Merge pull request 'release: 2026-03-25 (46건 커밋)' (#191) from develop into main

backend/src/main/java/gc/mda/kcg/domain/analysis/VesselAnalysisService.java

@@ -1,49 +1,74 @@
 package gc.mda.kcg.domain.analysis;
 
-import gc.mda.kcg.config.CacheConfig;
 import gc.mda.kcg.domain.fleet.GroupPolygonService;
 import lombok.RequiredArgsConstructor;
-import org.springframework.cache.Cache;
+import lombok.extern.slf4j.Slf4j;
-import org.springframework.cache.CacheManager;
 import org.springframework.stereotype.Service;
 
 import java.time.Instant;
 import java.time.temporal.ChronoUnit;
 import java.util.*;
+import java.util.concurrent.ConcurrentHashMap;
 
+@Slf4j
 @Service
 @RequiredArgsConstructor
 public class VesselAnalysisService {
 
     private final VesselAnalysisResultRepository repository;
-    private final CacheManager cacheManager;
     private final GroupPolygonService groupPolygonService;
 
+    private static final long CACHE_TTL_MS = 2 * 60 * 60_000L; // 2시간
+
+    /** mmsi → 최신 분석 결과 (인메모리 캐시) */
+    private final Map<String, VesselAnalysisResult> cache = new ConcurrentHashMap<>();
+    private volatile Instant lastFetchTime = null;
+    private volatile long lastUpdatedAt = 0;
+
     /**
-     * 최근 2시간 내 분석 결과 + 집계 통계를 반환한다.
+     * 최근 2시간 분석 결과 + 집계 통계.
-     * mmsi별 최신 1건만. Caffeine 캐시(TTL 5분) 적용.
+     * - 첫 호출(warmup): 2시간 전체 조회 → 캐시 구축
+     * - 이후: lastFetchTime 이후 증분만 조회 → 캐시 병합
+     * - 2시간 초과 항목은 evict
+     * - 값 갱신 시 TTL 타이머 초기화
      */
-    @SuppressWarnings("unchecked")
     public Map<String, Object> getLatestResultsWithStats() {
-        Cache cache = cacheManager.getCache(CacheConfig.VESSEL_ANALYSIS);
+        Instant now = Instant.now();
-        if (cache != null) {
+
-            Cache.ValueWrapper wrapper = cache.get("data_with_stats");
+        if (lastFetchTime == null || (System.currentTimeMillis() - lastUpdatedAt) > CACHE_TTL_MS) {
-            if (wrapper != null) {
+            // warmup: 2시간 전체 조회
-                return (Map<String, Object>) wrapper.get();
+            Instant since = now.minus(2, ChronoUnit.HOURS);
+            List<VesselAnalysisResult> rows = repository.findByAnalyzedAtAfter(since);
+            cache.clear();
+            for (VesselAnalysisResult r : rows) {
+                cache.merge(r.getMmsi(), r, (old, cur) ->
+                        cur.getAnalyzedAt().isAfter(old.getAnalyzedAt()) ? cur : old);
             }
+            lastFetchTime = now;
+            lastUpdatedAt = System.currentTimeMillis();
+            log.info("vessel analysis cache warmup: {} vessels from DB", cache.size());
+        } else {
+            // 증분: lastFetchTime 이후만 조회
+            List<VesselAnalysisResult> rows = repository.findByAnalyzedAtAfter(lastFetchTime);
+            if (!rows.isEmpty()) {
+                for (VesselAnalysisResult r : rows) {
+                    cache.merge(r.getMmsi(), r, (old, cur) ->
+                            cur.getAnalyzedAt().isAfter(old.getAnalyzedAt()) ? cur : old);
+                }
+                lastUpdatedAt = System.currentTimeMillis();
+                log.debug("vessel analysis incremental merge: {} new rows", rows.size());
+            }
+            lastFetchTime = now;
         }
 
