我院陈庆发教授团队在岩体失稳判据研究方面取得新进展-特色金属材料与组合结构全寿命安全国家重点实验室

我院陈庆发教授团队在岩体失稳判据研究方面取得新进展

2023年04月09日 15:59 资环材点击：[]

近日，我院陈庆发教授团队在国际知名期刊《Engineering Geology》发表了题为《Deep learning-based multi-parameter early warning model under true triaxial conditions》的研究论文。广西大学为论文第一单位，通讯作者为陈庆发教授，第一作者为博士研究生刘晨阳。该研究工作得到了广西大学学科交叉科研项目的支持。

陈庆发教授团队多年来致力于岩体结构领域的研究，聚焦工程应用中的岩体裂隙结构问题，旨在解决因地质灾害引发的工程问题。

图神经网络多参数模型框架

深部开采领域中，岩体失稳的精准预警还面临许多挑战。结合了能量时间序列的尖点突变模型在预警方面显示出巨大潜力，但是这种方法存在两个缺陷，一是能量定义方法违背了基本的热力学定律，二是能量突变时间序列在建立过程还存在较大主观性，这导致定义的预警区间存在较大误差。在此基础上，本研究利用神经网络代替人工单一选取特征点，最大程度地避免了突变时间序列受主观影响，利用尖点突变理论为预警模型提供了科学合理的阈值，加深了时间序列的突变可视化程度，最终构建了预测预警一体化模型。

《Engineering Geology》是工程地质领域TOP期刊，在2022年中国科学院分区中，该期刊在“地球科学综合”大类与“工程地质”小类均划分为一区，最新影响因子6.902。

论文链接：

https://www.sciencedirect.com/science/article/pii/S0013795223001291

编辑|刘娜

审核|陈庆发

主编|沈大强

上一条：我院罗能能教授团队在Nature Communications发表关于NaNbO3反铁电体的重要研究新成果下一条：资源环境与材料学院学术报告：纤维素基环境友好材料的构建及在环境农业领域的应用

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'tid' => '1', 'pid' => '11', 'mid' => 'news', 'pids' => '0,11', 'name' => '科研队伍', 'dirname' => 'keyanduiwu', 'pdirname' => 'shouye/', 'child' => 1, 'disabled' => '0', 'ismain' => 1, 'childids' => '24,51,52,53,54', 'thumb' => '', 'show' => '1', 'content' => '', 'setting' => array ( 'disabled' => '0', 'linkurl' => '', 'getchild' => '0', 'notedit' => '0', 'urlrule' => 0, 'seo' => array ( 'list_title' => '[第{page}页{join}]{catpname}{join}{SITE_NAME}', 'list_keywords' => '', 'list_description' => '', ), 'template' => array ( 'pagesize' => '20', 'mpagesize' => '20', 'page' => 'page.html', 'list' => 'listimg.html', 'category' => 'listimg.html', 'search' => 'search.html', 'show' => 'show.html', ), 'cat_field' => NULL, 'module_field' => NULL, 'html' => 0, ), 'displayorder' => '0', 'pcatpost' => 0, 'topid' => '11', 'catids' => array ( 0 => '24', 1 => '51', 2 => '52', 3 => '53', 4 => '54', ), 'is_post' => 0, 'url' => 'http://wei.vialancer.com/index.php?c=category&id=24', 'total' => '请使用count标签查询', 'field' => array ( ), ), 25 => array ( 'id' => '25', 'tid' => '1', 'pid' => '11', 'mid' => 'news', 'pids' => '0,11', 'name' => '研究团队', 'dirname' => 'yjtd', 'pdirname' => 'shouye/', 'child' => 0, 'disabled' => '0', 'ismain' => 1, 'childids' => 25, 'thumb' => '', 'show' => '1', 'content' => '', 'setting' => array ( 'disabled' => '0', 'linkurl' => '', 'getchild' => '0', 'notedit' => '0', 'urlrule' => 0, 'seo' => array ( 'list_title' => '[第{page}页{join}]{catpname}{join}{SITE_NAME}', 'list_keywords' => '', 'list_description' => '', ), 'template' => array ( 'pagesize' => '20', 'mpagesize' => '20', 'page' => 'page.html', 'list' => 'list.html', 'category' => 'category.html', 'search' => 'search.html', 'show' => 'show.html', ), 'cat_field' => NULL, 'module_field' => NULL, 'html' => 0, ), 'displayorder' => '0', 'pcatpost' => 0, 'topid' => '11', 'catids' => array ( 0 => '25', ), 'is_post' => 1, 'url' => 'http://wei.vialancer.com/index.php?c=category&id=25', 'total' => '请使用count标签查询', 'field' => array ( ), ), )
urlrule	'/index.php?c=show&id=27&page=[page]'
fix_html_now_url	''
my_web_url	'http://wei.vialancer.com/index.php?c=show&id=27'
get	array ( 'c' => 'show', 'id' => '27', )

