{"id":3055,"date":"2020-01-22T15:20:24","date_gmt":"2020-01-22T12:20:24","guid":{"rendered":"http:\/\/hqsoftwarelab.com\/?post_type=portfolio&#038;p=3055"},"modified":"2025-04-15T11:24:14","modified_gmt":"2025-04-15T08:24:14","slug":"agriculture-iot-app-to-analyze-soil-composition-in-real-time","status":"publish","type":"portfolio","link":"https:\/\/hqsoftwarelab.com\/portfolio\/agriculture-iot-app-to-analyze-soil-composition-in-real-time\/","title":{"rendered":"IoT: An Agriculture App to Analyze Soil Composition in Real Time"},"content":{"rendered":"\n<section class=\"light-gray-bg section-padding-highlights\">\r\n      <div class=\"container container-small\">\r\n        <h2 class=\"h2\">Highlights <\/h2>\r\n        <p><\/p>\n<ul class=\"hq-list\">\n<li>Partnership with a private farm to equip 30 tractors with the developed solution<\/li>\n<li>Soil analysis across 35+ configurable parameters<\/li>\n<li>Gathering data from two million data points daily<\/li>\n<li>Visualizing analysis results on a map in real time<\/li>\n<\/ul>\n        <div class=\"row technologies-used\">\r\n          <div class=\"col\">\r\n            <div class=\"technologies-used__col\">\r\n              <p><span>Technologies Used:<\/span> Python, C++<\/p>\r\n            <\/div>\r\n          <\/div>\r\n          <div class=\"col-auto\">\r\n                          <div class=\"technologies-used__col\"><p><span>Methodology:<\/span> Agile<\/p><\/div>\r\n                        <\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/section>\n\n<section class=\"section text-block\">\r\n      <div class=\"container container-small\">\r\n        <h2>Customer<\/h2>\n<p>The company is a manufacturer of measurement instruments primarily for agricultural purposes, electronic sensors, and customizable solutions based on the near-infrared spectroscopy technology.<\/p>\n<p>The customer&rsquo;s portfolio includes a variety of hardware IoT solutions that facilitate the performance of harvesters, grain carts, slurry tankers, balers, etc.<\/p>\n<style>\n    .portfolioSwiper-image {\n        object-fit: cover;\n        display: block;\n        margin-left: auto;\n        margin-right: auto;\n        \/*height: 100%;*\/\n    }\n    @media (max-width: 767px) {\n        .portfolioSwiper-image {\n            object-fit: cover;\n            display: block;\n            margin-left: auto;\n            margin-right: auto;\n            \/*height: 100%;*\/\n        }\n    }\n<\/style>\n<div class=\"swiper portfolioSwiper\" style=\"max-width: unset;\">\n    <div class=\"swiper-wrapper\">\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/photo_2025-09-19_10-02-31.jpg\" alt=\"photo 2025 09 19 10 02 31 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"sas\">\n                <img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/1_240827.jpg\" alt=\"1 240827 -\" title=\"\">\n            <\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/2_240724.jpg\" alt=\"2 240724 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/3_240125.jpg\" alt=\"3 240125 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/4_230616.jpg\" alt=\"4 230616 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/5_220815.jpg\" alt=\"5 220815 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/6_210625.jpg\" alt=\"6 210625 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/7_210618.jpg\" alt=\"7 210618 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n    <\/div>\n    <div class=\"swiper-pagination\"><\/div>\n<\/div>\n<h2>Need<\/h2>\n<p>Partnering with HQSoftware, the customer wanted to develop a system that would allow for analyzing soil composition and submit reports right in the field. The application should be capable of visualizing the analysis results on the map in real time.<\/p>\n<h2>Challenges<\/h2>\n<p>Under the project, the team at HQSoftware had to address the following issues:<\/p>\n<ul>\n<li>As the solution was to aggregate data from nearly two million data points daily, our engineers needed to ensure unsurpassed scalability.<\/li>\n<li>The analyzed data should be visualized on a map in real time.<\/li>\n<li>On data gathering, an operator should be able to download a report and investigate the analysis results offline.<\/li>\n<\/ul>\n<blockquote class=\"blockquote-bg\" style=\"background-image: url('\/wp-content\/themes\/hq\/images\/11.svg');color: white; background-repeat: no-repeat;background-size: cover;\">\n    <div class=\"row flex-column-reverse flex-md-row\">\n        <div class=\"col-md-4 mb-3\">\n            <p><img decoding=\"async\" style=\"max-width: 50%;\" src=\"\/wp-content\/themes\/hq\/images\/Vika%20Rokash-photoaidcom-cropped.png\" alt=\"Vika Rokash photoaidcom cropped -\" title=\"\"><\/p>\n        <\/div>\n        <div class=\"col-md-8 mb-4 mb-md-4 pl-md-5 d-flex flex-column justify-content-between\">\n            <div class=\"h3\">Looking for similar solutions or something unique to your needs?<\/div>\n            <p>Contact us today! We&rsquo;re happy to explore your needs!<\/p>\n        <\/div>\n    <\/div>\n    <div class=\"row\">\n        <div class=\"col-md-4\">\n            <p>\n                <strong>Victoria Rokash<\/strong><br>\n                Business Development Manager\n            <\/p>\n        <\/div>\n        <div class=\"col-md-8 d-flex align-items-end mt-4 mt-md-0 pl-md-5\">\n            <a class=\"btn btn-primary btn-view-all prototype-btn-text\" href=\"\/contact-us\/\">Get in touch<\/a>\n        <\/div>\n    <\/div>\n<\/blockquote>\n<h2>Solution<\/h2>\n<p>Developers at HQSoftware collected sensor data with Raspberry Pi and visualized it via an Android mobile application. Our team made it possible to streamline and visualize the results of soil composition analysis on the map in real time.