From 0e78aace0c1383db290df6acff44b9facc347a2f Mon Sep 17 00:00:00 2001 From: kvos Date: Mon, 9 Apr 2018 11:20:40 +1000 Subject: [PATCH] updated most functions and workflow --- .gitignore | 5 +- data/L8/NARRA/NARRA_output.pkl | Bin 1287432 -> 632635 bytes data/L8/NARRA/NARRA_output2.pkl | Bin 630822 -> 0 bytes .../L8/NARRA/NARRA_refpoints.pkl | Bin data/L8/NARRA/NARRA_refpoints2.pkl | Bin 0 -> 1360 bytes data/L8/OLDBAR/OLDBAR_epsgcode.pkl | 1 + data/L8/OLDBAR/OLDBAR_output.pkl | Bin 0 -> 427686 bytes data/L8/OLDBAR/OLDBAR_refpoints.pkl | Bin 0 -> 1360 bytes data/L8/OLDBAR/OLDBAR_skipped.pkl | Bin 0 -> 290 bytes data/L8/OLDBAR/OLDBAR_timestamps.pkl | Bin 0 -> 5259 bytes .../L8/OLDBAR_inlet/OLDBAR_inlet_epsgcode.pkl | 1 + .../OLDBAR_inlet/OLDBAR_inlet_idxnocloud.pkl | Bin 0 -> 190 bytes data/L8/OLDBAR_inlet/OLDBAR_inlet_output1.pkl | Bin 0 -> 634800 bytes data/L8/OLDBAR_inlet/OLDBAR_inlet_output2.pkl | Bin 0 -> 1830329 bytes .../OLDBAR_inlet/OLDBAR_inlet_refpoints1.pkl | Bin 0 -> 1360 bytes .../OLDBAR_inlet/OLDBAR_inlet_refpoints2.pkl | Bin 0 -> 1360 bytes .../L8/OLDBAR_inlet/OLDBAR_inlet_skipped1.pkl | Bin 0 -> 186 bytes .../L8/OLDBAR_inlet/OLDBAR_inlet_skipped2.pkl | Bin 0 -> 166 bytes .../OLDBAR_inlet/OLDBAR_inlet_timestamps.pkl | Bin 0 -> 5226 bytes download_images_L7.py | 11 +- download_images.py => download_images_L8.py | 50 +- draw_refpoints.py | 106 + functions/sds.py | 6 +- functions/xyz2spz/convert2matfile.py | 39 + functions/xyz2spz/convert2spz.m | 65 + functions/xyz2spz/muller.m | 213 ++ functions/xyz2spz/sort_back.m | 87 + functions/xyz2spz/xyz2spz.m | 117 ++ make_gif.py | 166 ++ oldbar/L8OLDBAR_inlet2_shorelines.kml | 1823 +++++++++++++++++ oldbar/L8OLDBAR_inlet_shorelines.kml | 1643 +++++++++++++++ oldbar/L8OLDBAR_shorelines.kml | 725 +++++++ oldbar/time_coverage_oldbar.py | 66 + oldcodes/get_coordinates.py | 40 +- olddata/NARRA_output.pkl | Bin 0 -> 1287432 bytes process_shoreline.py | 88 + read_images.py | 42 +- time_coverage.py | 98 +- 38 files changed, 5305 insertions(+), 87 deletions(-) delete mode 100644 data/L8/NARRA/NARRA_output2.pkl rename olddata/narra_beach.pkl => data/L8/NARRA/NARRA_refpoints.pkl (100%) create mode 100644 data/L8/NARRA/NARRA_refpoints2.pkl create mode 100644 data/L8/OLDBAR/OLDBAR_epsgcode.pkl create mode 100644 data/L8/OLDBAR/OLDBAR_output.pkl create mode 100644 data/L8/OLDBAR/OLDBAR_refpoints.pkl create mode 100644 data/L8/OLDBAR/OLDBAR_skipped.pkl create mode 100644 data/L8/OLDBAR/OLDBAR_timestamps.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_epsgcode.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_idxnocloud.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_output1.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_output2.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_refpoints1.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_refpoints2.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_skipped1.