我院陈庆发教授团队在岩体失稳判据研究方面取得新进展

友情链接

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联系我们

Database (5 Queries across 0 Connection)

Views

运行时间：0.01ms

模板文件

引用提示

模板变量

Files ( 148 )

Routes

Events

History

View Data

Session User Data

Request ( HTTP/1.1 )

$_GET

Headers

Cookies

Response ( 200 - OK )

Headers

System Configuration

App.php	APPPATH/Config/App.php
Auto.php	FCPATH/App/Module/Config/Auto.php
Autoload.php	APPPATH/Config/Autoload.php
AutoloadConfig.php	APPPATH/System/Config/AutoloadConfig.php
Autoloader.php	APPPATH/System/Autoloader/Autoloader.php
BaseBuilder.php	APPPATH/System/Database/BaseBuilder.php
BaseCollector.php	APPPATH/System/Debug/Toolbar/Collectors/BaseCollector.php
BaseConfig.php	APPPATH/System/Config/BaseConfig.php
BaseConnection.php	APPPATH/System/Database/BaseConnection.php
BaseHandler.php	APPPATH/System/Cache/Handlers/BaseHandler.php
BaseResult.php	APPPATH/System/Database/BaseResult.php
BaseService.php	APPPATH/System/Config/BaseService.php
Builder.php	APPPATH/System/Database/MySQLi/Builder.php
Cache.php	APPPATH/Config/Cache.php
Cache.php	APPPATH/Extend/Cache.php
Cache.php	FCPATH/Fcms/Library/Cache.php
CacheFactory.php	APPPATH/System/Cache/CacheFactory.php
CacheInterface.php	APPPATH/System/Cache/CacheInterface.php
Category.php	FCPATH/App/Module/Action/Category.php
CliRenderer.php	APPPATH/System/ThirdParty/Kint/Renderer/CliRenderer.php
CodeIgniter.php	APPPATH/Extend/CodeIgniter.php
CodeIgniter.php	APPPATH/System/CodeIgniter.php
Common.php	APPPATH/System/Common.php
Config.php	APPPATH/System/Config/Config.php
Config.php	APPPATH/System/Database/Config.php
Connection.php	APPPATH/System/Database/MySQLi/Connection.php
ConnectionInterface.php	APPPATH/System/Database/ConnectionInterface.php
Constants.php	APPPATH/Config/Constants.php
Content.php	FCPATH/App/Module/Models/Content.php
Content.php	FCPATH/Fcms/Model/Content.php
ContentSecurityPolicy.php	APPPATH/Config/ContentSecurityPolicy.php
ContentSecurityPolicy.php	APPPATH/System/HTTP/ContentSecurityPolicy.php
Controller.php	APPPATH/Extend/Controller.php
Controller.php	APPPATH/System/Controller.php
Database.php	APPPATH/Config/Database.php
Database.php	APPPATH/System/Database/Database.php
Database.php	APPPATH/System/Debug/Toolbar/Collectors/Database.php
Date.php	FCPATH/Fcms/Field/Date.php
DebugToolbar.php	APPPATH/System/Filters/DebugToolbar.php
DotEnv.php	APPPATH/System/Config/DotEnv.php
Editor.php	FCPATH/Fcms/Field/Editor.php
Events.php	APPPATH/Config/Events.php
Events.php	APPPATH/System/Debug/Toolbar/Collectors/Events.php
Events.php	APPPATH/System/Events/Events.php
Exceptions.php	APPPATH/Config/Exceptions.php
Exceptions.php	APPPATH/Extend/Exceptions.php
Exceptions.php	APPPATH/System/Debug/Exceptions.php
Factories.php	APPPATH/System/Config/Factories.php
Factory.php	APPPATH/System/Config/Factory.php
Field.php	FCPATH/Fcms/Library/Field.php
File.php	FCPATH/Fcms/Field/File.php
FileHandler.php	APPPATH/System/Cache/Handlers/FileHandler.php
FileLocator.php	APPPATH/System/Autoloader/FileLocator.php
Files.php	APPPATH/System/Debug/Toolbar/Collectors/Files.php
FilterInterface.php	APPPATH/System/Filters/FilterInterface.php
Filters.php	APPPATH/Config/Filters.php
Filters.php	APPPATH/System/Filters/Filters.php
Header.php	APPPATH/System/HTTP/Header.php
Helper.php	FCPATH/Fcms/Core/Helper.php
Hook.php	APPPATH/Extend/Hook.php
Hooks.php	FCPATH/App/Module/Config/Hooks.php
Hooks.php	FCPATH/Fcms/Core/Hooks.php
IncomingRequest.php	APPPATH/System/HTTP/IncomingRequest.php
Init.php	APPPATH/Init.php
Init.php	FCPATH/Fcms/Init.php
Input.php	FCPATH/Fcms/Library/Input.php
Kint.php	APPPATH/Config/Kint.php
Kint.php	APPPATH/System/ThirdParty/Kint/Kint.php
Lang.php	FCPATH/Fcms/Library/Lang.php
Logger.php	APPPATH/Config/Logger.php
Logger.php	APPPATH/System/Log/Logger.php
LoggerInterface.php	APPPATH/System/ThirdParty/PSR/Log/LoggerInterface.php
Logs.php	APPPATH/System/Debug/Toolbar/Collectors/Logs.php
