdsr0 = HDL32AdjustTimeStamp(block + 1, 0);
                                                blockdsr0 = HDL32AdjustTimeStamp(block, 0);
                                                break;
                                        case 64:
                                                break;
                                        default:
                                        {
                                                THROW_EXCEPTION("Error: unhandled LIDAR model!")
                                        }
                                };

                                const int azimuthadjustment = mrpt::utils::round(
                                        median_azimuth_diff * ((timestampadjustment - blockdsr0) /
                                                                                   (nextblockdsr0 - blockdsr0)));

                                const float azimuth_corrected_f =
                                        azimuth_raw_f + azimuthadjustment;
                                const int azimuth_corrected =
                                        ((int)round(azimuth_corrected_f)) %
                                        CObservationVelodyneScan::ROTATION_MAX_UNITS;

                                // Filter by azimuth:
                                if (!((minAzimuth_int < maxAzimuth_int &&
                                           azimuth_corrected >= minAzimuth_int &&
                                           azimuth_corrected <= maxAzimuth_int) ||
                                          (minAzimuth_int > maxAzimuth_int &&
                                           (azimuth_corrected <= maxAzimuth_int ||
                                                azimuth_corrected >= minAzimuth_int))))
                                        continue;

                                // Vertical axis mis-alignment calibration:
                                const float cos_vert_angle = calib.cosVertCorrection;
                                const float sin_vert_angle = calib.sinVertCorrection;
                                const float horz_offset = calib.horizontalOffsetCorrection;
                                const float vert_offset = calib.verticalOffsetCorrection;

                                float xy_distance = distance * cos_vert_angle;
                                if (vert_offset) xy_distance += vert_offset * sin_vert_angle;

                                const int azimuth_corrected_for_lut =
                                        (azimuth_corrected +
                                         (CObservationVelodyneScan::ROTATION_MAX_UNITS / 2)) %
                                        CObservationVelodyneScan::ROTATION_MAX_UNITS;
                                const float cos_azimuth =
                                        lut_sincos.ccos[azimuth_corrected_for_lut];
                                const float sin_azimuth =
                                        lut_sincos.csin[azimuth_corrected_for_lut];

                                // Compute raw position
                                const mrpt::math::TPoint3Df pt(
                                        xy_distance * cos_azimuth +
                                                horz_offset * sin_azimuth,  // MRPT +X = Velodyne +Y
                                        -(xy_distance * sin_azimuth -
                                          horz_offset * cos_azimuth),  // MRPT +Y = Velodyne -X
                                        distance * sin_vert_angle + vert_offset);

                                bool add_point = true;
                                if (params.filterByROI &&
                                        (pt.x > params.ROI_x_max || pt.x < params.ROI_x_min ||
                                         pt.y > params.ROI_y_max || pt.y < params.ROI_y_min ||
                                         pt.z > params.ROI_z_max || pt.z < params.ROI_z_min))
                                        add_point = false;

                                if (params.filterBynROI &&
                                        (pt.x <= params.nROI_x_max && pt.x >= params.nROI_x_min &&
                                         pt.y <= params.nROI_y_max && pt.y >= params.nROI_y_min &&
                                         pt.z <= params.nROI_z_max && pt.z >= params.nROI_z_min))
                                        add_point = false;

                                if (!add_point) continue;

                                // Insert point:
                                out_pc.add_point(
                                        pt.x, pt.y, pt.z,
                                        raw->blocks[block].laser_returns[k].intensity, pkt_tim,
                                        azimuth_corrected_f);

                        }  // end for k,dsr=[0,31]
                }  // end for each block [0,11]
        }  // end for each data packet
}

void CObservationVelodyneScan::generatePointCloud(
        const TGeneratePointCloudParameters& params)
{
        struct PointCloudStorageWrapper_Inner : public PointCloudStorageWrapper
        {
                CObservationVelodyneScan& me_;
                const TGeneratePointCloudParameters& params_;
                PointCloudStorageWrapper_Inner(
                        CObservationVelodyneScan& me,
                        const TGeneratePointCloudParameters& p)
                        : me_(me), params_(p)
                {
                        // Reset point cloud:
                        me_.point_cloud.clear();
                }
                void add_point(
                        double pt_x, double pt_y, double pt_z, uint8_t pt_intensity,
                        const mrpt::system::TTimeStamp& tim, const float azimuth) override
                {
                        me_.point_cloud.x.push_back(pt_x);
                        me_.point_cloud.y.push_back(pt_y);
                        me_.point_cloud.z.push_back(pt_z);
                        me_.point_cloud.intensity.push_back(pt_intensity);
                        if (params_.generatePerPointTimestamp)
                        {
                                me_.point_cloud.timestamp.push_back(tim);
                        }
                        if (params_.generatePerPointAzimuth)
                        {
                                const int azimuth_corrected =
                                        ((int)round(azimuth)) %
                                        CObservationVelodyneScan::ROTATION_MAX_UNITS;
                                me_.point_cloud.azimuth.push_back(
                                        azimuth_corrected * ROTATION_RESOLUTION);
                        }
                }
        };