-        Instant since = Instant.now().minus(2, ChronoUnit.HOURS);
+        // 2시간 초과 항목 evict
-        Map<String, VesselAnalysisResult> latest = new LinkedHashMap<>();
+        Instant cutoff = now.minus(2, ChronoUnit.HOURS);
-        for (VesselAnalysisResult r : repository.findByAnalyzedAtAfter(since)) {
+        cache.entrySet().removeIf(e -> e.getValue().getAnalyzedAt().isBefore(cutoff));
-            latest.merge(r.getMmsi(), r, (old, cur) ->
-                    cur.getAnalyzedAt().isAfter(old.getAnalyzedAt()) ? cur : old);
-        }
 
-        // 집계 통계 — 같은 루프에서 계산
+        // 집계 통계
         int dark = 0, spoofing = 0, critical = 0, high = 0, medium = 0, low = 0;
         Set<Integer> clusterIds = new HashSet<>();
-        for (VesselAnalysisResult r : latest.values()) {
+        for (VesselAnalysisResult r : cache.values()) {
             if (Boolean.TRUE.equals(r.getIsDark())) dark++;
             if (r.getSpoofingScore() != null && r.getSpoofingScore() > 0.5) spoofing++;
             String level = r.getRiskLevel();
@@ -62,11 +87,10 @@ public class VesselAnalysisService {
             }
         }
 
-        // 어구 통계 — group_polygon_snapshots 기반
         Map<String, Integer> gearStats = groupPolygonService.getGearStats();
 
         Map<String, Object> stats = new LinkedHashMap<>();
-        stats.put("total", latest.size());
+        stats.put("total", cache.size());
         stats.put("dark", dark);
         stats.put("spoofing", spoofing);
         stats.put("critical", critical);
@@ -77,21 +101,15 @@ public class VesselAnalysisService {
         stats.put("gearGroups", gearStats.get("gearGroups"));
         stats.put("gearCount", gearStats.get("gearCount"));
 
-        List<VesselAnalysisDto> results = latest.values().stream()
+        List<VesselAnalysisDto> results = cache.values().stream()
                 .sorted(Comparator.comparingInt(VesselAnalysisResult::getRiskScore).reversed())
                 .map(VesselAnalysisDto::from)
                 .toList();
 
-        Map<String, Object> response = Map.of(
+        return Map.of(
                 "count", results.size(),
                 "items", results,
                 "stats", stats
         );
-
-        if (cache != null) {
-            cache.put("data_with_stats", response);
-        }
-
-        return response;
     }
 }

deploy/nginx-kcg.conf

@@ -94,6 +94,16 @@ server {
         proxy_ssl_server_name on;
     }
 
+    # ── Google TTS 프록시 (중국어 경고문 음성) ──
+    location /api/gtts {
+        rewrite ^/api/gtts(.*)$ /translate_tts$1 break;
+        proxy_pass https://translate.google.com;
+        proxy_set_header Host translate.google.com;
+        proxy_set_header Referer "https://translate.google.com/";
+        proxy_set_header User-Agent "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36";
+        proxy_ssl_server_name on;
+    }
+
     # gzip
     gzip on;
     gzip_types text/plain text/css application/json application/javascript text/xml application/xml;

docs/RELEASE-NOTES.md

@@ -4,6 +4,24 @@
 
 ## [Unreleased]
 
+## [2026-03-25]
+
+### 추가
+- 폴리곤 히스토리 애니메이션: 12시간 타임라인 기반 재생 (중심 궤적 + 어구별 궤적 + 가상 아이콘)
+- 재생 컨트롤러: 재생/일시정지 + 프로그레스 바 (드래그/클릭) + 신호없음 구간 표시
+- nginx /api/gtts 프록시 (Google TTS CORS 우회)
+
+### 변경
+- 분석 파이프라인: MIN_TRAJ_POINTS 100→20 (16척→684척 분석 대상 확대)
+- risk.py: SOG 급변 count 위험도 점수 반영
+- spoofing.py: BD09 오프셋 중국 MMSI(412*) 예외 처리
+- VesselAnalysisService: Caffeine 캐시 → 인메모리 캐시 + 증분 갱신
+- polygon_builder: STALE_SEC 3600→21600 (6시간, 어구 갭 P75 커버)
+
+### 수정
+- fishing_pattern.py: 마지막 조업 세그먼트 누락 버그 수정
+- 히스토리 모드 시 현재 강조 레이어 (deck.gl + MapLibre) 정상 숨김
+
 ## [2026-03-24.4]
 
