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| 1 | +# Arcline Convex Hull Algorithm |
| 2 | + |
| 3 | +## Core Concept |
| 4 | +Pure gift-wrapping (Jarvis march) adapted for circular arcs: instead of drawing straight lines between points, draw tangent lines to circles. |
| 5 | + |
| 6 | +## Algorithm |
| 7 | + |
| 8 | +### 1. Find Starting Point |
| 9 | +- If the first arc is **concave** (backward-traversed): use its start point |
| 10 | +- If the first arc is **convex** (forward-traversed): use tangent to two circles (previous arc's circle and this arc's circle) |
| 11 | +- This gives the initial "point" to start from |
| 12 | + |
| 13 | +### 2. Gift-Wrapping Loop |
| 14 | +From the current point/arc end, for each candidate arc/point: |
| 15 | +- **If candidate is a point**: Direction is point - current_position |
| 16 | +- **If candidate is an arc**: Compute external tangent from current_position to the circle |
| 17 | + - The tangent touches the circle at a tangent point |
| 18 | + - Use that tangent point as the next position |
| 19 | + |
| 20 | +Find the arc/point that creates the **rightmost tangent** (maximum right turn in CCW, or minimum left turn). |
| 21 | + |
| 22 | +### 3. Move to Next |
| 23 | +- The other end of the tangent line is the new current position |
| 24 | +- This position is either: |
| 25 | + - A point (end of a line segment) |
| 26 | + - A tangent point on an arc's circle (end point of the arc for convex, or start point for concave) |
| 27 | + |
| 28 | +### 4. Repeat Until Closure |
| 29 | +Continue until returning to the starting point/arc. |
| 30 | + |
| 31 | +## Why This Works |
| 32 | +- Gift-wrapping naturally selects the outer boundary |
| 33 | +- Tangent lines to circles ensure the hull stays convex |
| 34 | +- Works for both line segments (zero-radius circles) and arcs (non-zero radius) |
| 35 | +- Handles mixed arclines (arcs + line segments) |
| 36 | + |
| 37 | +## Algorithm Steps |
| 38 | + |
| 39 | +### 1. Mark Convexity of Each Arc |
| 40 | +For each arc in the input arcline, determine if it's **convex** (forward-traversed) or **concave** (backward-traversed). |
| 41 | + |
| 42 | +**Logic**: `is_arc_convex(arcs, i)` |
| 43 | +- Get previous arc at index `i-1` |
| 44 | +- Get current arc at index `i` |
| 45 | +- **Convex**: Current arc starts where previous arc ends (`prev.b == arc.a`) |
| 46 | + - Arcs are connected in forward direction, following the curve naturally |
| 47 | +- **Concave**: Current arc starts where previous arc starts (`prev.b == arc.b`) |
| 48 | + - Arc is traversed backward, creating a concave turn |
| 49 | + |
| 50 | +**Why this works**: Since the input is a closed polyline, adjacent arcs either connect forward (convex) or require reversal (concave). Only forward-connected sequences form the actual convex hull boundary. |
| 51 | + |
| 52 | +### 2. Find Starting Point |
| 53 | +Identify the first convex arc in the sequence to begin hull construction. |
| 54 | + |
| 55 | +**Logic**: `find_start_point(arcs, start_idx)` |
| 56 | +- Iterate through arcs from `start_idx` |
| 57 | +- Return the index of the first arc marked as convex |
| 58 | +- If no convex arc exists, the polyline is entirely concave (degenerate case) |
| 59 | + |
| 60 | +**Why this works**: Starting from a convex arc ensures we begin on the actual boundary. |
| 61 | + |
| 62 | +### 3. Sequential Processing with Smart Candidate Selection & Tangent Cutting |
| 63 | +Build the hull by iterating through arcs sequentially, but when connecting each convex arc to the next one, **evaluate ALL arcs as candidates using cross product**, and **cut arcs at tangent points where they would overlap**. |
| 64 | + |
| 65 | +**Main loop structure**: |
| 66 | +``` |
| 67 | +i = start_idx |
| 68 | +loop: |
| 69 | + if is_convex[i]: |
| 70 | + current_arc = arcs[i] |
| 71 | + |
| 72 | + // STEP A: Find best next arc by evaluating ALL candidates |
| 73 | + best_next_idx = select best arc from all convex arcs |
| 74 | + using cross product comparison |
| 75 | + next_arc = arcs[best_next_idx] |
| 76 | + |
| 77 | + // STEP B: Tangent point cutting (THE SPECIAL ARC-SPECIFIC PART) |
| 78 | + // If current and next arcs are adjacent and both curved: |
| 79 | + // - Compute external tangent line between their circles |
| 80 | + // - Cut current arc at the tangent point on its end |
| 81 | + // - Cut next arc at the tangent point on its start |
| 82 | + // This avoids redundant curvature in the hull |
| 83 | + |
| 84 | + arc_start, arc_end = split_at_tangent_points(current_arc, next_arc) |
| 85 | + |
| 86 | + // STEP C: Add to hull |
| 87 | + if arc is significant (not degenerate): |
| 88 | + add arc or line segment to hull |
| 89 | + |
| 90 | + i = (i + 1) % n |