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_skipped2.pkl create mode 100644 data/L8/OLDBAR_inlet/OLDBAR_inlet_timestamps.pkl rename download_images.py => download_images_L8.py (72%) create mode 100644 draw_refpoints.py create mode 100644 functions/xyz2spz/convert2matfile.py create mode 100644 functions/xyz2spz/convert2spz.m create mode 100644 functions/xyz2spz/muller.m create mode 100644 functions/xyz2spz/sort_back.m create mode 100644 functions/xyz2spz/xyz2spz.m create mode 100644 make_gif.py create mode 100644 oldbar/L8OLDBAR_inlet2_shorelines.kml create mode 100644 oldbar/L8OLDBAR_inlet_shorelines.kml create mode 100644 oldbar/L8OLDBAR_shorelines.kml create mode 100644 oldbar/time_coverage_oldbar.py create mode 100644 olddata/NARRA_output.pkl create mode 100644 process_shoreline.py diff --git a/.gitignore b/.gitignore index c633bc7..d088f68 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ *.pyc *.mat -*.tif \ No newline at end of file +*.tif +*.png +*.mp4 +*.gif \ No newline at end of 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read_eeimage(im, polygon, sat_name, plot_bool): """ Read an ee.Image() object and returns the panchromatic band, multispectral bands (B, G, R, NIR, SWIR) and a cloud mask. All outputs are at 15m resolution (bilinear interpolation for the multispectral bands) @@ -177,7 +177,7 @@ def read_eeimage(im, polygon, plot_bool): qa_band = [im_bands[11]] im_qa, crs_qa = load_image(im, polygon, qa_band) im_qa = im_qa[:,:,0] - im_cloud = create_cloud_mask(im_qa) + im_cloud = create_cloud_mask(im_qa, sat_name, plot_bool) im_cloud = transform.resize(im_cloud, (im_pan.shape[0], im_pan.shape[1]), order=0, preserve_range=True, mode='constant').astype('bool_') diff --git a/functions/xyz2spz/convert2matfile.py b/functions/xyz2spz/convert2matfile.py new file mode 100644 index 0000000..42396a2 --- /dev/null +++ b/functions/xyz2spz/convert2matfile.py @@ -0,0 +1,39 @@ +# -*- coding: utf-8 -*- +""" +Created on Thu Apr 5 16:19:31 2018 + +@author: z5030440 +""" + +d_gt = {'arr':sl_gt} +d_sds = {'arr':sl_sds} + +sio.savemat('sl_gt.mat', mdict=d_gt) +sio.savemat('sl_sds.mat', mdict=d_sds) + +#%% + +herror = sio.loadmat('hor_error.mat') + +diff_p = (herror['gt_av'] - herror['sds_av'])[0,:] + +f = plt.figure() +plt.subplot(3,1,1) +plt.bar(np.linspace(1,len(zav),len(zav)), herror['p_rmse'][0]) +plt.ylabel('rmse [m]') +plt.xticks([]) +plt.title('Horizontal cross-shore error') + +plt.subplot(3,1,2) +plt.bar(np.linspace(1,len(zav),len(zav)), herror['p_mean'][0], color=orange) +plt.ylabel('mean [m]') +plt.xticks([]) + +plt.subplot(3,1,3) +plt.bar(np.linspace(1,len(zav),len(zav)), herror['p_std'][0], color='g') +plt.ylabel('std [m]') +plt.xlabel('comparison #') +plt.grid(False) +plt.grid(axis='y') +f.subplots_adjust(hspace=0.2) +plt.draw() diff --git a/functions/xyz2spz/convert2spz.m b/functions/xyz2spz/convert2spz.m new file mode 100644 index 0000000..a26273c --- /dev/null +++ b/functions/xyz2spz/convert2spz.m @@ -0,0 +1,65 @@ +close all +clear +clc + +addpath(genpath('C:\Users\z5030440\Documents\GitHub\geetools\functions\xyz2spz')) + +sl_gt = load('sl_gt.mat') +sl_sds = load('sl_sds.mat') + +sl_sds = sl_sds.arr +sl_gt = sl_gt.arr +for i = 1:length(sl_sds) + sds.x = sl_sds{i}(:,1) + sds.y = sl_sds{i}(:,2) + sds.z = zeros(length(sl_sds{i}(:,1)),1) + + gt.x = sl_gt{i}(:,1) + gt.y = sl_gt{i}(:,2) + gt.z = zeros(length(sl_gt{i}(:,1)),1) + + outsds = xyz2spz(sds,'NARRA') + outgt = xyz2spz(gt,'NARRA') + + figure + hold on + grid on + box on + plot(outsds.s, outsds.p, 'b-', 'linewidth',2) + plot(outgt.s, outgt.p, 'r-', 'linewidth',2) + xlabel('s [m]') + ylabel('p [m]') + title('Horizontal comparison in spz coordinates') + legend({'SDS', 'contour at tide level'}) + + xq = nanmin(outsds.s):10:nanmax(outsds.s) + [gt_s