 ### 추가

frontend/src/components/korea/FleetClusterLayer.tsx

@@ -4,8 +4,8 @@ import { FONT_MONO } from '../../styles/fonts';
 import type { GeoJSON } from 'geojson';
 import type { MapLayerMouseEvent } from 'maplibre-gl';
 import type { Ship, VesselAnalysisDto } from '../../types';
-import { fetchFleetCompanies } from '../../services/vesselAnalysis';
+import { fetchFleetCompanies, fetchGroupHistory } from '../../services/vesselAnalysis';
-import type { FleetCompany } from '../../services/vesselAnalysis';
+import type { FleetCompany, GroupPolygonDto } from '../../services/vesselAnalysis';
 import type { UseGroupPolygonsResult } from '../../hooks/useGroupPolygons';
 
 export interface SelectedGearGroupData {
@@ -50,6 +50,14 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
     candidates: { name: string; count: number; inZone: boolean; isFleet: boolean; clusterId?: number }[];
   } | null>(null);
   const [pickerHoveredGroup, setPickerHoveredGroup] = useState<string | null>(null);
+  // 히스토리 애니메이션 — 12시간 실시간 타임라인
+  const [historyData, setHistoryData] = useState<GroupPolygonDto[] | null>(null);
+  const [, setHistoryGroupKey] = useState<string | null>(null);
+  const [timelinePos, setTimelinePos] = useState(0); // 0~1 (12시간 내 위치)
+  const [isPlaying, setIsPlaying] = useState(true);
+  const animTimerRef = useRef<ReturnType<typeof setInterval>>();
+  const historyStartRef = useRef(0); // 12시간 전 epoch ms
+  const historyEndRef = useRef(0); // 현재 epoch ms
   const { current: mapRef } = useMap();
   const registeredRef = useRef(false);
   const dataRef = useRef<{ shipMap: Map<string, Ship>; groupPolygons: UseGroupPolygonsResult | undefined; onFleetZoom: Props['onFleetZoom'] }>({ shipMap: new Map(), groupPolygons, onFleetZoom });
@@ -58,6 +66,83 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
     fetchFleetCompanies().then(setCompanies).catch(() => {});
   }, []);
 
