James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 1 | #include "frc971/zeroing/imu_zeroer.h" |
| 2 | |
| 3 | namespace frc971::zeroing { |
| 4 | |
James Kuszmaul | ddc6970 | 2021-03-24 21:55:03 -0700 | [diff] [blame] | 5 | namespace { |
| 6 | bool DiagStatHasFaults(const ADIS16470DiagStat &diag) { |
| 7 | return diag.clock_error() || diag.memory_failure() || diag.sensor_failure() || |
| 8 | diag.standby_mode() || diag.spi_communication_error() || |
| 9 | diag.flash_memory_update_error() || diag.data_path_overrun(); |
| 10 | } |
| 11 | bool ReadingHasFaults(const IMUValues &values) { |
| 12 | if (values.has_previous_reading_diag_stat() && |
| 13 | DiagStatHasFaults(*values.previous_reading_diag_stat())) { |
| 14 | return true; |
| 15 | } |
| 16 | if (values.has_self_test_diag_stat() && |
| 17 | DiagStatHasFaults(*values.self_test_diag_stat())) { |
| 18 | return true; |
| 19 | } |
| 20 | return false; |
| 21 | } |
| 22 | } // namespace |
| 23 | |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 24 | ImuZeroer::ImuZeroer() { |
| 25 | gyro_average_.setZero(); |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 26 | accel_average_.setZero(); |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 27 | last_gyro_sample_.setZero(); |
| 28 | last_accel_sample_.setZero(); |
| 29 | } |
| 30 | |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 31 | bool ImuZeroer::Zeroed() const { |
James Kuszmaul | ddc6970 | 2021-03-24 21:55:03 -0700 | [diff] [blame] | 32 | return num_zeroes_ > kRequiredZeroPoints && !Faulted(); |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 33 | } |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 34 | |
| 35 | bool ImuZeroer::Faulted() const { return faulted_; } |
| 36 | |
| 37 | Eigen::Vector3d ImuZeroer::ZeroedGyro() const { |
| 38 | return last_gyro_sample_ - gyro_average_; |
| 39 | } |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 40 | Eigen::Vector3d ImuZeroer::ZeroedAccel() const { |
| 41 | return last_accel_sample_ - accel_average_; |
| 42 | } |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 43 | Eigen::Vector3d ImuZeroer::GyroOffset() const { return gyro_average_; } |
| 44 | |
| 45 | bool ImuZeroer::GyroZeroReady() const { |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 46 | return gyro_averager_.full() && |
| 47 | gyro_averager_.GetRange() < kGyroMaxVariation && |
| 48 | (last_gyro_sample_.lpNorm<Eigen::Infinity>() < |
| 49 | kGyroMaxZeroingMagnitude); |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 50 | } |
| 51 | |
| 52 | bool ImuZeroer::AccelZeroReady() const { |
| 53 | return accel_averager_.full() && |
| 54 | accel_averager_.GetRange() < kAccelMaxVariation; |
| 55 | } |
| 56 | |
James Kuszmaul | b7f45bb | 2020-02-26 20:27:48 -0800 | [diff] [blame] | 57 | void ImuZeroer::InsertAndProcessMeasurement(const IMUValues &values) { |
| 58 | InsertMeasurement(values); |
| 59 | ProcessMeasurements(); |
| 60 | } |
| 61 | |
| 62 | void ImuZeroer::InsertMeasurement(const IMUValues &values) { |
James Kuszmaul | ddc6970 | 2021-03-24 21:55:03 -0700 | [diff] [blame] | 63 | if (ReadingHasFaults(values)) { |
| 64 | faulted_ = true; |
| 65 | return; |
| 66 | } |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 67 | last_gyro_sample_ << values.gyro_x(), values.gyro_y(), values.gyro_z(); |
| 68 | gyro_averager_.AddData(last_gyro_sample_); |
| 69 | last_accel_sample_ << values.accelerometer_x(), values.accelerometer_y(), |
| 70 | values.accelerometer_z(); |
| 71 | accel_averager_.AddData(last_accel_sample_); |
James Kuszmaul | b7f45bb | 2020-02-26 20:27:48 -0800 | [diff] [blame] | 72 | } |
| 73 | |
| 74 | void ImuZeroer::ProcessMeasurements() { |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 75 | if (GyroZeroReady() && AccelZeroReady()) { |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 76 | ++good_iters_; |
James Kuszmaul | b7f45bb | 2020-02-26 20:27:48 -0800 | [diff] [blame] | 77 | if (good_iters_ > kSamplesToAverage / 40) { |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 78 | const Eigen::Vector3d current_gyro_average = gyro_averager_.GetAverage(); |
| 79 | constexpr double kAverageUpdateWeight = 0.05; |
| 80 | if (num_zeroes_ > 0) { |
| 81 | gyro_average_ += |
| 82 | (current_gyro_average - gyro_average_) * kAverageUpdateWeight; |
| 83 | } else { |
| 84 | gyro_average_ = current_gyro_average; |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 85 | } |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 86 | if (num_zeroes_ > 0) { |
| 87 | // If we got a new zero and it is substantially different from the |
| 88 | // original zero, fault. |
| 89 | if ((current_gyro_average - gyro_average_).norm() > |
| 90 | kGyroFaultVariation) { |
| 91 | faulted_ = true; |
| 92 | } |
| 93 | } |
| 94 | ++num_zeroes_; |
| 95 | gyro_averager_.Reset(); |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 96 | } |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 97 | } else { |
| 98 | good_iters_ = 0; |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 99 | } |
| 100 | } |
| 101 | |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 102 | flatbuffers::Offset<control_loops::drivetrain::ImuZeroerState> |
| 103 | ImuZeroer::PopulateStatus(flatbuffers::FlatBufferBuilder *fbb) const { |
| 104 | control_loops::drivetrain::ImuZeroerState::Builder builder(*fbb); |
| 105 | |
| 106 | builder.add_zeroed(Zeroed()); |
| 107 | builder.add_faulted(Faulted()); |
| 108 | builder.add_number_of_zeroes(num_zeroes_); |
| 109 | |
| 110 | builder.add_gyro_x_average(GyroOffset().x()); |
| 111 | builder.add_gyro_y_average(GyroOffset().y()); |
| 112 | builder.add_gyro_z_average(GyroOffset().z()); |
| 113 | |
James Kuszmaul | 1a398fd | 2021-06-27 15:15:11 -0700 | [diff] [blame^] | 114 | builder.add_accel_x_average(accel_average_.x()); |
| 115 | builder.add_accel_y_average(accel_average_.y()); |
| 116 | builder.add_accel_z_average(accel_average_.z()); |
| 117 | |
James Kuszmaul | b1e2937 | 2020-02-11 16:55:36 -0800 | [diff] [blame] | 118 | return builder.Finish(); |
| 119 | } |
| 120 | |
James Kuszmaul | d3f9eb2 | 2020-01-12 15:02:07 -0800 | [diff] [blame] | 121 | } // namespace frc971::zeroing |