From 2f8dd863b2eac21127c3b7376a03b9e36a2339c0 Mon Sep 17 00:00:00 2001 From: "Adriaens, Ines" <ines.adriaens@wur.nl> Date: Tue, 28 Sep 2021 11:50:06 +0200 Subject: [PATCH] manuscript and analysis metadata --- S10_penalty_postprocess.asv | 96 +++++++++++++++++++ S10_penalty_postprocess.m | 88 ++++++++++++++++- S7_modelling.m | 2 +- manuscript/20210908_Adriaens_UWB_.log | 4 +- manuscript/20210908_Adriaens_UWB_.pdf | Bin 155542 -> 155682 bytes manuscript/20210908_Adriaens_UWB_.synctex.gz | Bin 47001 -> 47416 bytes manuscript/20210908_Adriaens_UWB_.tex | 2 +- 7 files changed, 187 insertions(+), 5 deletions(-) create mode 100644 S10_penalty_postprocess.asv diff --git a/S10_penalty_postprocess.asv b/S10_penalty_postprocess.asv new file mode 100644 index 0000000..bba5216 --- /dev/null +++ b/S10_penalty_postprocess.asv @@ -0,0 +1,96 @@ +%% NewCHP analysis +% ------------------------------------------------------------------------ +% Created September 29, 2021 by Ines Adriaens @adria036 +% ------------------------------------------------------------------------ +% Working in new git branch elegant_penalty +% ------------------------------------------------------------------------ +% Context: +% previously, a changepoint analysis was implemented to detect changes of +% distributions within the z- and CP distance time series. A changepoint +% analysis detects sudden changes based on the minimalisation of a cost +% function togehter with a penalty for the number of changes to be +% detected. The number of changes can be either a fixed number, or can be +% based on a minimal improvement of the goodness-of-fit. The fixed +% number approach is not very elegant, but penalty are, in literature, +% typically based on 'expert knowledge'. In this part of the analysis, +% following steps are implemented. +% ------------------------------------------------------------------------ +% Steps: +% 1) set constants and filepaths +% 2) load data +% 3) summarize lying bouts +% 4) calculate minimum "residue" for no changepoint found + plot +% 5) create function to evaluate performance cp detection +% 6) determine and test penalties based on residue of no cp +% 7) visualise +% ------------------------------------------------------------------------ + +clear variables +close all +clc + +%% STEP 1: constants and filepaths +% this folder contains the results of the smoothing and data imputation +% scripts + +% results directory +init_.resdir = ['C:\Users\adria036\OneDrive - Wageningen '... + 'University & Research\iAdriaens_doc\Projects\' ... + 'eEllen\B4F_indTracking_cattle\B4F_results\']; + +%% STEP 2: load data +% data resulting from data imputation script / reference data +% the 'ground truth' = comparison base = data_meta.selection = from first +% to last bout + +% load data +load([init_.resdir 'D3_sdata_IQ_UWB.mat']) % from first to last icebout +load([init_.resdir 'D2_data_meta.mat']) + +% delete cow 280 (no data) +sdata = rmfield(sdata,'cow_280'); + +%% STEP 2a: calculate summary of lying bouts for manuscript and penalty +% based on data_meta.selection = selection + +% step 1: select data_meta.selection based on sdata available +for i = 1:height(data_meta.selection) + % check whether all the data is available in sdata + fields_ = ['cow_' num2str(data_meta.selection.cow(i))]; % field of sdat + ind = find(sdata.(fields_).date == data_meta.selection.bDat(i) & ... + sdata.(fields_).date == data_meta.selection.eDat(i)) + +end + +% summary +data_meta.sums = table(unique(data_meta.selection.cow),'VariableNames',... + {'cow'}); +for i = 1:height(data_meta.sums) + + % no of days + data_meta.sums.NoDays(i) = length(unique(floor(data_meta.selection.numtime))); + + % no of lying bouts + data_meta.sums.NoBouts(i) = sum(data_meta.selection.cow == ... + data_meta.sums.cow(i)); + + % max no of bouts per day + days = unique( + for j = 1:un + + % min no of bouts per day + + % avg number of bouts per day + + % no of days sdata + field_ = ['cow_' num2str(data_meta.sums.cow(i))]; + data_meta.sums.NoDaysSd(i) = length(unique(floor(datenum(sdata.