{"id":3275,"date":"2024-10-14T08:29:12","date_gmt":"2024-10-14T08:29:12","guid":{"rendered":"https:\/\/www.go-inicio.com\/?p=3275"},"modified":"2025-03-25T13:33:18","modified_gmt":"2025-03-25T13:33:18","slug":"a-new-look-revolutionizing-solar-plant-prospection-with-automated-viewshed-analysis-2","status":"publish","type":"post","link":"https:\/\/www.go-inicio.com\/en\/a-new-look-revolutionizing-solar-plant-prospection-with-automated-viewshed-analysis-2","title":{"rendered":"A new look: Revolutionizing Solar Plant Prospection with Automated Viewshed Analysis"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Context<\/h2>\n\n<p>Inicio\u2019s promise is to identify the best locations for solar power plants using Eywa, our in-house algorithm. While there is an increasing need to develop Europe renewable energy production, finding places where this activity is compatible with the local contraints is not easy. <\/p>\n\n<p>This is especially true for Inicio where we aim at finding medium to large scale projects that will respect and bring synergies to the local agricultural activity. We hence need to follow numerous and strict conditions to avoid disrupting the surrounding area. They can be related to town planning, agricultural planing, protected areas, etc\u2026 One of them is visibility from close housing and historical monuments.  <\/p>\n\n<p>Since this is a hard constraint, as a solar power plant developer you will aim to identify this risk as soon as possible when looking for the perfect place. Ideally in the early phases of your research and before having to go on the field. But how can you do that without seeing the surrounding area by yourself?  <\/p>\n\n<h3 class=\"wp-block-heading\">Visibility contraints are painful<\/h3>\n\n<p>Most of the solar project developers are using tools like Google Earth, QGIS, ArcGIS, etc\u2026 to predict if there will be visibility issues.<\/p>\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37-1024x1024.png\" alt=\"\" class=\"wp-image-2953\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/06\/6662d12b60f7493e5911a5c5_Screenshot_2024-06-04_at_18.15.37.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 1: We want to know which areas in the selected zone are visible from housing in the area<\/figcaption><\/figure>\n\n<p>This process is quite slow and not really precise as you will need to guess which areas of your future project will be visible, or manually process huge datasets by yourself. In the best case scenario you will ask a GIS (Geographic Information System) expert to perform a \u201cViewshed analysis\u201d (more explanations in the next section) but this process will still be manual and highly dependent on your datasets quality. <\/p>\n\n<p>At Inicio, we need to quickly predict if an area will be suitable for solar projects, using our in-house tech solutions. This enables our prospection team to travel through France to meet the lands private owners and local authorities. Since we found a large number of leads across the territory, we don\u2019t want to waste their time travelling to a location where there are important visibility issues.  <\/p>\n\n<p>That\u2019s why we decided to develop a fully-automated pipeline to identify which areas are visible from every building and monument on France territory, and provide the prospection team with a viewshed analysis tool giving precise visibility analysis in less than a second.<\/p>\n\n<h3 class=\"wp-block-heading\">Running a viewshed analysis requires technical GIS knowledge<\/h3>\n\n<p>Viewshed analysis is already well known by GIS experts and some tools like QGIS can help you performing it.<\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"666\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb1ed7ea9b81713b5b8b_DTM_DSM.svg-1024x666.png\" alt=\"\" class=\"wp-image-3149\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb1ed7ea9b81713b5b8b_DTM_DSM.svg-1024x666.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb1ed7ea9b81713b5b8b_DTM_DSM.svg-300x195.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb1ed7ea9b81713b5b8b_DTM_DSM.svg-768x499.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb1ed7ea9b81713b5b8b_DTM_DSM.svg-1536x998.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb1ed7ea9b81713b5b8b_DTM_DSM.svg.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 2a: Digital Surface Model include topography (Digital Terrain Model) and every obstacle on the ground<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"672\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb31e2f5a39bdcf471f8_979b26e6-d972-4aac-8875-e6e008d3cf89-1024x672.png\" alt=\"\" class=\"wp-image-3152\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb31e2f5a39bdcf471f8_979b26e6-d972-4aac-8875-e6e008d3cf89-1024x672.