+  const TIMELINE_DURATION_MS = 12 * 60 * 60_000; // 12시간
+  const PLAYBACK_CYCLE_SEC = 30; // 30초에 12시간 전체 재생
+  const TICK_MS = 50; // 50ms 간격 업데이트
+
+  const loadHistory = async (groupKey: string) => {
+    setHistoryGroupKey(groupKey);
+    setTimelinePos(0);
+    setIsPlaying(true);
+    const history = await fetchGroupHistory(groupKey, 12);
+    const sorted = history.reverse(); // 시간 오름차순
+    const now = Date.now();
+    historyStartRef.current = now - TIMELINE_DURATION_MS;
+    historyEndRef.current = now;
+    setHistoryData(sorted);
+  };
+
+  const closeHistory = useCallback(() => {
+    setHistoryData(null);
+    setHistoryGroupKey(null);
+    setTimelinePos(0);
+    setIsPlaying(true);
+    clearInterval(animTimerRef.current);
+  }, []);
+
+  // 재생 타이머 — 50ms마다 timelinePos 진행
+  useEffect(() => {
+    if (!historyData || !isPlaying) {
+      clearInterval(animTimerRef.current);
+      return;
+    }
+    const step = TICK_MS / (PLAYBACK_CYCLE_SEC * 1000); // 1틱당 진행량
+    animTimerRef.current = setInterval(() => {
+      setTimelinePos(prev => {
+        const next = prev + step;
+        return next >= 1 ? 0 : next; // 순환
+      });
+    }, TICK_MS);
+    return () => clearInterval(animTimerRef.current);
+  }, [historyData, isPlaying]);
+
+  // timelinePos → 현재 시각 + 가장 가까운 스냅샷 인덱스
+  const currentTimeMs = historyStartRef.current + timelinePos * TIMELINE_DURATION_MS;
+  const currentSnapIdx = useMemo(() => {
+    if (!historyData || historyData.length === 0) return -1;
+    let best = 0;
+    let bestDiff = Infinity;
+    for (let i = 0; i < historyData.length; i++) {
+      const t = new Date(historyData[i].snapshotTime).getTime();
+      const diff = Math.abs(t - currentTimeMs);
+      if (diff < bestDiff) { bestDiff = diff; best = i; }
+    }
+    // 5분(300초) 이내 스냅샷만 유효
+    return bestDiff < 300_000 ? best : -1;
+  }, [historyData, currentTimeMs]);
+
+  // 스냅샷 존재 구간 맵 (프로그레스 바 갭 표시용)
+  const snapshotRanges = useMemo(() => {
+    if (!historyData) return [];
+    return historyData.map(h => {
+      const t = new Date(h.snapshotTime).getTime();
+      return (t - historyStartRef.current) / TIMELINE_DURATION_MS;
+    });
+  }, [historyData]);
+
+  useEffect(() => {
+    const onKeyDown = (e: KeyboardEvent) => {
+      if (e.key === 'Escape') {
+        if (historyData) closeHistory();
+        setSelectedGearGroup(null);
+        setExpandedFleet(null);
+        setExpandedGearGroup(null);
+      }
+    };
+    window.addEventListener('keydown', onKeyDown);
+    return () => window.removeEventListener('keydown', onKeyDown);
+  }, [historyData, closeHistory]);
+
   // ── 맵 폴리곤 클릭/호버 이벤트 등록
   useEffect(() => {
     const map = mapRef?.getMap();
@@ -98,6 +183,7 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
         if (m.lon > maxLng) maxLng = m.lon;
       }
       if (minLat !== Infinity) d.onFleetZoom?.({ minLat, maxLat, minLng, maxLng });
+      loadHistory(String(cid));
     };
 
     // 통합 클릭 핸들러: 선단+어구 모든 폴리곤 겹침 판정
@@ -179,6 +265,7 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
         if (m.lon > maxLng) maxLng = m.lon;
       }
       if (minLat !== Infinity) d.onFleetZoom?.({ minLat, maxLat, minLng, maxLng });
+      loadHistory(name);
     };
 
     const onGearClick = onPolygonClick;
@@ -220,10 +307,11 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
   // stale closure 방지
   dataRef.current = { shipMap, groupPolygons, onFleetZoom };
 
-  // 선택된 어구 그룹 데이터를 부모에 전달 (deck.gl 렌더링용)
+  // 선택된 어구 그룹 데이터를 부모에 전달 (deck.gl 렌더링용) — 히스토리 모드에서는 null
   useEffect(() => {
-    if (!selectedGearGroup) {
+    if (!selectedGearGroup || historyData) {
       onSelectedGearChange?.(null);
+      if (historyData) return; // 히스토리 모드: 선택은 유지하되 부모 강조만 숨김
       return;
     }
     const allGroups = groupPolygons
@@ -252,12 +340,13 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
       gears: gears.map(toShip),
       groupName: selectedGearGroup,
     });
-  }, [selectedGearGroup, groupPolygons, onSelectedGearChange]);
+  }, [selectedGearGroup, groupPolygons, onSelectedGearChange, historyData]);
 
-  // 선택된 선단 데이터를 부모에 전달 (deck.gl 강조 렌더링용)
+  // 선택된 선단 데이터를 부모에 전달 (deck.gl 강조 렌더링용) — 히스토리 모드에서는 null
   useEffect(() => {
-    if (expandedFleet === null) {
+    if (expandedFleet === null || historyData) {
       onSelectedFleetChange?.(null);
+      if (historyData) return;
       return;
     }
     const group = groupPolygons?.fleetGroups.find(g => Number(g.groupKey) === expandedFleet);
@@ -282,7 +371,7 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
       ships: fleetShips,
       companyName: company?.nameCn || group.groupLabel || `선단 #${expandedFleet}`,
     });
-  }, [expandedFleet, groupPolygons, companies, onSelectedFleetChange]);
+  }, [expandedFleet, groupPolygons, companies, onSelectedFleetChange, historyData]);
 
