Glaciers thiness in the Hunza basin Rcode data_path<-'../SWE/shp/' dem <- raster(paste0(data_path, "clipped_dem.tif")) crs(dem) rgi <- st_read( file.path(data_path, "gl_wgs84.shp"))|> st_transform(crs = crs(dem)) load("glacier_thickness_extractedRGIreg13.RData") basin <- st_read(paste0(data_path, "hunza_basin.shp"), quiet = TRUE) rgi02 <- rgi |> left_join(glacier_thickness |> dplyr::select(RGIId, weighted_mean), by = "RGIId") |> rename(thickness_m = weighted_mean) |> mutate(volum_m3 = Area_m2 * thickness_m) plot(rgi02) tmap_mode("view") tm_shape(dem, name = "DEM") + tm_raster(n = 6, palette = terrain.colors(6), alpha = 0.8, legend.show = TRUE, title = "Elevation (masl)") + tm_shape(glaciers_hugonnet |> dplyr::filter(period == 20), name = "Hugonnet") + tm_fill(col = "dmdtda", n = 6, palette = "RdBu", midpoint = 0, legend.show = TRUE, title = "Glacier thinning\n(m weq/a)") + tm_shape(rgi, name = "RGI v6.0") + tm_borders(col = "light blue", lwd = 0.4) + tm_shape(basin, name = "Basin outline") + tm_borders(col = "black", lwd = 0.6)

Mean Temperature over the UIB (1960-2017)

Maximum Temperature over the UIB (1960-2017)

Minimum Temperature over the UIB (1960-2017)

Study Area

Study Area

Karakorum sub-basins

Hunza basin

time series data of Hunza basin

time series data of Hunza basin

tmax monthly time series of Hunza basin

time series data of tmax over the Hunza basin

Tmax of Hunza sub basin (1970-2005)

trends in tmin during 1960 to 2017

annual trends of tmax during 1960 to 2017

spatial trends of tmax in Hunza sub-basin

River inflow from Shyok sub-basin during summer months

River inflow from Hunza sub-basin during summer

Spatial patterns of maximum temperature during 1973 to 2005.

Monthly maximum temperature during summer months (1960-2017)

Monthly maximum temperature during winter season (1960-2017)

Monthly maximum temperature during 1960 to 2017

streamflow from shyok and hunza sub-basins.

Minimum temperature increase over the Upper Indus Basin as indicated by z-values during 1960 to 2017.

Upper Indus Basin

average monthly maximum temperature over the Upper Indus Basin

average monthly minimum temperature of the Upper Indus Basin

monthly precipitation over the UIB (1960-2017)

seasonality plot of monthly precipitation over the Upper Indus Basin (UIB)

annual precipitation trends shown by p-values

trends of precipitation in post_monsoon during 1960 to 2017

precipitation trends of pre_monsoon during 1960 to 2017

precipitation trends in winter during 1960 to 2017

trends of monsoon precipitation shown by p-values at 5% significant level

average annual precipitation during 1960 to 2017 over the UIB

trends of minimum temperature in SON during 1960 to 2017

trends of minimum temperature in JJA during 1960 to 2017

trends in minimum temperature in DJF during 1960 to 2017

trends in minimum temperature in MAM during 1960 to 2017

trends in maximum temperature in SON during 1960 to 2017

trends in maximum temperature in MAM during 1960 to 2017

trends of maximum temperature in DJF during 1960 to 2017

Maximum temperature increase in JJA during 1960 to 2017

trends of annual minimum temperature during 1960 to 2017 shown by p-values

annual maximum temperature trends over the UIB during 1960 to 2017 shown by p-values at 5% significance level

elevation of the Upper Indus Basin