idx_gt] = unique(outgt.s) + gt_p = outgt.p(idx_gt) + gt_p_int = interp1(gt_s, gt_p, xq) + [sds_s idx_sds] = unique(outsds.s) + sds_p = outsds.p(idx_sds) + sds_p_int = interp1(sds_s, sds_p, xq) + diff_p = sds_p_int - gt_p_int; + + sds_av(i) = median(sds_p_int(~(sds_p_int > median(sds_p_int) + 2*std(sds_p_int) | sds_p_int < median(sds_p_int) - 2*std(sds_p_int)))) + gt_p_int(isnan(gt_p_int)) = [] + gt_av(i) = median(gt_p_int(~(gt_p_int > median(gt_p_int) + 2*std(gt_p_int) | gt_p_int < median(gt_p_int) - 2*std(gt_p_int)))) + + + idx_nan = isnan(diff_p) + diff_p(idx_nan) = [] + xq(idx_nan) = [] + idx_outlier = diff_p > median(diff_p) + 2*std(diff_p) | diff_p < median(diff_p) - 2*std(diff_p) + diff_p(idx_outlier) = [] + xq(idx_outlier) = [] + + p_rmse(i) = sqrt(mean(diff_p.^2)) + p_mean(i) = mean(diff_p) + p_std(i) = std(diff_p) + p_q90(i) = quantile(abs(diff_p), 0.9) + +end + +clearvars -except sds_av gt_av p_rmse p_mean p_std p_q90 + +save 'hor_error.mat' diff --git a/functions/xyz2spz/muller.m b/functions/xyz2spz/muller.m new file mode 100644 index 0000000..76593a2 --- /dev/null +++ b/functions/xyz2spz/muller.m @@ -0,0 +1,213 @@ +function [res,fval,it] = muller (f,Z0,itmax,ztol,ftol,option) +% MULLER find a zero of a real or complex function Y = F(Z) +% +% Syntax: +% +% RES = MULLER (F,Z0) find the zero of a complex or real function +% 'F' (either an anonymous function or .m function) using three initial +% guesses contained in the vector Z0. Muller takes the function F and +% evaluetes it at each initial point using feval. F doesn't need to be +% vectorized. +% The initial guesses can be real or complex numbers close to the zero, +% bracketing the zero is not necessary. Parameters ITMAX, ZTOL and +% FTOL are set by default to 1000, 1e-5 and 1e-5, respectively. +% +% RES = MULLER (F,Z0,ITMAX) the maximum number of iterations is set +% equal to ITMAX. ZTOL and FTOL are set by default with the values mentioned +% above. +% +% RES = MULLER (F,Z0,ITMAX,ZTOL) ZTOL is used as a stopping +% criterion. If the absolute difference between the values of Z found in +% the two latest iterations is less than ZTOL, the program is stopped. FTOL +% is set by default with the value mentioned above. +% +% RES = MULLER (F,Z0,ITMAX,ZTOL,FTOL) FTOL is used as a stopping +% criterion. If the value of the function F at the Z found in the last +% iteration is less than FTOL, the program is stopped. +% +% RES = MULLER (F,Z0,ITMAX,ZTOL,FTOL,'both') indicate that both +% criteria ZTOL and FTOL must be satisfied simultaneously. By default, +% MULLER stops if one of the two criteria is fulfilled. +% +% [RES,FVAL] = MULLER (F,Z0,...) return the value of the function +% F at the Z found in the last iteration. +% +% [RES,FVAL,IT] = MULLER (F,Z0,...) return the number of iterations +% used to find the zero. +% +% Example 1: +% myf = @(x) (x-1)^3; +% +% muller(myf,[0 0.1 0.2],[],[],[],'both') +% ans = +% 1.0000 + 0.0000i +% +% Example 2: +% +% [res,fval,it] = muller2('cosh',[0 0.1 0.2],[],[],[],'both') +% +% res = +% 0.0000 + 1.5708i +% +% fval = +% 5.5845e-012 + 3.0132e-012i +% +% it = +% 5 +% +% Method taken from: +% Numerical Recipes: The art of scientific computing +% W.H. Press; B.P. Flannery; S.A. Teukolsky; W.T. Vetterling +% 1986 +% +% Thanks to John D'Errico for his helpfull review. +% +% Written by Daniel H. Cortes +% MAE Department, West