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3817\" src=\"\/wp-content\/uploads\/2020\/02\/6-1.png\" alt=\"6 1 -\" width=\"250\" height=\"500\" title=\"\"> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3819\" src=\"\/wp-content\/uploads\/2020\/02\/6-2.png\" alt=\"6 2 -\" width=\"250\" height=\"500\" title=\"\"><\/p>\n<p>As a tractor drove through the field, an operator can track 35+ parameters, such as soil texture, structure, acid level, etc. Experts at HQSoftware ensured that it took a single second for the system to visualize constantly incoming data.<\/p>\n<p>To provide an easy-to-use experience, our engineers enabled an operator to configure data visualization with a possibility to group soil parameters, distribute them by amount, and change their highlighting.<\/p>\n<p>Developers at HQSoftware made it possible to visualize up to two million data points on a map with zero downtime.<\/p>\n<p style=\"text-align: center\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3820\" src=\"\/wp-content\/uploads\/2020\/02\/6-3.png\" alt=\"6 3 -\" width=\"250\" height=\"500\" title=\"\"> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3821\" src=\"\/wp-content\/uploads\/2020\/02\/6-4.png\" alt=\"6 4 -\" width=\"250\" height=\"500\" title=\"\"><\/p>\n<p>Finally, our team automated report generation, so that an operator could download a ready-to-use map with all the soil parameters analyzed and visualized in a comprehensible manner.<\/p>\n<h2>Outcome<\/h2>\n<p>Collaborating with HQSoftware, the customer developed an application that gathers and analyzes soil composition across 35+ configurable parameters, as well as visualizes the results on a map in real time. The delivered solution is capable of aggregating data from two million data points daily with zero downtime. In the field, operators enjoy the possibility to download a ready-to-use map to further inspect the analysis results offline.<\/p>\n<p>At the moment, the customer partnered with a private farm to equip 30 tractors with the delivered system. In the future, it is planned to move the application to the cloud.<\/p>\n<p><strong>Read more about our&nbsp;<a href=\"\/solutions\/internet-of-things\/\">IoT services and solutions.<\/a><\/strong><\/p>\n      <\/div>\r\n    <\/section>\n\n\r\n<section class=\"section-news\">\r\n      <div class=\"container\">\r\n        <div class=\"section-top text-center\">\r\n          <h2 class=\"h2 section-title\">Check Out Other Works<\/h2>\r\n          <p>See How We Approach Business Objectives\r\n\r\n<\/p>\r\n        <\/div>\r\n        <div class=\"row section-news-row\">\r\n\r\n\r\n      <div class=\"col-md-4 section-news-item\">\r\n          <div class=\"section-news-item__inner \">\r\n              <a href=\"https:\/\/hqsoftwarelab.com\/portfolio\/iot-a-sensor-based-air-health-analyzer-for-smart-homes\/\" class=\"section-news-item__link\"><\/a>\r\n              <div class=\"section-news-item__img\">\r\n                  <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Banner.Sensor-based-Air-Health-Analyzer-for-Smart-Homes-353x235.png\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Banner.Sensor-based-Air-Health-Analyzer-for-Smart-Homes-726x482.png 2x\" alt=\"Banner.Sensor based Air Health Analyzer for Smart Homes 353x235 -\" title=\"\">\r\n              <\/div>\r\n              <div class=\"section-news-item__top\">\r\n                  <div class=\"section-news-item__top-left\">\r\n                      <a href=\"https:\/\/hqsoftwarelab.com\/industry\/iot\/\" class=\"section-news-item__category\">Internet of Things<\/a>\r\n                  <\/div>\r\n                  <span class=\"section-news-item__readmore hq-readmore icon-arrow-right-i\"><\/span>\r\n              <\/div>\r\n              <div class=\"h3 section-news-item__bottom\">Sensor-based Air Health Analyzer for Smart Homes<\/div>\r\n          <\/div>\r\n      <\/div>\r\n\r\n    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data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Agriculture-IoT-workflow-automation-726x482.jpg 2x\" alt=\"Agriculture IoT workflow automation 353x235 -\" title=\"\">\r\n              <\/div>\r\n              <div class=\"section-news-item__top\">\r\n                  <div class=\"section-news-item__top-left\">\r\n                      <a href=\"https:\/\/hqsoftwarelab.com\/industry\/iot\/\" class=\"section-news-item__category\">Internet of Things<\/a>\r\n                  <\/div>\r\n                  <span class=\"section-news-item__readmore hq-readmore icon-arrow-right-i\"><\/span>\r\n              <\/div>\r\n              <div class=\"h3 section-news-item__bottom\">IoT: Tender-Winning Automation of an Agricultural Workflow<\/div>\r\n          <\/div>\r\n      <\/div>\r\n\r\n              <\/div>\r\n                          <\/div>\r\n<\/section>\n\n\n\n<section class=\"section your-project\">\r\n    <div class=\"anchor-consultation\" 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Complete this form, and receive a free personalized proposal from your dedicated manager.<\/p>\r\n\r\n                            <div class=\"seo-block__image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/ava1@2.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/ava1@2.jpg 2x\" alt=\"ava1@2 -\" title=\"\">\r\n                <\/div>\r\n                <p class=\"seo-block__name\">Sergei Vardomatski<\/p>\r\n                <p class=\"seo-block__position\">Founder<\/p>\r\n            \r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  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