   // API 기반 어구 그룹 분류
   const inZoneGearGroups = groupPolygons?.gearInZoneGroups ?? [];
@@ -385,6 +474,80 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
     return { type: 'FeatureCollection', features: [{ type: 'Feature', properties: {}, geometry: g.polygon }] };
   }, [pickerHoveredGroup, groupPolygons]);
 
+  // ── 히스토리 애니메이션 GeoJSON ──
+  const EMPTY_HIST_FC: GeoJSON = { type: 'FeatureCollection', features: [] };
+
+  const centerTrailGeoJson = useMemo((): GeoJSON => {
+    if (!historyData) return EMPTY_HIST_FC;
+    const coords = historyData.map(h => [h.centerLon, h.centerLat]);
+    return {
+      type: 'FeatureCollection',
+      features: [
+        { type: 'Feature', properties: {}, geometry: { type: 'LineString', coordinates: coords } },
+        ...historyData.map(h => ({
+          type: 'Feature' as const, properties: {},
+          geometry: { type: 'Point' as const, coordinates: [h.centerLon, h.centerLat] },
+        })),
+      ],
+    };
+  }, [historyData]);
+
+  const memberTrailsGeoJson = useMemo((): GeoJSON => {
+    if (!historyData) return EMPTY_HIST_FC;
+    const tracks = new Map<string, [number, number][]>();
+    for (const snap of historyData) {
+      for (const m of snap.members) {
+        const arr = tracks.get(m.mmsi) ?? [];
+        arr.push([m.lon, m.lat]);
+        tracks.set(m.mmsi, arr);
+      }
+    }
+    const features: GeoJSON.Feature[] = [];
+    for (const [, coords] of tracks) {
+      if (coords.length < 2) continue;
+      features.push({ type: 'Feature', properties: {}, geometry: { type: 'LineString', coordinates: coords } });
+    }
+    return { type: 'FeatureCollection', features };
+  }, [historyData]);
+
+  // 현재 또는 마지막 유효 스냅샷 (신호없음 구간에서 이전 데이터 유지)
+  const effectiveSnapIdx = useMemo(() => {
+    if (!historyData || historyData.length === 0) return -1;
+    if (currentSnapIdx >= 0) return currentSnapIdx;
+    // 현재 시각 이전의 가장 가까운 스냅샷
+    for (let i = historyData.length - 1; i >= 0; i--) {
+      if (new Date(historyData[i].snapshotTime).getTime() <= currentTimeMs) return i;
+    }
+    return -1;
+  }, [historyData, currentSnapIdx, currentTimeMs]);
+
+  const isStale = currentSnapIdx < 0 && effectiveSnapIdx >= 0; // 신호없음이지만 이전 데이터 유지
+
+  const animPolygonGeoJson = useMemo((): GeoJSON => {
+    if (!historyData || effectiveSnapIdx < 0) return EMPTY_HIST_FC;
+    const snap = historyData[effectiveSnapIdx];
+    if (!snap?.polygon) return EMPTY_HIST_FC;
+    return {
+      type: 'FeatureCollection',
+      features: [{ type: 'Feature', properties: { stale: isStale ? 1 : 0 }, geometry: snap.polygon }],
+    };
+  }, [historyData, effectiveSnapIdx, isStale]);
+
+  // 현재 프레임의 멤버 위치 (가상 아이콘)
+  const animMembersGeoJson = useMemo((): GeoJSON => {
+    if (!historyData || effectiveSnapIdx < 0) return EMPTY_HIST_FC;
+    const snap = historyData[effectiveSnapIdx];
+    if (!snap) return EMPTY_HIST_FC;
+    return {
+      type: 'FeatureCollection',
+      features: snap.members.map(m => ({
+        type: 'Feature' as const,
+        properties: { mmsi: m.mmsi, name: m.name, cog: m.cog ?? 0, role: m.role, stale: isStale ? 1 : 0 },
+        geometry: { type: 'Point' as const, coordinates: [m.lon, m.lat] },
+      })),
+    };
+  }, [historyData, effectiveSnapIdx, isStale]);
+
   // 선단 목록 (멤버 수 내림차순)
   const fleetList = useMemo(() => {
     if (!groupPolygons) return [];
@@ -440,6 +603,7 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
     }
     if (minLat === Infinity) return;
     onFleetZoom?.({ minLat, maxLat, minLng, maxLng });
+    loadHistory(parentName);
   }, [groupPolygons, onFleetZoom]);
 