Virginia University +% March, 2008. +% + + +%================================================= +% Checking proper values of the input parameters +%================================================= + + +if nargin > 6 + error ('Too many arguments.') +elseif nargin < 2 + error('Too few arguments.') +end + +if nargin < 6 + opt = 1; +elseif ischar(option) == 1 + if size(option,2) == 4 + if sum(option == 'both') == 4 + opt = 2; + else + error ('Option parameter must be *both*.') + end + else + error ('Option parameter must be *both*.') + end +else + error ('Option parameter must be a character array (string).') +end + + +if nargin < 5 + ftol = 1e-5; +elseif isnumeric(ftol) ~= 1 + error ('FTOL must be a numeric argument.') +elseif isempty(ftol) == 1 + ftol = 1e-5; +elseif size(ftol,1) ~= 1 || size(ftol,2) ~= 1 + error ('FTOL cannot be an array') +end + + +if nargin < 4 + ztol = 1e-5; +elseif isnumeric(ztol) ~= 1 + error ('ZTOL must be a numeric argument.') +elseif isempty(ztol) == 1 + ztol = 1e-5; +elseif size(ztol,1) ~= 1 || size(ztol,2) ~= 1 + error ('ZTOL cannot be an array.') +end + + +if nargin < 3 + itmax = 1000; +elseif isnumeric(itmax) ~= 1 + error ('ITMAX must be a numeric argument.') +elseif isempty(itmax) == 1 + itmax = 1000; +elseif size(itmax,1) ~= 1 || size(itmax,2) ~= 1 + error ('ITMAX cannot be an array.') +end + + +if isnumeric(Z0) ~= 1 + error ('Z0 must be a vector of three numeric arguments.') +elseif isempty(Z0) == 1 || length(Z0) ~= 3 || min(size(Z0)) ~= 1 + error ('Z0 must be a vector of length 3 of either complex or real arguments.') +end + +if Z0(1)==Z0(2) || Z0(1)==Z0(3) || Z0(2)==Z0(3) + error('The initial guesses must be different') +end + +%============================= +% Begining of Muller's method +%============================= + +z0 = Z0(1); +z1 = Z0(2); +z2 = Z0(3); + +y0 = feval ( f, z0); +y1 = feval ( f, z1); +y2 = feval ( f, z2); + +for it = 1:itmax + q = (z2 - z1)/(z1 - z0); + A = q*y2 - q*(1+q)*y1 + q^2*y0; + B = (2*q + 1)*y2 - (1 + q)^2*y1 + q^2*y0; + C = (1 + q)*y2; + + if ( A ~= 0 ) + + disc = B^2 - 4*A*C; + + den1 = ( B + sqrt ( disc ) ); + den2 = ( B - sqrt ( disc ) ); + + if ( abs ( den1 ) < abs ( den2 ) ) + z3 = z2 - (z2 - z1)*(2*C/den2); + else + z3 = z2 - (z2 - z1)*(2*C/den1); + end + + elseif ( B ~= 0 ) + z3 = z2 - (z2 - z1)*(2*C/B); + else + warning('Muller Method failed to find a root. Last iteration result used as an output. Result may not be accurate') + res = z2; + fval = y2; + return + end + + y3 = feval ( f, z3); + + if opt == 1 + if ( abs (z3 - z2) < ztol || abs ( y3 ) < ftol ) + res = z3; + fval = y3; + return + end + else + if ( abs (z3 - z2) < ztol && abs ( y3 ) < ftol ) + res = z3; + fval = y3; + return + end + end + + z0 = z1; + z1 = z2; + z2 = z3; + + y0 = y1; + y1 = y2; + y2 = y3; + +end + +res = z2; +fval = y2; +%warning('Maximum number of iterations reached. Result may not be accurate') + + + diff --git a/functions/xyz2spz/sort_back.m b/functions/xyz2spz/sort_back.m new file mode 100644 index 0000000..b06769f --- /dev/null +++ b/functions/xyz2spz/sort_back.m @@ -0,0 +1,87 @@ +function out = sort_back( data, ind, dim ) +% SORT_BACK sort back data to original order +% ind is the indexes obtained from sorting +% dim is the sorted dimension of the data (assumed to be 1 if not specified) +% Ex: +% y = randn(3,4,2); +% [y,ind] = sort(y,2); +% do