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use crate::matching::{MapMatchingConfig, MapMatchingError, TraceBreak};
use crate::types::GpsMeasurement;
use geo::algorithm::euclidean_distance::EuclideanDistance;
/// Handles detection and management of breaks in GPS traces
pub struct BreakHandler {
config: MapMatchingConfig,
}
impl BreakHandler {
/// Create a new break handler
pub fn new(config: &MapMatchingConfig) -> Self {
Self {
config: config.clone(),
}
}
/// Detect breaks in a GPS trace based on time and distance gaps
/// Also handles break healing and 180-second splitting
pub fn detect_breaks(
&self,
gps_trace: &[GpsMeasurement],
) -> Result<Vec<TraceBreak>, MapMatchingError> {
if gps_trace.len() < 2 {
return Ok(Vec::new());
}
// First pass: detect potential breaks
let mut potential_breaks = Vec::new();
for i in 1..gps_trace.len() {
let previous = &gps_trace[i - 1];
let current = &gps_trace[i];
if let Some(break_info) =
self.check_for_break(previous, current, i - 1, i)?
{
potential_breaks.push(break_info);
}
}
// Try to heal breaks by removing problematic points
let healed_breaks = self.try_heal_breaks(gps_trace, potential_breaks)?;
// Apply 180-second rule: split traces if gap > 180 seconds
let final_breaks = self.apply_time_splitting_rule(&healed_breaks)?;
// Merge adjacent breaks if they overlap
let merged_breaks = self.merge_adjacent_breaks(final_breaks);
Ok(merged_breaks)
}
/// Try to heal breaks by identifying and marking points for removal
fn try_heal_breaks(
&self,
_gps_trace: &[GpsMeasurement],
breaks: Vec<TraceBreak>,
) -> Result<Vec<TraceBreak>, MapMatchingError> {
let mut healable_breaks = Vec::new();
for break_info in breaks {
// For short breaks (< 3 points involved), try to heal
let affected_points = break_info.end_index - break_info.start_index + 1;
if affected_points <= 3 && break_info.time_gap <= 60.0 {
// Small break, might be healable by removing middle point(s)
// For now, we'll mark it as a break that could be healed in preprocessing
// In a full implementation, we'd analyze if removing the middle point
// creates a valid path
// Check if this is likely a GPS glitch (very short time, large distance)
if break_info.time_gap < 10.0 && break_info.distance_gap > 100.0 {
// Likely GPS glitch - don't treat as break
continue;
}
}
// Keep this as a real break
healable_breaks.push(break_info);
}
Ok(healable_breaks)
}
/// Apply 180-second rule to split traces at long time gaps
fn apply_time_splitting_rule(
&self,
breaks: &[TraceBreak],
) -> Result<Vec<TraceBreak>, MapMatchingError> {
let mut final_breaks = Vec::new();
for break_info in breaks {
if break_info.time_gap > 180.0 {
// Force split at 180+ second gaps regardless of distance
final_breaks.push(break_info.clone());
} else if break_info.distance_gap > self.config.break_distance_threshold {
// Keep distance-based breaks
final_breaks.push(break_info.clone());
}
// Skip breaks that are only based on shorter time gaps
}
Ok(final_breaks)
}
/// Check if there's a break between two consecutive GPS measurements
fn check_for_break(
&self,
previous: &GpsMeasurement,
current: &GpsMeasurement,
prev_index: usize,
curr_index: usize,
) -> Result<Option<TraceBreak>, MapMatchingError> {
let time_gap = current.timestamp - previous.timestamp;
let distance = previous.point.euclidean_distance(¤t.point);
// TODO: Convert from degrees to meters for proper distance calculation
let distance_gap = distance * 111_000.0; // Rough conversion: 1 degree ≈ 111km
// Check if either time or distance threshold is exceeded
let time_break = time_gap > self.config.break_time_threshold;
let distance_break = distance_gap > self.config.break_distance_threshold;
if time_break || distance_break {
return Ok(Some(TraceBreak {
start_index: prev_index,
end_index: curr_index,
time_gap,
distance_gap,
}));
}
// Check for speed-based breaks (unrealistic jumps)