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb31e2f5a39bdcf471f8_979b26e6-d972-4aac-8875-e6e008d3cf89-300x197.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb31e2f5a39bdcf471f8_979b26e6-d972-4aac-8875-e6e008d3cf89-768x504.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662cb31e2f5a39bdcf471f8_979b26e6-d972-4aac-8875-e6e008d3cf89.png 1328w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 2b: Viewshed analysis computes all areas visible from an observer (viewpoint)<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p>However, it requires to have access to local a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Digital_elevation_model\">Digital Surface Model<\/a> (DSM) &#8211; a 3D representation of terrain elevation and overlaying objects &#8211; and to manually specify the position of all potential observation points.<\/p>\n\n<p>On Figure 3a below we can see two different types of elevations:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Ground elevation (large green areas) that correspond to hills around the area of interest<\/li>\n\n\n\n<li>Obstacles on the ground (small hot areas) mostly due to housing and trees<\/li>\n<\/ul>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1024x1024.png\" alt=\"\" class=\"wp-image-3155\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 3a: Colorized Digital Surface Model around the area of interest. The redder the higher. <\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17-1024x1024.png\" alt=\"\" class=\"wp-image-3158\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662c7faa79f53c09bef1d3a_Screenshot_2024-06-04_at_18.16.17.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 3b: Input positions of the surrounding buildings from our data<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p>Once you\u2019ve ran your viewshed analysis, you obtain a heatmap of areas that are visible from the surrounding viewpoints &#8211; in our case close housing buildings &#8211; as shown on Figure 4. We used QGIS for the analysis of areas visible from within 1km of every surrounding viewpoints. <\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29-1024x1024.png\" alt=\"\" class=\"wp-image-3161\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d4f49dbc8fbe23139ce4_Screenshot_2024-06-04_at_18.16.29.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 4: Results of the QGIS viewshed analysis. Heatmap of the number of viewpoints seeing the area within less than 1km <\/figcaption><\/figure>\n\n<p>Comparing the viewshed analysis results with the DSM (Figure 5a  Figure 5b), we can see that the hill in the center is obstructing the view from the building in the city center on the left, leaving a large non-visible area. Visible areas are also easily identifiable and are often areas with an important elevation (trees, buildings, etc\u2026). <\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d6c1bb56dfc7e165c996_analysis-1024x1024.png\" alt=\"\" class=\"wp-image-3164\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d6c1bb56dfc7e165c996_analysis-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d6c1bb56dfc7e165c996_analysis-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d6c1bb56dfc7e165c996_analysis-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d6c1bb56dfc7e165c996_analysis-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d6c1bb56dfc7e165c996_analysis.png 1072w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 5a: Viewshed analysis helps us identifying hidden and exposed areas<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1-1024x1024.png\" alt=\"\" class=\"wp-image-3167\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-1.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 5b: DSM provides a good explanation of why some ares are hidden<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p>The main drawbacks of using such a tool lies in the steps you have to perform to obtain the results:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Download the local DSM data  load it into QGIS<\/li>\n\n\n\n<li>Manually annotate the surrounding viewpoints<\/li>\n\n\n\n<li>Parameterise the analysis with a lot of parameters: viewpoints elevation, visibility distance, type of analysis, etc\u2026<\/li>\n\n\n\n<li>Run the analysis<\/li>\n\n\n\n<li>Repeat the operation every time you change a single viewpoint, the visibility distance, etc\u2026<\/li>\n<\/ul>\n\n<p>The Inicio prospection team can\u2019t rely on such a method for analysing ~60 new leads per week that can be located anywhere within France territory, hence requiring the download of the whole country DSM and ~64M buildings. Also, this result is not really handy as 1km is way too much and it\u2019s hard to infer how many