stuff with sorted y... +% y2 = sort_back( y, ind, 2 ); +% +% Works on arrays of any dimension +% Also works on cellstrings (vectors) +% +% C = {'hello' 'yes' 'no' 'goodbye'}; +% [C,ind] = sort(C); +% C2 = sort_back(C,ind); +% +% See also SORT + +%Author Ivar Eskerud Smith + +if size(ind)~=size(data) + error('Different size of indexes and input data'); +end + +if iscell(data) + if ~any(size(data)==1) + error('Only vectors are supported in cell sorting/back-sorting'); + end + out=cell(size(data)); + out(ind) = data; + return; +end + +if ~isnumeric(data) || ~isnumeric(ind) + error('Inputs have to be numeric or cell'); +end + +n=ndims(ind); +if ~exist('dim','var') + dim=1; +end +if dim>n + error('Specified sorted dimension must be within array bounds'); +end + +%shift array so that the sorted dim is the first dimension +if dim~=1 + sortInd=1:1:n;sortInd(1)=dim;sortInd(dim)=1; + data = permute(data,sortInd); + ind = permute(ind,sortInd); +end +inds = repmat({1},1,n);inds{1}=':'; +if ~issorted( data(inds{:}) ) + warning('The input data is not sorted along the specified dimension'); +end + +s = size(ind); +nData = numel(data); +inds = repmat({1},1,n); +inds(1:2)={':',':'}; +shiftSize = s(1)*s(2); +out=nan(size(data)); + +%loop all 2d arrays within nd-array +for k=1:prod(s(3:end)) + tmpdata = data(inds{:}); + tmpind = ind(inds{:}); + + %data is shifted so that the sorted dim = 1 + for i=1:numel(tmpdata(1,:)) + out(tmpind(:,i),i) = tmpdata(:,i); + end + + if n>2 + %shift to next 2d array within nd-array + shiftInds = mod((1:nData)-shiftSize-1,nData)+1; + out=reshape(out(shiftInds),s); + data=reshape(data(shiftInds),s); + ind=reshape(ind(shiftInds),s); + end +end + +%permute back to original order +sortInd=1:1:ndims(out);sortInd(1)=dim;sortInd(dim)=1; +out = permute(out,sortInd); + diff --git a/functions/xyz2spz/xyz2spz.m b/functions/xyz2spz/xyz2spz.m new file mode 100644 index 0000000..b738884 --- /dev/null +++ b/functions/xyz2spz/xyz2spz.m @@ -0,0 +1,117 @@ +function out = xyz2spz(xyz_data,site) + +%function out = xyz2spz(xyz_data,site) +% +%Function to transform (x,y,z) coordinates on an embayed beach to alongshore - cross-shore +%coordinates (s,p,z) using the log spiral, given by the equation +%r = r0*exp(A*theta). A = cot(alpha). +% +%xyz_data is a structure containing: +% +%xyz_data.x +%xyz_data.y +%xyz_data.z +% +%site is the name of the structure generated from the MALT graphical user interface +% +%Refer to paper +% +%Harley, M.D. and Turner,I.L. (2007) A simple data transformation technique +%for pre-processing survey data at embayed beaches, Coast. Eng., +%doi:10.1016/j.coastaleng.2007.07.001, in press. +% +%Created by Mitch Harley +%8th August, 2005 +%Last Modified 4th April, 2012 + +%---------------------------------------------------------------- +%LOAD LOGSPIRAL-FIT PARAMETERS + +eval(['load ' site ';']) +eval(['site = ' site ';']) + +%Define origin and A of log spiral +origin = site.origin; +alph = site.alpha; +A = cot(alph*pi/180); +r0_origin = site.r0_origin; + +%----------------------------------------------------------------- + +%DO TRANSFORMATION + + +%Points need to be sorted prior to analysis %MDH 4/4/2012 +aa = [xyz_data.x xyz_data.y xyz_data.z]; +[sorted_points,Isort] = sortrows(aa); + +%Convert xyz coordinates to polar coordinates +r = sqrt((sorted_points(:,1) - origin(1)).