Remote Monitoring of Plants Submitted to the Drought Condition

Renato Herrig Furlanetto, Camila Rocco da Silva

Abstract


The drought is a complex natural phenomenon difficult to detect, cause serious economic, environmental and social consequences. Due to the development slow, without beginning and end known, cause changes in the behavior in level morphological, physiological and phonological to able to survive such a condition. These changes can be detected by techniques of remote sensing. The detection and quantification is based on difference in reflectance of the electromagnetic energy of the light that focuses under the plants. The differences in reflectance can be obtained by sensors, such as earth observation satellites, extracted through the relation of different wavelengths, vegetation index that shows the occurrence of the drought phenomenon and it can be incorporated phonological and climatological data, improving the results obtained. The objective of this review is to present the characteristics of plants when submitted to drought conditions, in addition methods to available for remote monitoring of this phenomenon, through the use of remote sensing.


Keywords


Hydric stress; drought in agriculture; remote sensing; vegetation index.

References


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SELECT isip.subscription_id FROM institutional_subscription_ip isip, subscriptions s, subscription_types st WHERE ((isip.ip_end IS NOT NULL AND 59699349 >= isip.ip_start AND 59699349 <= isip.ip_end AND isip.subscription_id = s.subscription_id AND s.journal_id = 3 AND s.status = 1 AND s.type_id = st.type_id AND st.institutional = 1 AND ((st.non_expiring = 1) OR (st.non_expiring = 0 AND ('2025-04-04 11:05:51' >= s.date_start AND '2025-04-04 11:05:51' <= s.date_end))) AND (st.format = 1 OR st.format = 17)) OR (isip.ip_end IS NULL AND 59699349 = isip.ip_start AND isip.subscription_id = s.subscription_id AND s.journal_id = 3 Speed: 1.631 ms
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Speed: 2.874 ms
SELECT i.* FROM issues i, published_articles pa, articles a WHERE i.issue_id = pa.issue_id AND pa.article_id = 5033 AND pa.article_id = a.article_id AND i.journal_id = 3 Speed: 1.633 ms
SELECT * FROM issue_settings WHERE issue_id = 294 Speed: 0.923 ms
Speed: 0.905 ms
SELECT * FROM author_settings WHERE author_id = 12352 Speed: 0.708 ms
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Speed: 0.769 ms
SELECT * FROM author_settings WHERE author_id = 12352 Speed: 0.646 ms
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SELECT i.* FROM issues i, published_articles pa, articles a WHERE i.issue_id = pa.issue_id AND pa.article_id = 5033 AND pa.article_id = a.article_id AND i.journal_id = 3 Speed: 1.337 ms
SELECT * FROM issue_settings WHERE issue_id = 294 Speed: 0.663 ms
Speed: 0.626 ms
SELECT * FROM author_settings WHERE author_id = 12352 Speed: 0.614 ms
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SELECT i.* FROM issues i, published_articles pa, articles a WHERE i.issue_id = pa.issue_id AND pa.article_id = 5033 AND pa.article_id = a.article_id AND i.journal_id = 3 Speed: 1.300 ms
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Speed: 0.710 ms
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Speed: 0.696 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11392 Speed: 0.544 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11393 Speed: 0.618 ms
SELECT * FROM citation_settings WHERE citation_id = 11394 Speed: 0.699 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11394 Speed: 0.769 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11395 Speed: 0.712 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11396 Speed: 0.737 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11398 Speed: 0.665 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11399 Speed: 0.652 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11400 Speed: 0.674 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11402 Speed: 0.668 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11406 Speed: 0.611 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11407 Speed: 0.568 ms
SELECT * FROM citation_settings WHERE citation_id = 11408 Speed: 0.579 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11409 Speed: 0.615 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11410 Speed: 0.614 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11412 Speed: 0.629 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11413 Speed: 0.601 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11414 Speed: 0.605 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11415 Speed: 0.637 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11416 Speed: 0.602 ms
SELECT * FROM citation_settings WHERE citation_id = 11417 Speed: 0.584 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11417 Speed: 0.623 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11418 Speed: 0.631 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11420 Speed: 0.653 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11421 Speed: 0.759 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11422 Speed: 0.654 ms
SELECT * FROM citation_settings WHERE citation_id = 11423 Speed: 0.702 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11423 Speed: 0.682 ms
SELECT * FROM citation_settings WHERE citation_id = 11424 Speed: 0.701 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11424 Speed: 0.645 ms