viewpoints in the area are seeing each piece of area. <\/p>\n\n<h2 class=\"wp-block-heading\">Challenges we faced building an automated viewshed analysis tool<\/h2>\n\n<h3 class=\"wp-block-heading\">Finding the right tool<\/h3>\n\n<p>The first step for building a viewshed analysis tool is having an algorithm capable of processing our data and create valuable analysis results. While we could have attempt to implement it ourselves, we decided to explore state-of-the-art tools that have been developed and maintain for several years. <\/p>\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/GDAL\">GDAL<\/a> &#8211; Geospatial Data Abstraction Library &#8211; is a performant piece of software for working with geospatial data. It\u2019s an industry standard that have been providing numerous solutions for reading writing geographic data for the past 20 years. We use it on a daily basis at Inicio and are very familiar with its usage.  <\/p>\n\n<p>GDAL provides a tool for running viewshed analysis! In fact, QGIS is relying on the GDAL utility to compute viewshed analysis. The main difference is that using GDAL directly provides a near perfect integration with our existing systems and codebase, in addition to improved performances.  <\/p>\n\n<h3 class=\"wp-block-heading\">Finding the right data<\/h3>\n\n<p>The most important piece of the puzzle is find a reliable Digital Surface Model (DSM) dataset.<\/p>\n\n<p>We are lucky to develop this piece of software in France because the open data ecosystem is one of the most complete and reliable in the world according to <a href=\"https:\/\/opendatabarometer.org\/\">The Open Data Barometer<\/a>. One of the main vendor is the French national mapping institute: <a href=\"https:\/\/en.wikipedia.org\/wiki\/Institut_national_de_l%27information_g%C3%A9ographique_et_foresti%C3%A8re\">IGN<\/a>. They provide a lot of high quality datasets for free and a lot of augmented data. One of those is a DSM providing a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Lidar\">LIDAR<\/a> (laser-based measurement system) mapping of the apparent ground elevation of the territory, on a 50cm grid!   <\/p>\n\n<p>This type of data is called \u201craster\u201d and can be visualised like pictures: It\u2019s made of pixels that have a value equal to the ground elevation + any obstacle on the ground (Figure 2a). In our exemple, each pixel represent the value of the apparent elevation (the elevation + any obstacle on the ground) on a 50cm square tile. <\/p>\n\n<p>While this dataset precision is top-notch, its size &#8211; 8Tb &#8211; is quite a big number. It\u2019s equivalent to ~1400 hours (60 days) of 4K video. Its main drawback compared to a less-precise tiling are:  <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Increased cost of storage <\/strong>Since we will need this data available for our viewshed analysis computations, we\u2019ll have to store it on the long run.<\/li>\n\n\n\n<li><strong>Increased computation time.<\/strong><\/li>\n<\/ul>\n\n<p>The following table highlights some estimations made for comparing different grid precision:<\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"194\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d809579ff87572288f76_Screenshot-2024-06-07-at-11.50.54-1024x194.png\" alt=\"\" class=\"wp-image-3172\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d809579ff87572288f76_Screenshot-2024-06-07-at-11.50.54-1024x194.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d809579ff87572288f76_Screenshot-2024-06-07-at-11.50.54-300x57.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d809579ff87572288f76_Screenshot-2024-06-07-at-11.50.54-768x146.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d809579ff87572288f76_Screenshot-2024-06-07-at-11.50.54.png 1330w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p>This data needs processing in order to reduce its volume and reach acceptable storage costs and computation time. One well-known operation on rasters is resampling: Instead of having a pixel every 50cm on a grid, we resample it using GDAL to obtain 5m pixels. This operation allows us to reduce the total time for computing the viewshed analysis by ~99% and the data size by ~99%.   <\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2-1024x1024.png\" alt=\"\" class=\"wp-image-3175\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d0d89063e0e6c1f3e702_Screenshot_2024-06-04_at_18.16.47-2.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 6a: Original 50cm precision<\/figcaption><\/figure>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-4 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56-1024x1024.png\" alt=\"\" class=\"wp-image-3178\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8a690713c98d515c9a3_Screenshot_2024-06-04_at_18.16.56.