^2+(sorted_points(:,2) - origin(2)).^2); +theta = unwrap(atan2((sorted_points(:,2)-origin(2)),(sorted_points(:,1)-origin(1))) ); + + +%Find constants delta and kappa +delta = pi/2+acot(A)-theta; %From Equation 5 +kappa = r./(r0_origin*sin(pi/2-acot(A))); %From Equation 6 + + +%Find theta_s by solving implicitly using fzero function +for i = 1:length(theta); + %Use muller function in case any complex solutions + theta_s(i,1) = muller(@(x) (x-(1/A)*log(kappa(i)*sin(delta(i)+x))),[theta(i)-pi/8 theta(i) theta(i)+pi/8]);%From Equation 6 +end + +%plot(theta_s*180/pi) + +%Find r_s +r_s = r0_origin*exp(A*theta_s);%From Equation 1 + +%Find s +lamda = r0_origin*sec(acot(A));%From Equation 8 +start_point = 0; %Can be changed to make a more suitable start point +s = lamda*(exp(A*theta_s)-exp(A*start_point));%From Equation 8 + +%Find p +p = r.*sin(theta-theta_s)./sin(pi/2-acot(A)); %From Equation 9 + +%Convert any complex numbers to real numbers +p = real(p); +s = real(s); + +%Sort back points to get the right indices %MDH 4/4/2012 +p = sort_back(p,Isort); +s = sort_back(s,Isort); + +%----------------------------------------------------------------- +%POST-PROCESS DATA +%s data + +if site.reverse_s ==0 + s = s - site.startpoint;%Make minimum s == 0 +elseif site.reverse_s ==1 + s = -(s - site.startpoint); +end + +%p data +if site.subtract_res ==1 %Add switch for user to subtract residuals or not - MDH 19/5/2010 +[MIN,L] = min(site.boundary.s); +I = find(s<=MIN); +p(I) = p(I) - site.boundary.p(L); +[MAX,L] = max(site.boundary.s); +I = find(s>=MAX); +p(I) = p(I) - site.boundary.p(L); +I = find(s>MIN&s cloud_thresh: + print('skipped cloud ' + str(i)) + idx_skipped.append(i) + continue +# idx_nocloud.append(i) + # check if image for that date is already present and keep the one with less clouds + if file_names_pan[i][len(satname)+1+len(sitename)+1:len(satname)+1+len(sitename)+1+10] in date_acquired_ts: + idx_samedate = utils.find_indices(date_acquired_ts, lambda e : e == file_names_pan[i][9:19]) + idx_samedate = idx_samedate[0] + print(str(cloud_cover) + ' - ' + str(cloud_cover_ts[idx_samedate])) + if cloud_cover >= cloud_cover_ts[idx_samedate]: + print('skipped double ' + str(i)) + idx_skipped.append(i) + continue + else: + del shorelines[idx_samedate] + del t[idx_samedate] + del cloud_cover_ts[idx_samedate] + del date_acquired_ts[idx_samedate] + print('deleted ' + str(idx_samedate)) + + # rescale intensities + im_ms = sds.rescale_image_intensity(im_ms, cloud_mask, prob_high, plot_bool) + im_pan = sds.rescale_image_intensity(im_pan, cloud_mask, prob_high, plot_bool) + # pansharpen rgb image + im_ms_ps = sds.pansharpen(im_ms[:,:,[0,1,2]], im_pan, cloud_mask, plot_bool) + # add down-sized bands for NIR and SWIR (since pansharpening is not possible) + im_ms_ps = np.append(im_ms_ps, im_ms[:,:,[3,4]], axis=2) + # calculate NDWI + im_ndwi = sds.nd_index(im_ms_ps[:,:,3], im_ms_ps[:,:,1], cloud_mask, plot_bool) + # detect edges + wl_pix = sds.find_wl_contours(im_ndwi, cloud_mask, min_contour_points, plot_bool) + # convert from pixels to world coordinates + wl_coords = sds.convert_pix2world(wl_pix, georef) + # convert to output epsg spatial reference + wl = sds.convert_epsg(wl_coords, input_epsg, output_epsg) + + # save images as png for video + fig = plt.figure() + plt.grid(False) + plt.imshow(im_ms_ps[:,:,[2,1,0]], animated=True) + mng = plt.get_current_fig_manager() + mng.window.showMaximized() + plt.title(file_names_pan[i][len(satname)+1+len(sitename)+1:len(satname)+1+len(sitename)+1+10]) + plt.xticks([]) + plt.yticks([]) + plt.axis('equal') + plt.tight_layout() + plt.draw() + plt.savefig(os.path.join(filepath, + 'plots', file_names_pan[i][len(satname)+1+len(sitename)+1:len(satname)+1+len(sitename)+1+10] + '.png'), + dpi = 300) + plt.close() + +# create gif +images = [] +filenames = os.listdir(os.path.join(filepath, 'plots')) +with imageio.get_writer('movie.gif', mode='I', duration=0.2) as writer: + for filename in filenames: + image = imageio.imread(os.path.join(filepath,'plots',filename)) + writer.append_data(image) \ No newline at end of file diff --git a/oldbar/L8OLDBAR_inlet2_shorelines.kml b/oldbar/L8OLDBAR_inlet2_shorelines.kml new file mode 100644 index 0000000..1ad06b6 --- /dev/null +++ b/oldbar/L8OLDBAR_inlet2_shorelines.kml @@ -0,0 +1,1823 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 28-Apr-2013 + #stylesel_618 + + 152.7005221286371,-31.87574778608202,0.0 152.70044753026292,-31.87568020461256,0.0 152.70028900812997,-31.875659047855745,0.0 152.70018958813927,-31.87561167335798,0.0 152.70013067451683,-31.8755797087878,0.0 152.69997240715927,-31.87548000806604,0.0 152.69996698778536,-31.875475819240375,0.0 152.6998142641124,-31.875342072002532,0.0 152.69981092612343,-31.875340121843998,0.0 152.699684173671,-31.875204493484674,0.0 152.6996562384299,-31.875168101698474,0.0 152.69957803771123,-31.87506891371106,0.0 152.69949840923815,-31.87493377397773,0.0 152.69933979298187,-31.87494206367886,0.0 152.69918116248024,-31.874954729397825,0.0 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152.66567612307716,-31.89666182130248,0.0 152.6657094715632,-31.89663695857174,0.0 152.66588867899026,-31.89650210138862,0.0 152.66606546961475,-31.896367237598124,0.0 152.66624037062775,-31.89623236859476,0.0 152.66631294731698,-31.896176048764524,0.0 152.6663462055767,-31.89615017825914,0.0 152.66641378678176,-31.89609749544867,0.0 + + + + diff --git a/oldbar/time_coverage_oldbar.py b/oldbar/time_coverage_oldbar.py new file mode 100644 index 0000000..f4baad2 --- /dev/null +++ b/oldbar/time_coverage_oldbar.py @@ -0,0 +1,66 @@ +# -*- coding: utf-8 -*- + +import os +import numpy as np +import matplotlib.pyplot as plt +import pdb +import ee + +import matplotlib.dates as mdates +import matplotlib.cm as cm +from datetime import datetime, timedelta +import pickle +import pytz +import scipy.io as sio +import scipy.interpolate as interpolate +import statsmodels.api as sm +import skimage.measure as measure + + +# my functions +import functions.utils as utils +import functions.sds as sds + +# some settings +np.seterr(all='ignore') # raise/ignore divisions by 0 and nans +plt.rcParams['axes.grid'] = True +plt.rcParams['figure.max_open_warning'] = 100 + +au_tz = pytz.timezone('Australia/Sydney') + +# load timestamps from satellite images +satname = 'L8' +sitename = 'OLDBAR' +filepath = os.path.join(os.getcwd(), 'data', satname, sitename) +with open(os.path.join(filepath, sitename + '_output' + '.pkl'), 'rb') as f: + output = pickle.load(f) +dates_l8 = output['t'] +# convert to AEST +dates_l8 = [_.astimezone(au_tz) for _ in dates_l8] +# get the satellite shorelines +sl = output['shorelines'] + +# load narrabeen beach points (manually digitized) +with