if time_gap > 0.0 {
let speed_ms = distance_gap / time_gap;
// If speed exceeds 200 km/h (55.56 m/s), consider it a break
if speed_ms > 55.56 {
return Ok(Some(TraceBreak {
start_index: prev_index,
end_index: curr_index,
time_gap,
distance_gap,
}));
}
}
Ok(None)
}
/// Merge adjacent or overlapping breaks
fn merge_adjacent_breaks(&self, breaks: Vec<TraceBreak>) -> Vec<TraceBreak> {
if breaks.len() <= 1 {
return breaks;
}
let mut merged = Vec::new();
let mut current_break = breaks[0].clone();
for i in 1..breaks.len() {
let next_break = &breaks[i];
// If breaks are adjacent or overlapping, merge them
if current_break.end_index >= next_break.start_index {
current_break = TraceBreak {
start_index: current_break.start_index,
end_index: next_break.end_index,
time_gap: current_break.time_gap + next_break.time_gap,
distance_gap: current_break
.distance_gap
.max(next_break.distance_gap),
};
} else {
// No overlap, save current break and start new one
merged.push(current_break);
current_break = next_break.clone();
}
}
// Don't forget the last break
merged.push(current_break);
merged
}
/// Analyze break patterns in a GPS trace
pub fn analyze_break_patterns(&self, breaks: &[TraceBreak]) -> BreakAnalysis {
if breaks.is_empty() {
return BreakAnalysis::default();
}
let total_breaks = breaks.len();
let total_time_gap: f64 = breaks.iter().map(|b| b.time_gap).sum();
let total_distance_gap: f64 = breaks.iter().map(|b| b.distance_gap).sum();
let average_time_gap = total_time_gap / total_breaks as f64;
let average_distance_gap = total_distance_gap / total_breaks as f64;
let max_time_gap = breaks.iter().map(|b| b.time_gap).fold(0.0, f64::max);
let max_distance_gap =
breaks.iter().map(|b| b.distance_gap).fold(0.0, f64::max);
let time_based_breaks = breaks
.iter()
.filter(|b| b.time_gap > self.config.break_time_threshold)
.count();
let distance_based_breaks = breaks
.iter()
.filter(|b| b.distance_gap > self.config.break_distance_threshold)
.count();
BreakAnalysis {
total_breaks,
time_based_breaks,
distance_based_breaks,
total_time_gap,
total_distance_gap,
average_time_gap,
average_distance_gap,
max_time_gap,
max_distance_gap,
}
}
/// Determine if a trace should be split based on break analysis
pub fn should_split_trace(&self, analysis: &BreakAnalysis) -> bool {
// Split if we have any significant breaks
if analysis.total_breaks > 0 {
// Split if any break exceeds the configured thresholds significantly
if analysis.max_time_gap > self.config.break_time_threshold * 2.0 {
return true;
}
if analysis.max_distance_gap > self.config.break_distance_threshold * 2.0 {
return true;
}
// Split if we have many small breaks (might indicate poor GPS quality)
if analysis.total_breaks > 10 {
return true;
}
}
false
}
/// Get break detection statistics
pub fn get_break_stats(&self) -> BreakDetectionStats {
BreakDetectionStats {
time_threshold: self.config.break_time_threshold,
distance_threshold: self.config.break_distance_threshold,
}
}
}
/// Analysis of break patterns in a GPS trace
#[derive(Debug, Clone, PartialEq)]
pub struct BreakAnalysis {
pub total_breaks: usize,
pub time_based_breaks: usize,
pub distance_based_breaks: usize,
pub total_time_gap: f64, // seconds
pub total_distance_gap: f64, // meters
pub average_time_gap: f64, // seconds
pub average_distance_gap: f64, // meters
pub max_time_gap: f64, // seconds
pub max_distance_gap: f64, // meters
}
impl Default for BreakAnalysis {
fn default() -> Self {
Self {
total_breaks: 0,
time_based_breaks: 0,
distance_based_breaks: 0,
total_time_gap: 0.0,
total_distance_gap: 0.0,
average_time_gap: 0.0,
average_distance_gap: 0.0,
max_time_gap: 0.0,
max_distance_gap: 0.0,
}
}
}
/// Statistics about break detection configuration
#[derive(Debug, Clone, PartialEq)]
pub struct BreakDetectionStats {
pub time_threshold: f64, // seconds
pub distance_threshold: f64, // meters
}