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 6b: Resampled 1m precision<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00-1024x1024.png\" alt=\"\" class=\"wp-image-3181\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00-1536x1536.png 1536w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d8bbbf8b53cc5d95865f_Screenshot_2024-06-04_at_18.17.00.png 1608w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 6c: Resampled 5m precision<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p>Figure 6a, Figure 6b  Figure 6c are showing the comparison between the different pixel sampling sizes. Because of the size of the projects we are aiming to locate, sufficient precision is obtained by resampling our raster from 50cm pixels to 5m pixels. <\/p>\n\n<h3 class=\"wp-block-heading\">Putting everything together<\/h3>\n\n<p>Having this data and those tools in hand, we\u2019ve been able to compute and store viewshed analysis for the entire territory of France: 64M buildings and 551 695 km2 on a 5m square grid.<\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"316\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d90aa7df61da51ecd288_Untitled-2024-05-30-1058-1024x316.png\" alt=\"\" class=\"wp-image-3186\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d90aa7df61da51ecd288_Untitled-2024-05-30-1058-1024x316.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d90aa7df61da51ecd288_Untitled-2024-05-30-1058-300x93.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d90aa7df61da51ecd288_Untitled-2024-05-30-1058-768x237.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d90aa7df61da51ecd288_Untitled-2024-05-30-1058.png 1342w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Figure 7: Simplified workflow for processing viewshed results<\/figcaption><\/figure>\n\n<p>Figure 7 shows the main building blocks of our data ingestion and processing algorithms. Those steps are quite simple but the size of the data and complexity of the analysis made this pipeline a major challenge. We will not go into the details of how the data is stored, how it\u2019s loaded into our algorithm, nor how our jobs were orchestrated and ran &#8211; as each one of those steps would require a dedicated article.  <\/p>\n\n<h2 class=\"wp-block-heading\">Our game changing, in-house solution<\/h2>\n\n<h3 class=\"wp-block-heading\">Humans are knowledgable<\/h3>\n\n<p>While we could\u2019ve claimed to develop a fully automated algorithm capable of removing areas that are visible by too many viewpoints, we strongly believe that for such projects we can\u2019t bypass human expertise. Taking every building into account and for an arbitrary distance would be too restrictive and would lead to wrong results. <\/p>\n\n<p>Instead we chose to create a handy, super fast tool for analysing visibility areas of surrounding buildings. It enables our prospection team to draw any geometry on the ground, get all the surrounding viewpoints &#8211; within a distance they can set, and select which ones are of interest: we don\u2019t want to analyse visible areas from farms that belong to the person that owns the land where we\u2019ll put the future solar project &#8211; but we really care about not being visible from housing buildings. The visibility distance can also change depending on a lot of parameters. Those can only be inferred by a human.   <\/p>\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"A new look: Revolutionizing Solar Plant Prospection with Automated Viewshed Analysis\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/84lSjur8L_E?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n<h3 class=\"wp-block-heading\">Comparison with reality<\/h3>\n\n<p>Validating our results was obviously mandatory before releasing our tool. We had to compare computed visibility areas with data collected on various places on the field. Below are a few comparison between our tool and pictures taken by our prospection team. The red rectangles on the left images are showing the building of interest while the green dot are it\u2019s location  visibility area from our tool. The red star is observer position on the field.    <\/p>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-5 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d97f98e70cd267043308_photo2-1024x1024.png\" alt=\"\" class=\"wp-image-3189\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d97f98e70cd267043308_photo2-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d97f98e70cd267043308_photo2-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d97f98e70cd267043308_photo2-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d97f98e70cd267043308_photo2-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d97f98e70cd267043308_photo2.