   // 패널 스타일 (AnalysisStatsPanel 패턴)
@@ -534,8 +698,8 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
         />
       </Source>
 
-      {/* 선택된 어구 그룹 하이라이트 폴리곤 */}
+      {/* 선택된 어구 그룹 하이라이트 폴리곤 — 히스토리 모드에서는 숨김 */}
-      {selectedGearGroup && (() => {
+      {selectedGearGroup && !historyData && (() => {
         const allGroups = groupPolygons
           ? [...groupPolygons.gearInZoneGroups, ...groupPolygons.gearOutZoneGroups]
           : [];
@@ -578,8 +742,8 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
         />
       </Source>
 
-      {/* 가상 선박 마커 (API members 기반 — 삼각형 아이콘 + 방향 + 줌 스케일) */}
+      {/* 가상 선박 마커 — 히스토리 재생 모드에서는 숨김 (애니메이션 아이콘으로 대체) */}
-      <Source id="group-member-markers" type="geojson" data={memberMarkersGeoJson}>
+      <Source id="group-member-markers" type="geojson" data={historyData ? ({ type: 'FeatureCollection', features: [] } as GeoJSON) : memberMarkersGeoJson}>
         <Layer
           id="group-member-icon"
           type="symbol"
@@ -727,6 +891,122 @@ export function FleetClusterLayer({ ships, analysisMap: analysisMapProp, onShipS
         return null;
       })()}
 
