{ "schema_version": "ecotech-output-v1", "product_version": "RUSLE-GIS v0.3", "product_stage": "operativo_para_priorizacion_pendiente_R_ESDAC_y_validacion_campo", "territory": { "name": "LA TORRE", "slug": "la-torre", "municipality": "", "province": "", "country": "ES", "boundary_geojson": "/Users/blanca/Documents/New project/wildsquare_ecotech/configs/boundaries/la-torre_boundary.geojson" }, "config_path": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/config.gee.resolved.json", "raster_sources": { "dem": { "provider": "cnig_mdt", "resolution_m": 5, "pad_degrees": 0.002, "citation": "CNIG/IGN WCS Modelo Digital del Terreno de España MDT05, derivado de PNOA-LiDAR clase terreno. Para fincas fuera de España, sustituir por DEM oficial local." }, "rainfall_erosivity": { "provider": "esdac_r_factor_or_local_path", "path": null, "url": null, "citation": "ESDAC/JRC Rainfall Erosivity R-factor o raster local equivalente. Si no se aporta, el motor usa proxy Open-Meteo con limitaciones." }, "soil_erodibility": { "provider": "esdac_k_factor_or_local_path", "path": null, "url": null, "citation": "ESDAC/JRC K-factor o raster local equivalente. Si no se aporta, el motor usa SoilGrids + EPIC K." } }, "area_ha": 1570.105, "rendered_maps": { "slope": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/slope.png", "surface_moisture": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/surface_moisture.png", "vegetation_change": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/vegetation_change.png", "groundwater_recharge": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/groundwater_recharge.png", "rusle_proxy": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_proxy.png", "rusle_ls_factor": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_ls_factor.png", "rusle_c_factor": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_c_factor.png", "rusle_p_factor": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_p_factor.png", "rusle_complete": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_complete.png", "sar_erosion": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/sar_erosion.png", "sar_loss_detection": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/sar_loss_detection.png", "susceptibility": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/susceptibility.png" }, "reference_maps": {}, "closure_docs": { "rusle": { "scientific_status": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rusle_closure/scientific_status.md", "executive_summary": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rusle_closure/executive_summary.md", "next_action_plan": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rusle_closure/next_action_plan.md" }, "recharge": { "scientific_status": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/recharge/closure/scientific_status.md", "executive_summary": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/recharge/closure/executive_summary.md" }, "moisture": { "scientific_status": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/moisture/closure/scientific_status.md", "executive_summary": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/moisture/closure/executive_summary.md" }, "historic": { "scientific_status": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/historic/closure/scientific_status.md", "executive_summary": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/historic/closure/executive_summary.md" } }, "models": [ { "key": "slope", "title": "Pendiente", "status": "AUDITADO_CON_LIMITACIONES", "method": "Derivada espacial del DEM: arctan de gradiente x/y.", "formula": "slope_deg = atan(sqrt((dz/dx)^2 + (dz/dy)^2))", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/dem_gee_nasadem.tif", "limitations": "Depende de la resolucion y preprocesado del DEM; si el DEM procede de MDT/LiDAR oficial, queda pendiente revisar microrelieve, caminos y cortes artificiales en campo.", "stats": { "valid_pixels": 21483, "mean": 2.8321, "min": 0.0, "max": 11.1638, "p20": 1.5526, "p80": 4.0047 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/slope.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/slope.png" }, { "key": "surface_moisture", "title": "Humedad superficial", "status": "AUDITADO_CON_LIMITACIONES", "method": "Combinacion normalizada de humedad optica y radar cuando esta disponible.", "formula": "H = 0.40*NDWI_norm + 0.35*NDMI_norm + 0.25*SAR_norm", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndmi_dry.