SELECT * FROM citation_settings WHERE citation_id = 11425 Speed: 0.565 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11425 Speed: 0.608 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11426 Speed: 0.617 ms
SELECT * FROM citation_settings WHERE citation_id = 11427 Speed: 0.705 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11427 Speed: 0.656 ms
SELECT * FROM citation_settings WHERE citation_id = 11428 Speed: 0.779 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11428 Speed: 0.798 ms
SELECT * FROM citation_settings WHERE citation_id = 11429 Speed: 0.784 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11429 Speed: 0.750 ms
SELECT * FROM citation_settings WHERE citation_id = 11430 Speed: 0.786 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11430 Speed: 0.770 ms
SELECT * FROM citation_settings WHERE citation_id = 11431 Speed: 0.791 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11431 Speed: 0.786 ms
SELECT * FROM citation_settings WHERE citation_id = 11432 Speed: 0.780 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11432 Speed: 0.781 ms
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SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11433 Speed: 0.745 ms
SELECT * FROM citation_settings WHERE citation_id = 11434 Speed: 0.721 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11434 Speed: 0.800 ms
SELECT * FROM citation_settings WHERE citation_id = 11435 Speed: 0.763 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11435 Speed: 0.826 ms
SELECT * FROM citation_settings WHERE citation_id = 11436 Speed: 0.748 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11436 Speed: 0.764 ms
SELECT * FROM citation_settings WHERE citation_id = 11437 Speed: 0.777 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11437 Speed: 0.647 ms
SELECT * FROM citation_settings WHERE citation_id = 11438 Speed: 0.595 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11438 Speed: 0.636 ms
SELECT * FROM citation_settings WHERE citation_id = 11439 Speed: 0.589 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11439 Speed: 0.637 ms
SELECT * FROM citation_settings WHERE citation_id = 11440 Speed: 0.587 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11440 Speed: 0.627 ms
SELECT * FROM citation_settings WHERE citation_id = 11441 Speed: 0.602 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11441 Speed: 0.621 ms
SELECT * FROM citation_settings WHERE citation_id = 11442 Speed: 0.596 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11442 Speed: 0.756 ms
SELECT * FROM citation_settings WHERE citation_id = 11443 Speed: 0.690 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11443 Speed: 0.638 ms
SELECT * FROM citation_settings WHERE citation_id = 11444 Speed: 0.580 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11444 Speed: 0.621 ms
SELECT * FROM citation_settings WHERE citation_id = 11445 Speed: 0.711 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11445 Speed: 0.776 ms
SELECT * FROM citation_settings WHERE citation_id = 11446 Speed: 0.686 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11446 Speed: 0.635 ms
SELECT * FROM citation_settings WHERE citation_id = 11447 Speed: 0.604 ms
SELECT * FROM metadata_descriptions WHERE assoc_type = 1048579 AND assoc_id = 11447 Speed: 0.650 ms
SELECT i.* FROM issues i, published_articles pa, articles a WHERE i.issue_id = pa.issue_id AND pa.article_id = 5033 AND pa.article_id = a.article_id AND i.journal_id = 3 Speed: 1.396 ms
SELECT * FROM issue_settings WHERE issue_id = 294 Speed: 0.623 ms
SELECT pa.*, a.*, COALESCE(stl.setting_value, stpl.setting_value) AS section_title, COALESCE(sal.setting_value, sapl.setting_value) AS section_abbrev FROM published_articles pa INNER JOIN articles a ON pa.article_id = a.article_id LEFT JOIN sections s ON s.section_id = a.section_id LEFT JOIN section_settings stpl ON (s.section_id = stpl.section_id AND stpl.setting_name = title AND stpl.locale = en_US) LEFT JOIN section_settings stl ON (s.section_id = stl.section_id AND stl.setting_name = title AND stl.locale = en_US) LEFT JOIN section_settings sapl ON (s.section_id = sapl.section_id AND sapl.setting_name = abbrev AND sapl.locale = en_US) LEFT JOIN section_settings sal ON (s.section_id = sal.section_id AND sal.setting_name = abbrev AND sal.locale = en_US) INNER JOIN article_settings ast ON a.article_id = ast.article_id WHERE ast.setting_name = pub-id::publisher-id AND ast.setting_value = 5033 Speed: 26.888 ms
SELECT pa.*, a.*, COALESCE(stl.setting_value, stpl.setting_value) AS section_title, COALESCE(sal.setting_value, sapl.setting_value) AS section_abbrev FROM published_articles pa, articles a LEFT JOIN sections s ON s.section_id = a.section_id LEFT JOIN section_settings stpl ON (s.section_id = stpl.section_id AND stpl.setting_name = title AND stpl.locale = en_US) LEFT JOIN section_settings stl ON (s.section_id = stl.section_id AND stl.setting_name = title AND stl.locale = en_US) LEFT JOIN section_settings sapl ON (s.section_id = sapl.section_id AND sapl.setting_name = abbrev AND sapl.locale = en_US) LEFT JOIN section_settings sal ON (s.section_id = sal.section_id AND sal.setting_name = abbrev AND sal.locale = en_US) WHERE pa.article_id = a.article_id AND a.article_id = 5033 Speed: 5.415 ms
Speed: 1.240 ms
SELECT * FROM article_galley_settings WHERE galley_id = 3540 Speed: 0.855 ms
SELECT * FROM article_settings WHERE article_id = 5033 Speed: 1.226 ms
Speed: 1.236 ms
Speed: 0.975 ms
SELECT * FROM author_settings WHERE author_id = 12352 Speed: 0.848 ms
SELECT * FROM author_settings WHERE author_id = 12353 Speed: 0.878 ms
6.99 MB