+      {/* ── 히스토리 애니메이션 레이어 (최상위) ── */}
+      {historyData && (
+        <Source id="history-member-trails" type="geojson" data={memberTrailsGeoJson}>
+          <Layer id="history-member-trails-line" type="line" paint={{
+            'line-color': '#cbd5e1', 'line-width': 1.5, 'line-opacity': 0.65,
+          }} />
+        </Source>
+      )}
+      {historyData && (
+        <Source id="history-center-trail" type="geojson" data={centerTrailGeoJson}>
+          <Layer id="history-center-trail-line" type="line" paint={{
+            'line-color': '#fbbf24', 'line-width': 2, 'line-dasharray': [4, 4], 'line-opacity': 0.7,
+          }} />
+          <Layer id="history-center-dots" type="circle" paint={{
+            'circle-radius': 2.5, 'circle-color': '#fbbf24', 'circle-opacity': 0.6,
+          }} filter={['==', '$type', 'Point']} />
+        </Source>
+      )}
+      {historyData && (
+        <Source id="history-anim-polygon" type="geojson" data={animPolygonGeoJson}>
+          <Layer id="history-anim-fill" type="fill" paint={{
+            'fill-color': isStale ? '#64748b' : '#fbbf24',
+            'fill-opacity': isStale ? 0.08 : 0.15,
+          }} />
+          <Layer id="history-anim-line" type="line" paint={{
+            'line-color': isStale ? '#64748b' : '#fbbf24',
+            'line-width': isStale ? 1 : 2,
+            'line-opacity': isStale ? 0.4 : 0.7,
+            'line-dasharray': isStale ? [3, 3] : [1, 0],
+          }} />
+        </Source>
+      )}
+      {/* 가상 아이콘 — 현재 프레임 멤버 위치 (최상위) */}
+      {historyData && (
+        <Source id="history-anim-members" type="geojson" data={animMembersGeoJson}>
+          <Layer id="history-anim-members-icon" type="symbol" layout={{
+            'icon-image': 'ship-triangle',
+            'icon-size': 0.7,
+            'icon-rotate': ['get', 'cog'],
+            'icon-rotation-alignment': 'map',
+            'icon-allow-overlap': true,
+          }} paint={{
+            'icon-color': ['case', ['==', ['get', 'stale'], 1], '#64748b', '#a8b8c8'],
+            'icon-opacity': ['case', ['==', ['get', 'stale'], 1], 0.4, 0.9],
+          }} />
+          <Layer id="history-anim-members-label" type="symbol" layout={{
+            'text-field': ['get', 'name'],
+            'text-size': 8,
+            'text-offset': [0, 1.5],
+            'text-allow-overlap': false,
+          }} paint={{
+            'text-color': '#e2e8f0',
+            'text-halo-color': 'rgba(0,0,0,0.8)',
+            'text-halo-width': 1,
+          }} />
+        </Source>
+      )}
+
+      {/* 히스토리 재생 컨트롤러 */}
+      {historyData && (() => {
+        const curTime = new Date(currentTimeMs);
+        const timeStr = curTime.toLocaleTimeString('ko-KR', { hour: '2-digit', minute: '2-digit' });
+        const hasSnap = currentSnapIdx >= 0;
+        return (
+          <div style={{
+            position: 'absolute', bottom: 20, left: '50%', transform: 'translateX(-50%)',
+            background: 'rgba(12,24,37,0.95)', border: '1px solid rgba(99,179,237,0.25)',
+            borderRadius: 8, padding: '8px 14px', display: 'flex', flexDirection: 'column', gap: 4,
+            zIndex: 20, fontFamily: FONT_MONO, fontSize: 10, color: '#e2e8f0',
+            boxShadow: '0 4px 16px rgba(0,0,0,0.5)', pointerEvents: 'auto', minWidth: 360,
+          }}>
+            {/* 프로그레스 바 — 갭 표시 */}
+            <div style={{ position: 'relative', height: 8, background: 'rgba(255,255,255,0.05)', borderRadius: 4, overflow: 'hidden' }}>
+              {/* 스냅샷 존재 구간 표시 */}
+              {snapshotRanges.map((pos, i) => (
+                <div key={i} style={{
+                  position: 'absolute', left: `${pos * 100}%`, top: 0, width: 2, height: '100%',
+                  background: 'rgba(251,191,36,0.4)',
+                }} />
+              ))}
+              {/* 현재 위치 */}
+              <div style={{
+                position: 'absolute', left: `${timelinePos * 100}%`, top: -1, width: 3, height: 10,
+                background: hasSnap ? '#fbbf24' : '#ef4444', borderRadius: 1,
+                transform: 'translateX(-50%)',
+              }} />
+            </div>
+            {/* 컨트롤 행 */}
+            <div style={{ display: 'flex', alignItems: 'center', gap: 8 }}>
+              <button type="button" onClick={() => setIsPlaying(p => !p)} style={{
+                background: 'none', border: '1px solid rgba(99,179,237,0.3)', borderRadius: 4,
+                color: '#e2e8f0', cursor: 'pointer', padding: '2px 6px', fontSize: 12, fontFamily: FONT_MONO,
+              }}>
+                {isPlaying ? '⏸' : '▶'}
+              </button>
+              <span style={{ color: hasSnap ? '#fbbf24' : '#ef4444', minWidth: 40, textAlign: 'center' }}>
+                {timeStr}
+              </span>
+              {!hasSnap && <span style={{ color: '#ef4444', fontSize: 9 }}>신호없음</span>}
+              <input type="range" min={0} max={1000} value={Math.round(timelinePos * 1000)}
+                onChange={e => { setIsPlaying(false); setTimelinePos(Number(e.target.value) / 1000); }}
+                style={{ flex: 1, cursor: 'pointer', accentColor: '#fbbf24' }}
+                title="히스토리 타임라인" aria-label="히스토리 타임라인"
+              />
+              <span style={{ color: '#64748b', fontSize: 9 }}>
+                {historyData.length}건
+              </span>
+              <button type="button" onClick={closeHistory} style={{
+                background: 'none', border: '1px solid rgba(239,68,68,0.3)', borderRadius: 4,
+                color: '#ef4444', cursor: 'pointer', padding: '2px 6px', fontSize: 11, fontFamily: FONT_MONO,
+              }}>✕</button>
+            </div>
+          </div>
+        );
+      })()}
+
       {/* 선단 목록 패널 */}
       <div style={panelStyle}>
           {/* ── 선단 현황 섹션 ── */}

prediction/algorithms/fishing_pattern.py

@@ -92,6 +92,26 @@ def detect_fishing_segments(df_vessel: pd.DataFrame,
                     })
             in_fishing = False
 