Member.php	FCPATH/Fcms/Model/Member.php
Message.php	APPPATH/System/HTTP/Message.php
MessageInterface.php	APPPATH/System/HTTP/MessageInterface.php
MessageTrait.php	APPPATH/System/HTTP/MessageTrait.php
Model.php	APPPATH/Extend/Model.php
Model.php	FCPATH/Fcms/Core/Model.php
Module.php	FCPATH/App/Module/Extends/Home/Module.php
Modules.php	APPPATH/Config/Modules.php
Modules.php	APPPATH/System/Modules/Modules.php
Paths.php	APPPATH/Config/Paths.php
Phpcmf.php	FCPATH/Fcms/Core/Phpcmf.php
Query.php	APPPATH/System/Database/Query.php
QueryInterface.php	APPPATH/System/Database/QueryInterface.php
Related.php	FCPATH/App/Module/Action/Related.php
Renderer.php	APPPATH/System/ThirdParty/Kint/Renderer/Renderer.php
RendererInterface.php	APPPATH/System/View/RendererInterface.php
Request.php	APPPATH/Extend/Request.php
Request.php	APPPATH/System/HTTP/Request.php
RequestInterface.php	APPPATH/System/HTTP/RequestInterface.php
RequestTrait.php	APPPATH/System/HTTP/RequestTrait.php
Response.php	APPPATH/System/HTTP/Response.php
ResponseInterface.php	APPPATH/System/HTTP/ResponseInterface.php
ResponseTrait.php	APPPATH/System/API/ResponseTrait.php
ResponseTrait.php	APPPATH/System/HTTP/ResponseTrait.php
Result.php	APPPATH/System/Database/MySQLi/Result.php
ResultInterface.php	APPPATH/System/Database/ResultInterface.php
RichRenderer.php	APPPATH/System/ThirdParty/Kint/Renderer/RichRenderer.php
RouteCollection.php	APPPATH/System/Router/RouteCollection.php
RouteCollectionInterface.php	APPPATH/System/Router/RouteCollectionInterface.php
Router.php	APPPATH/System/Router/Router.php
Router.php	FCPATH/Fcms/Library/Router.php
RouterInterface.php	APPPATH/System/Router/RouterInterface.php
Routes.php	APPPATH/Config/Routes.php
Routes.php	APPPATH/Extend/Routes.php
Routes.php	APPPATH/System/Config/Routes.php
Routes.php	APPPATH/System/Debug/Toolbar/Collectors/Routes.php
Security.php	FCPATH/Fcms/Library/Security.php
Seo.php	FCPATH/Fcms/Library/Seo.php
Service.php	FCPATH/Fcms/Core/Service.php
Services.php	APPPATH/Config/Services.php
Services.php	APPPATH/System/Config/Services.php
Show.php	FCPATH/Fcms/Control/Show.php
Text.php	FCPATH/Fcms/Field/Text.php
TextRenderer.php	APPPATH/System/ThirdParty/Kint/Renderer/TextRenderer.php
Textarea.php	FCPATH/Fcms/Field/Textarea.php
Timer.php	APPPATH/System/Debug/Timer.php
Timers.php	APPPATH/System/Debug/Toolbar/Collectors/Timers.php
Toolbar.php	APPPATH/Config/Toolbar.php
Toolbar.php	APPPATH/System/Debug/Toolbar.php
URI.php	APPPATH/System/HTTP/URI.php
UserAgent.php	APPPATH/System/HTTP/UserAgent.php
UserAgents.php	APPPATH/Config/UserAgents.php
Utils.php	APPPATH/System/ThirdParty/Kint/Utils.php
Version.php	FCPATH/My/Config/Version.php
View.php	APPPATH/Config/View.php
View.php	APPPATH/Extend/View.php
View.php	APPPATH/System/Config/View.php
View.php	APPPATH/System/View/View.php
View.php	FCPATH/Fcms/Core/View.php
Views.php	APPPATH/System/Debug/Toolbar/Collectors/Views.php
custom.php	/webdata/wei/config/custom.php
database.php	/webdata/wei/config/database.php
domain_app.php	/webdata/wei/cache/config/domain_app.php
domain_client.php	/webdata/wei/cache/config/domain_client.php
hooks.php	/webdata/wei/config/hooks.php
index.php	/webdata/wei/index.php
init.php	APPPATH/System/ThirdParty/Kint/init.php
init_helpers.php	APPPATH/System/ThirdParty/Kint/init_helpers.php
lang.php	/webdata/wei/api/language/zh-cn/lang.php
site.php	/webdata/wei/cache/config/site.php
system.php	/webdata/wei/cache/config/system.php
template_DS_pc_DS_default_DS_home_DS_footer.html.cache.php	/webdata/wei/cache/template/template_DS_pc_DS_default_DS_home_DS_footer.html.cache.php
template_DS_pc_DS_default_DS_home_DS_header.html.cache.php	/webdata/wei/cache/template/template_DS_pc_DS_default_DS_home_DS_header.html.cache.php
template_DS_pc_DS_default_DS_home_DS_show.html.cache.php	/webdata/wei/cache/template/template_DS_pc_DS_default_DS_home_DS_show.html.cache.php
url_helper.php	APPPATH/System/Helpers/url_helper.php

