Mark suspicious transitions
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@ -80,6 +80,7 @@ template <class CandidateLists> struct HiddenMarkovModel
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std::vector<std::vector<std::pair<unsigned, unsigned>>> parents;
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std::vector<std::vector<float>> path_lengths;
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std::vector<std::vector<bool>> pruned;
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std::vector<std::vector<bool>> suspicious;
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std::vector<bool> breakage;
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const CandidateLists &candidates_list;
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@ -95,6 +96,7 @@ template <class CandidateLists> struct HiddenMarkovModel
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viterbi.emplace_back(l.size());
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parents.emplace_back(l.size());
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path_lengths.emplace_back(l.size());
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suspicious.emplace_back(l.size());
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pruned.emplace_back(l.size());
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}
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@ -111,6 +113,7 @@ template <class CandidateLists> struct HiddenMarkovModel
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std::fill(viterbi[t].begin(), viterbi[t].end(), osrm::matching::IMPOSSIBLE_LOG_PROB);
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std::fill(parents[t].begin(), parents[t].end(), std::make_pair(0u, 0u));
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std::fill(path_lengths[t].begin(), path_lengths[t].end(), 0);
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std::fill(suspicious[t].begin(), suspicious[t].end(), true);
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std::fill(pruned[t].begin(), pruned[t].end(), true);
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}
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std::fill(breakage.begin() + initial_timestamp, breakage.end(), true);
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@ -129,6 +132,7 @@ template <class CandidateLists> struct HiddenMarkovModel
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parents[initial_timestamp][s] = std::make_pair(initial_timestamp, s);
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pruned[initial_timestamp][s] =
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viterbi[initial_timestamp][s] < osrm::matching::MINIMAL_LOG_PROB;
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suspicious[initial_timestamp][s] = false;
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breakage[initial_timestamp] =
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breakage[initial_timestamp] && pruned[initial_timestamp][s];
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@ -62,6 +62,9 @@ using SubMatchingList = std::vector<SubMatching>;
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constexpr static const unsigned MAX_BROKEN_STATES = 6;
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constexpr static const unsigned MAX_BROKEN_TIME = 60;
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constexpr static const unsigned MAX_DISTANCE_DELTA = 500;
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constexpr static const unsigned SUSPICIOUS_DISTANCE_DELTA = 100;
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constexpr static const double default_beta = 10.0;
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constexpr static const double default_sigma_z = 4.07;
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}
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@ -168,6 +171,7 @@ class MapMatching final : public BasicRoutingInterface<DataFacadeT, MapMatching<
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auto ¤t_viterbi = model.viterbi[t];
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auto ¤t_pruned = model.pruned[t];
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auto ¤t_suspicious = model.suspicious[t];
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auto ¤t_parents = model.parents[t];
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auto ¤t_lengths = model.path_lengths[t];
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const auto ¤t_timestamps_list = candidates_list[t];
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@ -214,7 +218,7 @@ class MapMatching final : public BasicRoutingInterface<DataFacadeT, MapMatching<
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const auto d_t = std::abs(network_distance - great_circle_distance);
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// very low probability transition -> prune
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if (d_t > 500)
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if (d_t > osrm::matching::MAX_DISTANCE_DELTA)
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{
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continue;
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}
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@ -232,6 +236,7 @@ class MapMatching final : public BasicRoutingInterface<DataFacadeT, MapMatching<
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current_parents[s_prime] = std::make_pair(prev_unbroken_timestamp, s);
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current_lengths[s_prime] = network_distance;
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current_pruned[s_prime] = false;
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current_suspicious[s_prime] = d_t > osrm::matching::SUSPICIOUS_DISTANCE_DELTA;
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model.breakage[t] = false;
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}
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}
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@ -255,7 +260,7 @@ class MapMatching final : public BasicRoutingInterface<DataFacadeT, MapMatching<
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}
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}
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matching_debug.set_viterbi(model.viterbi, model.pruned);
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matching_debug.set_viterbi(model.viterbi, model.pruned, model.suspicious);
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if (!prev_unbroken_timestamps.empty())
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{
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@ -103,7 +103,8 @@ struct MatchingDebugInfo
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}
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void set_viterbi(const std::vector<std::vector<double>> &viterbi,
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const std::vector<std::vector<bool>> &pruned)
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const std::vector<std::vector<bool>> &pruned,
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const std::vector<std::vector<bool>> &suspicious)
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{
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// json logger not enabled
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if (!logger)
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@ -119,6 +120,8 @@ struct MatchingDebugInfo
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osrm::json::clamp_float(viterbi[t][s_prime]);
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osrm::json::get(*object, "states", t, s_prime, "pruned") =
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static_cast<unsigned>(pruned[t][s_prime]);
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osrm::json::get(*object, "states", t, s_prime, "suspicious") =
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static_cast<unsigned>(suspicious[t][s_prime]);
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}
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}
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}
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