{"id":9882,"date":"2020-10-26T15:55:54","date_gmt":"2020-10-26T10:55:54","guid":{"rendered":"http:\/\/cewre.edu.pk\/web\/?p=9882"},"modified":"2020-10-29T12:39:38","modified_gmt":"2020-10-29T07:39:38","slug":"thesis-2018-ms-wre-16","status":"publish","type":"post","link":"http:\/\/cewre.edu.pk\/web\/2020\/10\/26\/thesis-2018-ms-wre-16\/","title":{"rendered":"Spatial Distribution and Drought Monitoring in Pothwar Region Using Satellite-Based Drought Indices and Geo-Informatics Techniques"},"content":{"rendered":"<div id=\"metaslider-id-9894\" style=\"max-width: 1700px; margin: 0 auto;\" class=\"ml-slider-3-50-0 metaslider metaslider-nivo metaslider-9894 ml-slider ms-theme-simply-dark has-dots-nav\" role=\"region\" aria-roledescription=\"Slideshow\" aria-label=\"Thesis- Waqar Haider (2018-MS-WRE-16)\">\n    <div id=\"metaslider_container_9894\">\n        <div class='slider-wrapper theme-default'><div class='ribbon'><\/div><div id='metaslider_9894' class='nivoSlider'><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide11.jpg\" class=\"slider-9894 slide-9915\" alt=\"\" data-caption=\"Study Area\" data-thumb=\"\" title=\"Slide11\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide11.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide11-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide11-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide11-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide11-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide24.jpg\" class=\"slider-9894 slide-9916\" alt=\"\" data-caption=\"Standardized Precipitation Index (SPI)\" data-thumb=\"\" title=\"Slide24\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide24.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide24-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide24-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide24-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide24-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide25.jpg\" class=\"slider-9894 slide-9917\" alt=\"\" data-caption=\"Comparison Between 3 &amp; 12 Months SPI\" data-thumb=\"\" title=\"Slide25\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide25.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide25-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide25-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide25-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide25-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide26.jpg\" class=\"slider-9894 slide-9918\" alt=\"\" data-caption=\"Comparison b\/w 3 &amp; 12 Months SPI\" data-thumb=\"\" title=\"Slide26\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide26.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide26-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide26-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide26-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide26-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide27.jpg\" class=\"slider-9894 slide-9919\" alt=\"\" data-caption=\"Drought Events in By 3 &amp; 12 Months SPI in Pothwar Region\" data-thumb=\"\" title=\"Slide27\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide27.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide27-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide27-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide27-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide27-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide29.jpg\" class=\"slider-9894 slide-9920\" alt=\"\" data-caption=\"Comparison b\/w SPI Classification VS Rainfall in Pothwar Region\" data-thumb=\"\" title=\"Slide29\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide29.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide29-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide29-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide29-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide29-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide30.jpg\" class=\"slider-9894 slide-9921\" alt=\"\" data-caption=\"Comparison b\/w SPI Classification VS Rainfall in Pothwar Region\" data-thumb=\"\" title=\"Slide30\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide30.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide30-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide30-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide30-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide30-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide33.jpg\" class=\"slider-9894 slide-9922\" alt=\"\" data-caption=\"Stream Flow Drought Indes (SDI) at Dhok Pathan &amp; Chirah Bridge\" data-thumb=\"\" title=\"Slide33\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide33.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide33-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide33-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide33-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide33-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide35.jpg\" class=\"slider-9894 slide-9923\" alt=\"\" data-caption=\"NDVI Maps for Rabbi &amp; Kharif Seasons in Pothwar Region\" data-thumb=\"\" title=\"Slide35\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide35.