+    # 트랙 끝까지 조업 중이면 마지막 세그먼트 추가
+    if in_fishing and len(records) > seg_start_idx:
+        start_ts = records[seg_start_idx].get('timestamp')
+        end_ts = records[-1].get('timestamp')
+        if start_ts and end_ts:
+            dur_sec = (pd.Timestamp(end_ts) - pd.Timestamp(start_ts)).total_seconds()
+            dur_min = dur_sec / 60
+            if dur_min >= window_min:
+                zone_info = classify_zone(
+                    records[seg_start_idx].get('lat', 0),
+                    records[seg_start_idx].get('lon', 0),
+                )
+                segments.append({
+                    'start_idx': seg_start_idx,
+                    'end_idx': len(records) - 1,
+                    'duration_min': round(dur_min, 1),
+                    'zone': zone_info.get('zone', 'UNKNOWN'),
+                    'in_territorial_sea': zone_info.get('zone') == 'TERRITORIAL_SEA',
+                })
+
     return segments
 
 

prediction/algorithms/polygon_builder.py

@@ -26,7 +26,7 @@ logger = logging.getLogger(__name__)
 # 프론트 FleetClusterLayer.tsx gearGroupMap 패턴과 동일
 GEAR_PATTERN = re.compile(r'^(.+?)_\d+_\d+_?$')
 MAX_DIST_DEG = 0.15         # ~10NM
-STALE_SEC = 3600            # 60분
+STALE_SEC = 21600           # 6시간 (어구 P75 갭 3.5h, P90 갭 8h 커버)
 FLEET_BUFFER_DEG = 0.02
 GEAR_BUFFER_DEG = 0.01
 MIN_GEAR_GROUP_SIZE = 2     # 최소 어구 수 (비허가 구역 외)

prediction/algorithms/risk.py

@@ -54,6 +54,13 @@ def compute_vessel_risk_score(
     if teleports:
         score += 20
 
+    from algorithms.spoofing import count_speed_jumps
+    jumps = count_speed_jumps(df_vessel)
+    if jumps >= 3:
+        score += 10
+    elif jumps >= 1:
+        score += 5
+
     gaps = detect_ais_gaps(df_vessel)
     critical_gaps = [g for g in gaps if g['gap_min'] >= 60]
     if critical_gaps:

prediction/algorithms/spoofing.py

@@ -68,13 +68,15 @@ def compute_spoofing_score(df_vessel: pd.DataFrame) -> float:
     if jumps > 0:
         score += min(0.3, jumps / n * 5)
 
-    # BD09 오프셋 (중국 좌표 사용 의심)
+    # BD09 오프셋 — 중국 선박(412*)은 좌표계 차이로 항상 ~300m이므로 제외
-    mid_idx = len(df_vessel) // 2
+    mmsi_str = str(df_vessel.iloc[0].get('mmsi', '')) if 'mmsi' in df_vessel.columns else ''
-    row = df_vessel.iloc[mid_idx]
+    if not mmsi_str.startswith('412'):
-    offset = compute_bd09_offset(row['lat'], row['lon'])
+        mid_idx = len(df_vessel) // 2
-    if offset > 300:  # 300m 이상
+        row = df_vessel.iloc[mid_idx]
-        score += 0.3
+        offset = compute_bd09_offset(row['lat'], row['lon'])
-    elif offset > 100:
+        if offset > 300:
-        score += 0.1
+            score += 0.3
+        elif offset > 100:
+            score += 0.1
 
     return round(min(score, 1.0), 4)

prediction/pipeline/constants.py

@@ -18,7 +18,7 @@ MIN_CLUSTER_SIZE = 5
 MMSI_DIGITS = 9
 MAX_VESSEL_LENGTH = 300
 MAX_SOG_KNOTS = 30.0
-MIN_TRAJ_POINTS = 100
+MIN_TRAJ_POINTS = 20
 
 KR_BOUNDS = {
     'lat_min': 32.0, 'lat_max': 39.0,