File:	/webdata/wei/dayrui/Fcms/Control/Show.php
App:	/
Controller:	show
Method:	index
URI:	show/index
URL:	http://wei.vialancer.com/index.php?c=show&id=27

Datetime	Status	Method	URL	Content-Type	Is AJAX?
2023-07-25 14:40:22	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 14:40:18	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:35	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:33	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:31	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:29	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:25	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:20	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:18	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:16	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:12	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:06	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:50:03	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:49:39	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 11:49:36	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 09:50:02	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 09:36:57	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 09:35:42	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-25 09:33:16	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No
2023-07-24 17:45:43	200	GET	http://wei.vialancer.com/	text/html; charset=UTF-8	No

Cookie	pgv_pvi=2798497912
Accept-Language	zh-CN,zh;q=0.9
Accept-Encoding	gzip, deflate
Referer	http://wei.vialancer.com/index.php?c=category&id=12
Accept	text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,/;q=0.8,application/signed-exchange;v=b3;q=0.7
User-Agent	Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36
Upgrade-Insecure-Requests	1
Connection	keep-alive
Host	wei.vialancer.com

CodeIgniter Version:	4.0.5
PHP Version:	7.2.16
PHP SAPI:	fpm-fcgi
Environment:	development
Base URL:	http://wei.vialancer.com/
Timezone:	PRC
Locale:	en
Content Security Policy Enabled:	No

Time	Event Name	Times Called
4.91 ms	pre_system	1
0.05 ms	dbquery	5

我院陈庆发教授团队在岩体失稳判据研究方面取得新进展

友情链接

联系我们

联系我们

4.0.5

Database (5 Queries across 0 Connection)

Views

运行时间：0.01ms

模板文件

引用提示

模板变量

Files ( 148 )

Routes

Events

History

View Data

Session User Data

Request ( HTTP/1.1 )

$_GET

Headers

Cookies

Response ( 200 - OK )

Headers

System Configuration