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide35-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide35-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide35-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide35-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide39.jpg\" class=\"slider-9894 slide-9924\" alt=\"\" data-caption=\"Land Cover Classification Maps\" data-thumb=\"\" title=\"Slide39\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide39.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide39-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide39-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide39-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide39-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide44.jpg\" class=\"slider-9894 slide-9925\" alt=\"\" data-caption=\"Spatial Rainfall Pattern &amp; Drought Conditions in Pothwar Region\" data-thumb=\"\" title=\"Slide44\" rel=\"\" srcset=\"http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide44.jpg 1280w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide44-300x169.jpg 300w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide44-1024x576.jpg 1024w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide44-768x432.jpg 768w, http:\/\/cewre.edu.pk\/web\/wp-content\/uploads\/2020\/10\/Slide44-600x338.jpg 600w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/div><\/div>\n        \n    <\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h3>ABSTRACT<\/h3>\n<p style=\"text-align: justify; color: #000000;\">Drought Ruins, historical cultures, information, assessment and management are crucial to survivals. Water scarcity in countries of agro-economic base such as Pakistan with poor drought management may collapse. Until now, drought mapping is ignored in Pakistan. If Pakistan can predetermine the severity of draughts along with their spatial and temporal variations, it can take better precautionary measures with some pre-management techniques and save the country from extreme losses. In this analysis of Pothwar area of Pakistan, the vicinity of drought estimation and mapping tried to fulfill. Water enrich state lost 85 percent of 3.40 MAF annual surface runoff. Spatial-temporal Agrometeorological droughts approximated for data lack, accuracy and validation with combined advance RS and GIS techniques. Non-parametric regression of statistical studies, mann-kendall and homogeneity analysis were measured in last 34 years. The drought indices SPI, SDI, and NDVI were used to estimate and track seasonal resolution. The SPI values, gathered in this study, had indicated Chakwal and Attock were highly drought prone when compared to Rawalpindi. The majority of drought occurred (92.3%) was seen coming under mild and moderate drought, and 7.7% were under the category of severe drought. The observatories in Chakwal and Attock recorded the greatest number of severe and extreme droughts when compared to the observatories in Rawalpindi and Jhelum. The SDI for the Soan river at Chirah bridge, the maximum of severe droughts for the reference periods had been observed in the last 20 years from 1990\u20132010. and at Dhok Pathan from 1989-2006. NDVI indicates deforestation and barren land increases. Isohytal map shows spatial distribution of rain and drought extremity observed extreme in the west region (Attock and Chakwal) was most drought prone area of the Pothwar region and it compromised 19% of total Pothwar region, while mild in the east (Rawalpindi and Jhelum) of about 2%.<\/p>\n<p>&nbsp;<\/p>\n<h4>Droughts Indices Used For This Project<\/h4>\n<ol style=\"color: #000000;\">\n<li>Standardized Precipitation Index (SPI)<\/li>\n<li>Stream Flow Drought Index (SDI)<\/li>\n<li>Normalized Difference Vegetation Index (NDVI)<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<div style=\"color: #000000;\">\n<strong><u>Name of Student:<\/u><\/strong><br \/>\nEngr. Waqar Haider (2018-MS-WRE-16)\n<\/div>\n<p><\/p>\n<div style=\"color: #000000;\">\n<strong><u>Name of Supervisor:<\/u><\/strong><br \/>\nDr. Ghulam Nabi\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; ABSTRACT Drought Ruins, historical cultures, information, assessment and management are crucial to survivals. Water scarcity in countries of agro-economic base such as Pakistan with poor drought management may collapse. Until now, drought mapping is ignored in Pakistan. If Pakistan &hellip; <\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"cybocfi_hide_featured_image":"","footnotes":""},"categories":[958],"tags":[],"_links":{"self":[{"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/posts\/9882"}],"collection":[{"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/comments?post=9882"}],"version-history":[{"count":7,"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/posts\/9882\/revisions"}],"predecessor-version":[{"id":9932,"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/posts\/9882\/revisions\/9932"}],"wp:attachment":[{"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/media?parent=9882"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/categories?post=9882"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/cewre.edu.pk\/web\/wp-json\/wp\/v2\/tags?post=9882"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}