        PointCloudStorageWrapper_Inner my_pc_wrap(*this, params);

        velodyne_scan_to_pointcloud(*this, params, my_pc_wrap);
}

void CObservationVelodyneScan::generatePointCloudAlongSE3Trajectory(
        const mrpt::poses::CPose3DInterpolator& vehicle_path,
        std::vector<mrpt::math::TPointXYZIu8>& out_points,
        TGeneratePointCloudSE3Results& results_stats,
        const TGeneratePointCloudParameters& params)
{
        // Pre-alloc mem:
        out_points.reserve(
                out_points.size() +
                scan_packets.size() * BLOCKS_PER_PACKET * SCANS_PER_BLOCK + 16);

        struct PointCloudStorageWrapper_SE3_Interp : public PointCloudStorageWrapper
        {
                CObservationVelodyneScan& me_;
                const mrpt::poses::CPose3DInterpolator& vehicle_path_;
                std::vector<mrpt::math::TPointXYZIu8>& out_points_;
                TGeneratePointCloudSE3Results& results_stats_;
                mrpt::system::TTimeStamp last_query_tim_;
                mrpt::poses::CPose3D last_query_;
                bool last_query_valid_;

                PointCloudStorageWrapper_SE3_Interp(
                        CObservationVelodyneScan& me,
                        const mrpt::poses::CPose3DInterpolator& vehicle_path,
                        std::vector<mrpt::math::TPointXYZIu8>& out_points,
                        TGeneratePointCloudSE3Results& results_stats)
                        : me_(me),
                          vehicle_path_(vehicle_path),
                          out_points_(out_points),
                          results_stats_(results_stats),
                          last_query_tim_(INVALID_TIMESTAMP),
                          last_query_valid_(false)
                {
                }
                void add_point(
                        double pt_x, double pt_y, double pt_z, uint8_t pt_intensity,
                        const mrpt::system::TTimeStamp& tim, const float azimuth) override
                {
                        // Use a cache since it's expected that the same timestamp is
                        // queried several times in a row:
                        if (last_query_tim_ != tim)
                        {
                                last_query_tim_ = tim;
                                vehicle_path_.interpolate(tim, last_query_, last_query_valid_);
                        }

                        if (last_query_valid_)
                        {
                                mrpt::poses::CPose3D global_sensor_pose(
                                        mrpt::poses::UNINITIALIZED_POSE);
                                global_sensor_pose.composeFrom(last_query_, me_.sensorPose);
                                double gx, gy, gz;
                                global_sensor_pose.composePoint(pt_x, pt_y, pt_z, gx, gy, gz);
                                out_points_.push_back(
                                        mrpt::math::TPointXYZIu8(gx, gy, gz, pt_intensity));
                                ++results_stats_.num_correctly_inserted_points;
                        }
                        ++results_stats_.num_points;
                }
        };

        PointCloudStorageWrapper_SE3_Interp my_pc_wrap(
                *this, vehicle_path, out_points, results_stats);
        velodyne_scan_to_pointcloud(*this, params, my_pc_wrap);
}

void CObservationVelodyneScan::TPointCloud::clear()
{
        x.clear();
        y.clear();
        z.clear();
        intensity.clear();
        timestamp.clear();
        azimuth.clear();
}
void CObservationVelodyneScan::TPointCloud::clear_deep()
{
        {
                std::vector<float> d;
                x.swap(d);
        }
        {
                std::vector<float> d;
                y.swap(d);
        }
        {
                std::vector<float> d;
                z.swap(d);
        }
        {
                std::vector<uint8_t> d;
                intensity.swap(d);
        }
        {
                std::vector<mrpt::system::TTimeStamp> d;
                timestamp.swap(d);
        }
        {
                std::vector<float> d;
                azimuth.swap(d);
        }
}