Used Memory

128M

Total Available

270.45 kB string: PKPApplication::construct
472

Total Files

2.79 MB

Total Size

153.75 kB

Largest

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1.96 kB /var/www/revistas/lib/pkp/includes/bootstrap.inc.php
10.86 kB /var/www/revistas/lib/pkp/includes/functions.inc.php
14.41 kB /var/www/revistas/classes/core/Application.inc.php
16.62 kB /var/www/revistas/lib/pkp/classes/core/PKPApplication.inc.php
8.91 kB /var/www/revistas/classes/statistics/StatisticsHelper.inc.php
1.34 kB /var/www/revistas/lib/pkp/classes/core/PKPProfiler.inc.php
5.43 kB /var/www/revistas/lib/pkp/lib/pqp/classes/PhpQuickProfiler.php
2.81 kB /var/www/revistas/lib/pkp/lib/pqp/classes/Console.php
15.21 kB /var/www/revistas/lib/pkp/classes/core/Core.inc.php
40.97 kB /var/www/revistas/lib/pkp/classes/core/String.inc.php
1.73 kB /var/www/revistas/lib/pkp/classes/core/Registry.inc.php
2.83 kB /var/www/revistas/lib/pkp/classes/config/Config.inc.php
5.65 kB /var/www/revistas/lib/pkp/classes/config/ConfigParser.inc.php
1.93 kB /var/www/revistas/lib/pkp/classes/db/DAORegistry.inc.php
19.59 kB /var/www/revistas/lib/pkp/classes/db/DAO.inc.php
6.68 kB /var/www/revistas/lib/pkp/classes/db/DBConnection.inc.php
5.72 kB /var/www/revistas/lib/pkp/classes/db/DAOResultFactory.inc.php
1.74 kB /var/www/revistas/lib/pkp/classes/core/ItemIterator.inc.php
13.65 kB /var/www/revistas/lib/pkp/classes/core/DataObject.inc.php
1.31 kB /var/www/revistas/lib/pkp/classes/db/XMLDAO.inc.php
9.05 kB /var/www/revistas/lib/pkp/classes/xml/XMLParser.inc.php
1.93 kB /var/www/revistas/lib/pkp/classes/xml/XMLParserDOMHandler.inc.php
5.11 kB /var/www/revistas/lib/pkp/classes/xml/XMLNode.inc.php
3.69 kB /var/www/revistas/lib/pkp/classes/cache/CacheManager.inc.php
2.65 kB /var/www/revistas/lib/pkp/classes/cache/FileCache.inc.php
2.88 kB /var/www/revistas/lib/pkp/classes/cache/GenericCache.inc.php
14.28 kB /var/www/revistas/classes/security/Validation.inc.php
2.18 kB /var/www/revistas/classes/security/Role.inc.php
2.18 kB /var/www/revistas/classes/security/Hashing.inc.php
8.97 kB /var/www/revistas/lib/pkp/classes/session/SessionManager.inc.php
9.79 kB /var/www/revistas/classes/template/TemplateManager.inc.php
16.67 kB /var/www/revistas/classes/search/ArticleSearch.inc.php
13.23 kB /var/www/revistas/classes/search/ArticleSearchIndex.inc.php
2.18 kB /var/www/revistas/lib/pkp/classes/search/SearchFileParser.inc.php
904 bytes /var/www/revistas/lib/pkp/classes/search/SearchHTMLParser.inc.php
1.01 kB /var/www/revistas/lib/pkp/classes/search/SearchHelperParser.inc.php
2.27 kB /var/www/revistas/classes/file/PublicFileManager.inc.php
1.32 kB /var/www/revistas/lib/pkp/classes/file/PKPPublicFileManager.inc.php
16.46 kB /var/www/revistas/lib/pkp/classes/file/FileManager.inc.php
47.83 kB /var/www/revistas/lib/pkp/classes/template/PKPTemplateManager.inc.php
62.05 kB /var/www/revistas/lib/pkp/lib/smarty/Smarty.class.php
2.69 kB /var/www/revistas/lib/pkp/lib/smarty/plugins/modifier.escape.php
16.22 kB /var/www/revistas/classes/notification/NotificationManager.inc.php
18.78 kB /var/www/revistas/lib/pkp/classes/notification/PKPNotificationManager.inc.php