(field_).date)))); + +end + + + + + + + diff --git a/S10_penalty_postprocess.m b/S10_penalty_postprocess.m index 6aabea2..0421156 100644 --- a/S10_penalty_postprocess.m +++ b/S10_penalty_postprocess.m @@ -16,4 +16,90 @@ % following steps are implemented. % ------------------------------------------------------------------------ % Steps: -% 1) load data ( \ No newline at end of file +% 1) set constants and filepaths +% 2) load data +% 3) summarize lying bouts +% 4) calculate minimum "residue" for no changepoint found + plot +% 5) create function to evaluate performance cp detection +% 6) determine and test penalties based on residue of no cp +% 7) visualise +% ------------------------------------------------------------------------ + +clear variables +close all +clc + +%% STEP 1: constants and filepaths +% this folder contains the results of the smoothing and data imputation +% scripts + +% results directory +init_.resdir = ['C:\Users\adria036\OneDrive - Wageningen '... + 'University & Research\iAdriaens_doc\Projects\' ... + 'eEllen\B4F_indTracking_cattle\B4F_results\']; + +%% STEP 2: load data +% data resulting from data imputation script / reference data +% the 'ground truth' = comparison base = data_meta.selection = from first +% to last bout + +% load data +load([init_.resdir 'D3_sdata_IQ_UWB.mat']) % from first to last icebout +load([init_.resdir 'D2_data_meta.mat']) + +% delete cow 280 (no data) +sdata = rmfield(sdata,'cow_280'); + +%% STEP 2a: calculate summary of lying bouts for manuscript and penalty +% based on data_meta.selection = selection + +% step 1: select data_meta.selection based on sdata available +for i = 1:height(data_meta.selection) + % check whether all the data is available in sdata + fields_ = ['cow_' num2str(data_meta.selection.cow(i))]; % field of sdat + start = find(datenum(sdata.(fields_).date) == ... + datenum(data_meta.selection.bDat(i)) + data_meta.selection.bTim(i)); + endb = find(datenum(sdata.(fields_).date) == ... + datenum(data_meta.selection.eDat(i)) + data_meta.selection.eTim(i)); + if ~isempty(start) & ~isempty(endb) + data_meta.selection.include(i) = 1; + else + data_meta.selection.include(i) = 0; + end +end + +% summary +data_meta.sums = table(unique(data_meta.selection.cow),'VariableNames',... + {'cow'}); +for i = 1:height(data_meta.sums) + + % no of days + data_meta.sums.NoDays(i) = length(unique(floor(... + data_meta.selection.numtime(... + data_meta.selection.cow ==data_meta.sums.cow(i))))); + + % no of lying bouts + data_meta.sums.NoBouts(i) = sum(data_meta.selection.cow == ... + data_meta.sums.cow(i)); + + % max no of bouts per day +% days = unique( +% for j = 1:un + + % min no of bouts per day + + % avg number of bouts per day + + % no of days sdata + field_ = ['cow_' num2str(data_meta.sums.cow(i))]; + data_meta.sums.NoDaysSd(i) = length(... + unique(floor(datenum(sdata.(field_).date)))); + +end + + + + + + + diff --git a/S7_modelling.m b/S7_modelling.m index c5397ff..c9e5e36 100644 --- a/S7_modelling.m +++ b/S7_modelling.m @@ -516,7 +516,7 @@ saveas(h, [init_.resdir 'FIG_lyingBouts_Z_CD.tif']) %% changepoint analysis - modelling -% 1) comparison = "selection" = data_meta_selection - first down-up event +% 1) comparison = "selection" = data_meta.selection - first down-up event % 2) check data "z" and "cd" availability + make additional selection % 3) perform the changepoint analysis (set "hyperparameters") = mean vs std % + number of changepoints + per day/week / ? diff --git a/manuscript/20210908_Adriaens_UWB_.log b/manuscript/20210908_Adriaens_UWB_.log index 675a870..70e1082 100644 --- a/manuscript/20210908_Adriaens_UWB_.log +++ b/manuscript/20210908_Adriaens_UWB_.log @@ -1,4 +1,4 @@ -This is pdfTeX, Version 3.141592653-2.6-1.40.22 (MiKTeX 21.2) (preloaded format=pdflatex 2021.5.7) 20 SEP 2021 19:29 +This is pdfTeX, Version 3.141592653-2.6-1.40.22 (MiKTeX 21.2) (preloaded format=pdflatex 2021.5.7) 28 SEP 2021 10:59 entering extended mode **./20210908_Adriaens_UWB_.tex (20210908_Adriaens_UWB_.tex @@ -277,7 +277,7 @@ ers/adria036/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfonts/cm/cmr7. pfb><C:/Users/adria036/AppData/Local/Programs/MiKTeX/fonts/type1/public/amsfont s/cm/cmsy10.pfb><C:/Users/adria036/AppData/Local/Programs/MiKTeX/fonts/type1/pu blic/amsfonts/cm/cmsy7.pfb> -Output written on 20210908_Adriaens_UWB_.pdf (8 pages, 155542 bytes). +Output written on 20210908_Adriaens_UWB_.pdf (8 pages, 155682 bytes). 