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Data validation: Initial concept of RMS + timeout based data validators and validation groups of N sensors
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/****************************************************************************
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*
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* Copyright (c) 2015 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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*
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* 1. Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* 2. Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* 3. Neither the name PX4 nor the names of its contributors may be
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* used to endorse or promote products derived from this software
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* without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
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* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
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* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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*
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****************************************************************************/
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/**
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* @file data_validator_group.h
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*
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* A data validation group to identify anomalies in data streams
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*
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* @author Lorenz Meier <lorenz@px4.io>
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*/
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#pragma once
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#include "data_validator.h"
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class DataValidatorGroup {
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public:
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DataValidatorGroup(unsigned siblings);
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virtual ~DataValidatorGroup();
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/**
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* Put an item into the validator group.
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*
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* @param x X Item to put
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* @param y Y Item to put
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* @param z Z Item to put
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*/
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void put(unsigned index, uint64_t timestamp,
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float val[3], uint64_t error_count);
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/**
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* Get the best data triplet of the group
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*
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* @return pointer to the array of best values
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*/
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float* get_best(uint64_t timestamp, int *index);
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/**
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* Print the validator value
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*
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*/
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void print();
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private:
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DataValidator *_first; /**< sibling in the group */
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/* we don't want this class to be copied */
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DataValidatorGroup(const DataValidatorGroup&);
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DataValidatorGroup operator=(const DataValidatorGroup&);
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};
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DataValidatorGroup::DataValidatorGroup(unsigned siblings) :
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_first(nullptr)
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{
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DataValidator *next = _first;
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for (unsigned i = 0; i < siblings; i++) {
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next = new DataValidator(next);
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}
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}
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DataValidatorGroup::~DataValidatorGroup()
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{
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}
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void
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DataValidatorGroup::put(unsigned index, uint64_t timestamp, float val[3], uint64_t error_count)
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{
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DataValidator *next = _first;
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unsigned i = 0;
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while (next != nullptr) {
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if (i == index) {
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next->put(timestamp, val, error_count);
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break;
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}
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next = next->sibling();
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i++;
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}
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}
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float*
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DataValidatorGroup::get_best(uint64_t timestamp, int *index)
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{
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DataValidator *next = _first;
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// XXX This should eventually also include voting
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float max_confidence = 0.0f;
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int max_index = -1;
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DataValidator *best = nullptr;
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unsigned i = 0;
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while (next != nullptr) {
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float confidence = next->confidence(timestamp);
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if (confidence > max_confidence) {
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max_index = i;
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max_confidence = confidence;
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best = next;
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}
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next = next->sibling();
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i++;
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}
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*index = max_index;
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return (best) ? best->value() : nullptr;
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}
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void
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DataValidatorGroup::print()
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{
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DataValidator *next = _first;
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while (next != nullptr) {
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next->print();
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next = next->sibling();
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}
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}
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