Land Use Land Cover (LULC) Change Analysis

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srcset="https://media.springernature.com/w144/springer-static/cover-hires/book/978-981-97-1316-5?as=webp 2x" alt=""> </picture> <span class="app-article-masthead__journal-title ">Hydrological Processes Modelling and Data Analysis</span> </a> <span class="app-article-masthead__conference-info"></span> </div> </div> </div> </section> </div> <div class="c-article-main u-container u-mt-24 u-mb-32 l-with-sidebar" id="main-content" data-component="article-container"> <main class="js-main-column u-serif c-chapter-body" data-track-component="chapter"> <article lang="en"> <div class="c-article-header"> <header> <div class="app-overview-section"> <ul class="c-article-author-list c-article-author-list--short" data-test="authors-list" data-component-authors-activator="authors-list"><li class="c-article-author-list__item"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Vijay_P_-Singh" data-author-popup="auth-Vijay_P_-Singh">Vijay P. Singh</a><sup class="u-js-hide"><a href="#Aff13">13</a></sup>, </li><li class="c-article-author-list__item"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Rajendra-Singh" data-author-popup="auth-Rajendra-Singh" data-corresp-id="c1">Rajendra Singh<svg width="16" height="16" focusable="false" role="img" aria-hidden="true" class="u-icon"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#icon-eds-i-mail-medium"></use></svg></a><sup class="u-js-hide"><a href="#Aff14">14</a></sup>, </li><li class="c-article-author-list__item c-article-author-list__item--hide-small-screen"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Pranesh_Kumar-Paul" data-author-popup="auth-Pranesh_Kumar-Paul">Pranesh Kumar Paul</a><sup class="u-js-hide"><a href="#Aff15">15</a></sup>, </li><li class="c-article-author-list__item c-article-author-list__item--hide-small-screen"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Deepak_Singh-Bisht" data-author-popup="auth-Deepak_Singh-Bisht">Deepak Singh Bisht</a><sup class="u-js-hide"><a href="#Aff16">16</a></sup> & </li><li class="c-article-author-list__show-more" aria-label="Show all 5 authors for this article" title="Show all 5 authors for this article">…</li><li class="c-article-author-list__item"><a data-test="author-name" data-track="click" data-track-action="open author" data-track-label="link" href="#auth-Srishti-Gaur" data-author-popup="auth-Srishti-Gaur">Srishti Gaur</a><sup class="u-js-hide"><a href="#Aff17">17</a></sup> </li></ul><button aria-expanded="false" class="c-article-author-list__button"><svg width="16" height="16" focusable="false" role="img" aria-hidden="true" class="u-icon"><use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#icon-eds-i-chevron-down-medium"></use></svg><span>Show authors</span></button> <div class="app-overview-section__separator app-overview-section__book-series"> <div class="app-book-series-listing"> <div> <svg class="app-book-series-listing__icon" width="24" height="24" aria-hidden="true" focusable="false"><use href="#icon-eds-i-book-series-medium"></use></svg> </div> <div> <p data-test="series-link"> <span class="app-book-series-listing__description">Part of the book series:</span> <a href="https://www.springer.com/series/6689" data-track="click" data-track-action="open book series" data-track-label="link">Water Science and Technology Library</a> ((WSTL,volume 127)) </p> </div> </div> </div> <div class="app-overview-section__separator" data-test="article-metrics"> <div id="altmetric-container"> <ul class="app-article-metrics-bar u-list-reset" data-test="article-metrics"> <li class="app-article-metrics-bar__item" data-test="access-count"> <p class="app-article-metrics-bar__count"><svg class="u-icon app-article-metrics-bar__icon" width="24" height="24" aria-hidden="true" focusable="false"> <use xlink:href="#icon-eds-i-accesses-medium"></use> </svg>325 <span class="app-article-metrics-bar__label">Accesses</span></p> </li> </ul> </div> </div> </div> </header> </div> <div data-article-body="true" data-track-component="chapter body" class="c-article-body"> <section aria-labelledby="Abs1" data-title="Abstract" lang="en"><div class="c-article-section" id="Abs1-section"><h2 id="Abs1" class="c-article-section__title js-section-title js-c-reading-companion-sections-item"><span class="c-article-section__title-number"> </span>Abstract</h2><div class="c-article-section__content" id="Abs1-content"><p>The chapter presents an overview of the Land Use Land Cover (LULC) by providing the background, cause and trajectories, modelling, scenario formation, and popular modelling software. The chapter also attempts to identify the limitations, challenges, and novel opportunities in LULC modelling. The main recommendation from the chapter is the utilisation of integrated modelling systems for LULC changes, along with the consideration of uncertainty associated with it. 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(2024). Land Use Land Cover (LULC) Change Analysis. In: Hydrological Processes Modelling and Data Analysis. Water Science and Technology Library, vol 127. 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