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zNc@Oh4|}v_huZ&cv2dq{wcq8R?*9L_|Nq<d^*=AR%m4q}zyDvm{r@k^?f?JU{{PQ% z`#;xye0lx<Z@>ND^Yy<D|Nnh?{l9<V_5Z(axBvg;xc#5Nf8STv|5!ZX-<Rk1f1dvT zef9r`)&CzaxBvg;w*B9C-}nDJ{Ga93a{GTj&Hw+&-~an-{m;w$|JvLCeWzdl@2mg+ z)BFFN_OJi*wVvz$>->Koj@SR&|L@D~`?VcY?*DnWz5eIv{eQl^{{OkW{@3C9$wB{r z-M0Vt_59oSUi-zQ!<GdE*BL+gd$|6u|Nfuy^}nz0_nch(_uc+Kx99)=bi4lV{{K&x p%kTev{{Oe@_LqwE#hOm{eqKF&%Km?^`|tn#e<^@{%|0e(1^|RL#-acK diff --git a/manuscript/20210908_Adriaens_UWB_.tex b/manuscript/20210908_Adriaens_UWB_.tex index 08a1f64..fa4d98b 100644 --- a/manuscript/20210908_Adriaens_UWB_.tex +++ b/manuscript/20210908_Adriaens_UWB_.tex @@ -51,7 +51,7 @@ Precision livestock farming solutions typically aim at supporting monitoring and decision taking by farmers using on-farm sensors measuring a specific aspect of the animals' behavior, performance or, in the case of e.g. dairy cows, product. The resulting raw sensor data are often noisy time series, prone to errors caused not only by sensor failure or the harsh and changing farm environments in which they operate, but also by the animals' specific physiology itself. Consequently, these data have little value without proper (pre-)processing algorithms that translate the raw measures in features interpret-able by the targeted end-users. -In dairy production, precision technologies are vastly deployed and implemented. Individual animals are not only vulnerable because of the physiological stress they endure during lactation, timely and specific interventions can obviate animal suffering and financial losses. As each cow is highly valued and modern dairy farms grew larger over the past decade, investments in sensor technology became increasingly justifiable. Out of the many technologies available, a system monitoring cow position and its derived behavioral features not only promises to disclose cow health, but might also reveal welfare and social interactions - aspects that become increasingly important in the livestock production landscape. Hence, monitoring cow behavior offers new paths both for research and commercial decision support systems that can help the farmer manage their herd, optimize production and quickly act upon health and welfare problems. A continuous and essential step to better unlock the potential of cow behavioral analyses is the development of new sensor technologies, and more importantly, the corresponding data-processing algorithms that allow precise and timely interpretation of their data. +In dairy production, precision technologies are vastly deployed and implemented. The reason for the dairy sector being pacesetter in this area, is that animals are highly valuable but rather vulnerable, rendering individual monitoring crucial to optimize production, welfare and sustainability. Because of the physiological stress they endure during lactation, timely and specific interventions obviate animal suffering and financial losses. As modern dairy farms grew larger over the past decade, investments in sensor technology to guide these interventions became increasingly justifiable. Out of the many technologies available, a system monitoring cow position and its derived behavioral features not only promises to disclose cow health, but might also reveal welfare and social interactions - aspects that become increasingly important in the livestock production landscape. Hence, monitoring cow behavior offers new paths both for research and commercial decision support systems that can help the farmer manage their herd, optimize production and quickly act upon health and welfare problems. A continuous and essential step to better unlock the potential of cow behavioral analyses is the development of new sensor technologies, and more importantly, the corresponding data-processing algorithms that allow precise and timely interpretation of their data. [Lying behaviour and why we chose this.] -- GitLab