2.54 kB /var/www/revistas/classes/notification/Notification.inc.php
4.26 kB /var/www/revistas/lib/pkp/classes/notification/PKPNotification.inc.php
8.44 kB /var/www/revistas/lib/pkp/classes/notification/NotificationDAO.inc.php
7.73 kB /var/www/revistas/lib/pkp/classes/plugins/PluginRegistry.inc.php
3.74 kB /var/www/revistas/lib/pkp/classes/plugins/HookRegistry.inc.php
5.65 kB /var/www/revistas/classes/i18n/AppLocale.inc.php
19.37 kB /var/www/revistas/lib/pkp/classes/i18n/PKPLocale.inc.php
5.65 kB /var/www/revistas/lib/pkp/classes/i18n/LocaleFile.inc.php
113.87 kB /var/www/revistas/lib/pkp/lib/adodb/adodb.inc.php
38.87 kB /var/www/revistas/lib/pkp/lib/adodb/adodb-time.inc.php
1.56 kB /var/www/revistas/lib/pkp/lib/adodb/adodb-iterator.inc.php
7.25 kB /var/www/revistas/lib/pkp/lib/adodb/drivers/adodb-postgres7.inc.php
31.48 kB /var/www/revistas/lib/pkp/lib/adodb/drivers/adodb-postgres64.inc.php
7.36 kB /var/www/revistas/lib/pkp/classes/core/Dispatcher.inc.php
2.59 kB /var/www/revistas/classes/core/Request.inc.php
22.48 kB /var/www/revistas/lib/pkp/classes/core/PKPRequest.inc.php
6.79 kB /var/www/revistas/lib/pkp/lib/phputf8/utils/validation.php
16.08 kB /var/www/revistas/lib/pkp/classes/core/PKPComponentRouter.inc.php
18.64 kB /var/www/revistas/lib/pkp/classes/core/PKPRouter.inc.php
1.95 kB /var/www/revistas/classes/core/PageRouter.inc.php
12.41 kB /var/www/revistas/lib/pkp/classes/core/PKPPageRouter.inc.php
4.76 kB /var/www/revistas/lib/pkp/classes/session/SessionDAO.inc.php
3.89 kB /var/www/revistas/lib/pkp/classes/session/Session.inc.php
12.28 kB /var/www/revistas/classes/journal/JournalDAO.inc.php
12.25 kB /var/www/revistas/classes/journal/Journal.inc.php
3.39 kB /var/www/revistas/lib/pkp/classes/metadata/MetadataTypeDescription.inc.php
2.46 kB /var/www/revistas/lib/pkp/classes/filter/ClassTypeDescription.inc.php
6.21 kB /var/www/revistas/lib/pkp/classes/filter/TypeDescription.inc.php
3.52 kB /var/www/revistas/lib/pkp/classes/filter/TypeDescriptionFactory.inc.php
3.03 kB /var/www/revistas/lib/pkp/classes/site/SiteDAO.inc.php
7.18 kB /var/www/revistas/lib/pkp/classes/site/Site.inc.php
8.19 kB /var/www/revistas/lib/pkp/classes/site/VersionDAO.inc.php
5.60 kB /var/www/revistas/lib/pkp/classes/site/Version.inc.php
474 bytes /var/www/revistas/plugins/generic/stopForumSpam/index.php
6.41 kB /var/www/revistas/plugins/generic/stopForumSpam/StopForumSpamPlugin.inc.php
1.88 kB /var/www/revistas/lib/pkp/classes/plugins/GenericPlugin.inc.php
1.77 kB /var/www/revistas/lib/pkp/classes/plugins/LazyLoadPlugin.inc.php
2.18 kB /var/www/revistas/classes/plugins/Plugin.inc.php
21.74 kB /var/www/revistas/lib/pkp/classes/plugins/PKPPlugin.inc.php
434 bytes /var/www/revistas/plugins/generic/tinymce/index.php
13.85 kB /var/www/revistas/plugins/generic/tinymce/TinyMCEPlugin.inc.php
482 bytes /var/www/revistas/plugins/generic/googleAnalytics/index.php
7.99 kB /var/www/revistas/plugins/generic/googleAnalytics/GoogleAnalyticsPlugin.inc.php
516 bytes /var/www/revistas/plugins/generic/announcementFeed/index.php
4.84 kB /var/www/revistas/plugins/generic/announcementFeed/AnnouncementFeedPlugin.inc.php
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