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">This house can see us on the field<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9a0f6b1990fed8fcabc_pos2-1024x1024.png\" alt=\"\" class=\"wp-image-3192\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9a0f6b1990fed8fcabc_pos2-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9a0f6b1990fed8fcabc_pos2-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9a0f6b1990fed8fcabc_pos2-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9a0f6b1990fed8fcabc_pos2-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9a0f6b1990fed8fcabc_pos2.png 1293w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Our tool shows we are in its visibility area<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-6 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9d4f70e9c46c46c0bef_photo1-1024x1024.png\" alt=\"\" class=\"wp-image-3195\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9d4f70e9c46c46c0bef_photo1-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9d4f70e9c46c46c0bef_photo1-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9d4f70e9c46c46c0bef_photo1-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9d4f70e9c46c46c0bef_photo1-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9d4f70e9c46c46c0bef_photo1.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">We can&#8217;t be seen from this building<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9e83305268f6fcaebbe_pos1-1024x1024.png\" alt=\"\" class=\"wp-image-3198\" srcset=\"https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9e83305268f6fcaebbe_pos1-1024x1024.png 1024w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9e83305268f6fcaebbe_pos1-300x300.png 300w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9e83305268f6fcaebbe_pos1-150x150.png 150w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9e83305268f6fcaebbe_pos1-768x768.png 768w, https:\/\/www.go-inicio.com\/wp-content\/uploads\/2024\/10\/6662d9e83305268f6fcaebbe_pos1.png 1293w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Which corresponds to our viewshed analysis output<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<h2 class=\"wp-block-heading\">Where to go from here?<\/h2>\n\n<p>Our tool has greatly improved our prospection team capabilities to identify suitable Solar plant locations and is used every day at different steps in our project lifecycle. As we will grow we expect to meet stronger requirements related to data storage and analysis results precision. <\/p>\n\n<p>This is only the first step building this tool and we can already foresee multiple improvements:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Data storage costs and performances can be improve<\/strong>. L&#8217;int\u00e9gration des donn\u00e9es DSM des nouveaux pays n\u00e9cessitera de revoir la mani\u00e8re dont nous ing\u00e9rons et stockons les donn\u00e9es. L&#8217;utilisation d&#8217;une grille de 1 m\u00e8tre pourrait \u00eatre n\u00e9cessaire \u00e0 un moment donn\u00e9 pour am\u00e9liorer la pr\u00e9cision de l&#8217;analyse et augmentera \u00e9galement la taille globale du stockage.  <\/li>\n\n\n\n<li><strong>Analysis can be refined to integrate finest parameterisation<\/strong>. Right now all buildings are treated the same way while we could distinguish their highest point of view. Visibility area is also slightly reworked for storage efficiency.  <\/li>\n\n\n\n<li><strong>Real-time analysis could be a great asset<\/strong>, allowing us to avoid storing our results, run fine-grained analyses, etc\u2026<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Context Inicio\u2019s promise is to identify the best locations for solar power plants using Eywa, our in-house algorithm. While there is an increasing need to develop Europe renewable energy production, finding places where this activity is compatible with the local contraints is not easy. This is especially true for Inicio where we aim at finding [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":2957,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-3275","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A new look: Revolutionizing Solar Plant Prospection with Automated Viewshed Analysis - Inicio<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.go-inicio.com\/en\/a-new-look-revolutionizing-solar-plant-prospection-with-automated-viewshed-analysis-2\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A new look: Revolutionizing Solar Plant Prospection with Automated Viewshed Analysis - Inicio\" \/>\n<meta property=\"og:description\" content=\"Context Inicio\u2019s promise is to identify the best locations for solar power plants using Eywa, our in-house algorithm. 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