open(os.path.join(os.getcwd(), 'olddata', 'oldbar_beach' + '.pkl'), 'rb') as f: + narrabeach = pickle.load(f) + + +dist_thresh = 250 +frac_smooth = 1./12 +plt.figure() +plt.axis('equal') +for i in range(1): + # select point of sds that are close to the manually digitized points + idx_beach = [np.min(np.linalg.norm(sl[i][k,:] - narrabeach, axis=1)) < dist_thresh for k in range(sl[i].shape[0])] + plt.plot(sl[i][:,0], sl[i][:,1]) + plt.plot(sl[i][idx_beach,0], sl[i][idx_beach,1]) + + + # smooth (LOWESS) satellite shoreline + sl_smooth = sm.nonparametric.lowess(sl[i][idx_beach,0],sl[i][idx_beach,1], frac=frac_smooth, it = 10) + sl_smooth = sl_smooth[:,[1,0]] + + plt.plot(sl_smooth[:,0], sl_smooth[:,1]) + + +plt.draw() diff --git a/oldcodes/get_coordinates.py b/oldcodes/get_coordinates.py index fbeca41..27da013 100644 --- a/oldcodes/get_coordinates.py +++ b/oldcodes/get_coordinates.py @@ -36,7 +36,7 @@ ee.Initialize() #%% Select images # parameters -plot_bool = False # if you want the plots +plot_bool = True # if you want the plots prob_high = 99.9 # upper probability to clip and rescale pixel intensity min_contour_points = 100 # minimum number of points contained in each water line output_epsg = 28356 # GDA94 / MGA Zone 56 @@ -44,23 +44,29 @@ cloud_threshold = 0.8 # select collection input_col = ee.ImageCollection('LANDSAT/LC08/C01/T1_RT_TOA') - +satname = 'L8' # location (Narrabeen-Collaroy beach) -rect_narra = [[[151.3473129272461,-33.69035274454718], - [151.2820816040039,-33.68206818063878], - [151.27281188964844,-33.74775138989556], - [151.3425064086914,-33.75231878701767], - [151.3473129272461,-33.69035274454718]]]; +#rect_narra = [[[151.3473129272461,-33.69035274454718], +# [151.2820816040039,-33.68206818063878], +# [151.27281188964844,-33.74775138989556], +# [151.3425064086914,-33.75231878701767], +# [151.3473129272461,-33.69035274454718]]]; #rect_narra = [[[151.301454, -33.700754], # [151.311453, -33.702075], # [151.307237, -33.739761], # [151.294220, -33.736329], # [151.301454, -33.700754]]]; +# location (Oldbar NSW) +rect_narra = [[[152.578395, -31.841216], + [152.777281, -31.842523], + [152.738086, -32.028773], + [152.557812, -32.004663], + [152.578395, -31.841216]]]; # Dates -start_date = '2016-01-01' -end_date = '2016-12-31' +start_date = '2018-01-18' +end_date = '2018-01-20' # filter by location flt_col = input_col.filterBounds(ee.Geometry.Polygon(rect_narra)).filterDate(start_date, end_date) @@ -71,7 +77,7 @@ im_all = flt_col.getInfo().get('features') # find each image in ee database im = ee.Image(im_all[0].get('id')) # load image as np.array -im_pan, im_ms, im_cloud, crs, meta = sds.read_eeimage(im, rect_narra, plot_bool) +im_pan, im_ms, im_cloud, crs, meta = sds.read_eeimage(im, rect_narra, satname, plot_bool) # rescale intensities im_ms = sds.rescale_image_intensity(im_ms, im_cloud, prob_high, plot_bool) @@ -84,7 +90,7 @@ plt.figure() plt.imshow(im_ms_ps[:,:,[2,1,0]]) plt.show() -pts = ginput(15) +pts = ginput(n=20, timeout=1000, show_clicks=True) points = np.array(pts) plt.plot(points[:,0], points[:,1], 'ko') plt.show() @@ -92,5 +98,13 @@ plt.show() pts_coords = sds.convert_pix2world(points[:,[1,0]], crs['crs_15m']) pts = sds.convert_epsg(pts_coords, crs['epsg_code'], output_epsg) -with open('data/narra_beach.pkl', 'wb') as f: - 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