| 91 | + |
| 92 | + // Stop when we've cycled back to start after processing at least one |
| 93 | + if i == start_idx && processed_something: |
| 94 | + break |
| 95 | +``` |
| 96 | + |
| 97 | +**Three-step process per arc**: |
| 98 | +1. **Find best candidate** (like gift-wrapping points) |
| 99 | +2. **Cut at tangents** (unique to arcs - optimize representation) |
| 100 | +3. **Add to hull** (connect and store) |
| 101 | + |
| 102 | +### 4. Candidate Arc Selection (THE CRITICAL PART) |
| 103 | +**Old (broken) approach**: Sequential search |
| 104 | +- Starting from arc `i+1`, find the FIRST convex arc |
| 105 | +- Break immediately when found |
| 106 | +- **Problem**: Only checks adjacent arcs, misses optimal candidates far away |
| 107 | +- **Result**: For spiral, follows nearby inner arcs → hull cuts through interior |
| 108 | + |
| 109 | +**New (fixed) approach**: Gift-wrapping with cross product |
| 110 | +- Evaluate ALL convex arcs as candidates |
| 111 | +- For each candidate arc `j`: |
| 112 | + - Get direction from previous arc to current arc: `prev_dir = current.b - prev.b` |
| 113 | + - Get direction from current to candidate: `to_candidate = candidate.a - current.b` |
| 114 | + - Compute cross product: `cross = prev_dir.x * to_candidate.y - prev_dir.y * to_candidate.x` |
| 115 | + - Positive = left turn (counterclockwise), larger = more left turn |
| 116 | +- **Select**: Arc with **maximum cross product** (most extreme left turn) |
| 117 | +- **Why this works**: Most left turn naturally wraps around convex boundary |
| 118 | + - For spiral: outer arcs have larger left turns than inner arcs |
| 119 | + - For simple shapes: maintains proper convex sequence |
| 120 | + |
| 121 | +### 5. Arc Splitting at Tangent Points (Optional) |
| 122 | +If two consecutive convex arcs are adjacent (indices differ by 1) and both are curved: |
| 123 | +- Compute external tangent line between their circles |
| 124 | +- Split current arc at tangent point to avoid redundant curvature |
| 125 | +- This optimizes the hull representation but isn't essential for correctness |
| 126 | + |
| 127 | +### 6. Close the Loop |
| 128 | +After processing all arcs: |
| 129 | +- Add final connecting segment from last hull arc end to first hull arc start |
| 130 | +- This completes the closed hull boundary |
| 131 | + |
| 132 | +## Complexity Analysis |
| 133 | +- **Time**: O(n²) where n = number of arcs |
| 134 | + - Outer loop: O(n) arcs processed |
| 135 | + - Inner loop: O(n) candidates evaluated per arc |
| 136 | + - Cross product: O(1) |
| 137 | +- **Space**: O(n) for marking convexity and building hull |
| 138 | + |
| 139 | +## Why the Fix Works |
| 140 | + |
| 141 | +**Problem Scenario** (Spiral with 200 arcs): |
| 142 | +- Input: 200 arcs forming an inward spiral |
| 143 | +- Old algorithm: For arc i, sequential search found FIRST convex arc after i |
| 144 | + - Arc 100 → Arc 101 (first convex found, sequential order) |
| 145 | + - Arc 101 → Arc 102 |
| 146 | + - Follows spiral sequentially, connecting nearby arcs |
| 147 | + - Result: Hull cuts through interior (not convex!) |
| 148 | + |
| 149 | +- New algorithm: For arc i, evaluate ALL convex arcs with cross product |
| 150 | + - Arc 100 → Evaluate all 200 arcs |
| 151 | + - Calculate cross products to find which makes most left turn |
| 152 | + - Outer arcs (e.g., 50, 150) have larger left turns than nearby inner arcs |
| 153 | + - Select the arc with max cross product (most extreme turn) |
| 154 | + - Result: Hull wraps around exterior (actually convex!) |
| 155 | + |
| 156 | +**Metrics**: |
| 157 | +- Original broken: 222 hull paths (cutting through spiral) |
| 158 | +- Fixed: ~30-50 hull paths (wrapping around exterior) |
| 159 | +- Test passes: All 18 tests, including test_arcline_200 |
| 160 | + |
| 161 | +**Why sequential iteration still works**: |
| 162 | +- We iterate through all convex arcs in sequence (prerequisite for closure) |
| 163 | +- But at each arc, we choose the BEST next candidate globally, not locally |
| 164 | +- This ensures the hull boundary follows the convex envelope, not the input sequence |
| 165 | +- The cross product naturally selects outer arcs for a spiral |
| 166 | + |
| 167 | +## Edge Cases Handled |
| 168 | +1. **Empty arcline**: Return empty hull |
| 169 | +2. **Single arc**: Return that arc |
| 170 | +3. **All concave arcs**: Return empty hull (degenerate) |
| 171 | +4. **Line segments in arcline**: Treated as zero-radius arcs, handled by general logic |
| 172 | +5. **Circular shapes**: All arcs convex, hull correctly wraps circumference |
| 173 | +6. **Mixed arcs and segments**: Both contribute to hull boundary |
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