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndwi_dry.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/sar_vv_dry.tif", "limitations": "Indice satelital relativo; no sustituye humedad de suelo medida en campo.", "stats": { "valid_pixels": 22435, "mean": 0.4655, "min": 0.126, "max": 0.8547, "p20": 0.382, "p80": 0.553 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/surface_moisture.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/surface_moisture.png" }, { "key": "vegetation_change", "title": "Cambio vegetacional", "status": "AUDITADO_CON_LIMITACIONES", "method": "Magnitud absoluta de cambio NDVI entre periodo humedo y seco.", "formula": "M = abs(NDVI_humedo - NDVI_seco)", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndvi_wet.tif; /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndvi_dry.tif", "limitations": "Detecta cambio espectral, no causa. Debe interpretarse con manejo, cultivo y clima.", "stats": { "valid_pixels": 22435, "mean": 0.1184, "min": 0.0, "max": 0.666, "p20": 0.0379, "p80": 0.1874 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/vegetation_change.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/vegetation_change.png" }, { "key": "groundwater_recharge", "title": "Potencial de recarga hidrica", "status": "ORIENTATIVO", "method": "Superposicion ponderada de permeabilidad, pendiente inversa, humedad, flujo acumulado y vegetacion.", "formula": "PR = G*wG + inv(P)*wP + H*wH + FA*wFA + V*wV", "source": "derived from configured raster inputs", "limitations": "Modelo multicriterio relativo. Requiere validacion hidrogeologica y piezometria para decisiones oficiales.", "stats": { "valid_pixels": 21483, "mean": 0.3784, "min": 0.0596, "max": 0.8297, "p20": 0.2998, "p80": 0.4512 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/groundwater_recharge.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/groundwater_recharge.png" }, { "key": "rusle_proxy", "title": "RUSLE / riesgo de erosion hidrica", "status": "ORIENTATIVO", "method": "Proxy RUSLE normalizado. Version completa debe usar A=R*K*LS*C*P.", "formula": "A_proxy = R*wR + K*wK + LS*wLS + inv(C)*wC + inv(P)*wP", "source": "derived from configured raster inputs", "limitations": "No publicar como toneladas de suelo. Sin R y K locales es riesgo relativo, no RUSLE completo.", "stats": { "valid_pixels": 21483, "mean": 0.4651, "min": 0.0909, "max": 0.9091, "p20": 0.3421, "p80": 0.5803 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/rusle_proxy.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_proxy.png" }, { "key": "rusle_ls_factor", "title": "RUSLE factor LS", "status": "AUDITADO_CON_LIMITACIONES", "method": "Factor topografico LS con pendiente del DEM, acondicionamiento hidrologico priority-flood y acumulacion de flujo D8.", "formula": "LS = (flow_length_D8_filled/22.13)^0.4 * (sin(slope)/0.0896)^1.3", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/dem_gee_nasadem.tif", "limitations": "D8 auditable con relleno priority-flood basico; faltan breach de caminos/cortes artificiales, validacion de vaguadas/carcavas y ajuste hidrologico fino para RUSLE oficial.", "stats": { "valid_pixels": 21483, "mean": 0.7407, "min": 0.0, "max": 7.8047, "p20": 0.2277, "p80": 1.1354 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/rusle_ls_factor.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_ls_factor.png" }, { "key": "rusle_c_factor", "title": "RUSLE factor C", "status": "AUDITADO_CON_LIMITACIONES", "method": "Factor de cobertura derivado de NDVI con formulacion exponencial tipo Van der Knijff.", "formula": "C = exp(-alpha*NDVI/(beta-NDVI)); alpha=2, beta=1 por defecto", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndvi_dry.tif", "limitations": "NDVI captura cobertura/vigor, no practicas de manejo ni rugosidad del suelo.", "stats": { "valid_pixels": 22435, "mean": 0.5187, "min": 0.0293, "max": 0.8241, "p20": 0.3382, "p80": 0.7347 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/rusle_c_factor.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_c_factor.png" }, { "key": "rusle_p_factor", "title": "RUSLE factor P", "status": "AUDITADO_CON_LIMITACIONES", "method": "Factor de practicas de conservacion. Usa raster P si existe; si no, aplica reglas declaradas de manejo sobre pendiente, NDVI y escorrentia D8.", "formula": "P = min(base, cubierta, curvas_nivel, terrazas); P vuelve a 1 en lineas de escorrentia desnudas si se declaran.", "source": "rusle_management config: base_practice_p, contour_farming, cover_crop, practice_p_values, runoff_lines, terraces, zones_all_touched, zones_geojson", "limitations": "P parametrico desde configuracion de manejo. Debe validarse con laboreo real, cubiertas, terrazas, caminos y lineas de escorrentia observadas en finca.", "stats": { "valid_pixels": 21483, "mean": 0.9549, "min": 0.78, "max": 1.0, "p20": 0.78, "p80": 1.0 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/rusle_p_factor.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_p_factor.png" }, { "key": "rusle_complete", "title": "RUSLE completo v0.2", "status": "ORIENTATIVO", "method": "Modelo RUSLE factoral. Calcula A=R*K*LS*C*P; usa rasters trazables cuando estan disponibles y constantes documentadas solo para factores ausentes.", "formula": "A = R * K * LS * C * P", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/dem_gee_nasadem.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndvi_dry.tif, rusle_management config: base_practice_p, contour_farming, cover_crop, practice_p_values, runoff_lines, terraces, zones_all_touched, zones_geojson", "limitations": "Faltan factores raster: R, K. R y K son trazables si proceden de raster de entrada, pero R proxy y LS D8 no bastan para toneladas oficiales sin validacion de campo, EI30 local y DEM hidrologico completo.", "stats": { "valid_pixels": 21483, "mean": 5.4054, "min": 0.0, "max": 62.0115, "p20": 1.4557, "p80": 8.2763 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/rusle_complete.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/rusle_complete.png" }, { "key": "sar_erosion", "title": "Patrones de erosion / perdida de suelo", "status": "AUDITADO_CON_LIMITACIONES", "method": "Cruce de cambio Sentinel-1 RTC SAR y baja cobertura vegetal como senal de suelo expuesto/alterado.", "formula": "E_sar = 0.55*abs(SAR_humedo-SAR_seco)_norm + 0.45*inv(NDVI)_norm", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndvi_dry.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/sar_vv_dry.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/sar_vv_wet.tif", "limitations": "Proxy radar/espectral; ahora usa SAR real, pero necesita calibrar umbral de deteccion y validarse con campo, ortofoto o inventario de carcavas.", "stats": { "valid_pixels": 22435, "mean": 0.3614, "min": 0.0, "max": 1.0, "p20": 0.1828, "p80": 0.5254 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/sar_erosion.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/sar_erosion.png" }, { "key": "sar_loss_detection", "title": "Detección SAR de pérdida de suelo", "status": "ORIENTATIVO", "method": "Detección discreta de posibles pérdidas/alteraciones: cambio SAR alto, baja cobertura vegetal y pendiente.", "formula": "detect = score>=0.70; score=0.55*SAR_change + 0.30*inv(NDVI) + 0.15*slope", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/dem_gee_nasadem.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/ndvi_dry.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/sar_vv_dry.tif, /Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/sar_vv_wet.tif", "limitations": "Primera capa de detección. Requiere calibrar umbral con puntos de campo/ortofoto y separar laboreo, suelo desnudo agrícola y erosión real.", "stats": { "valid_pixels": 21483, "mean": 0.0573, "min": 0.0, "max": 1.0, "p20": 0.0, "p80": 0.0, "detected_pixel_pct": 5.73 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/sar_loss_detection.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/sar_loss_detection.png" }, { "key": "susceptibility", "title": "Susceptibilidad geomorfologica", "status": "ORIENTATIVO", "method": "Indice multicriterio con pendiente, humedad topografica, energia de escorrentia y suelo descubierto.", "formula": "S = Pn*wP + TWI*wTWI + SPI*wSPI + bare*wB", "source": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/inputs/dem_gee_nasadem.tif", "limitations": "Modelo relativo de priorizacion; no sustituye estudio geotecnico ni inventario de movimientos en masa.", "stats": { "valid_pixels": 21483, "mean": 0.3821, "min": 0.1357, "max": 0.9195, "p20": 0.263, "p80": 0.4998 }, "geotiff": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/rasters/susceptibility.tif", "png": "/Users/blanca/Documents/New project/outputs/ecotech/la-torre/maps/susceptibility.png" } ] }