GET https://rct.dev.bbntimes.com/technology/solving-the-underwater-mysteries-with-machine-learning

Response
200 OK
IP
3.145.64.2
Profiled on
Token
8d2f9c

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3640
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    }
    3753 => Symfony\Component\WebLink\Link {#3753
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      -attributes: [
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    3750 => Symfony\Component\WebLink\Link {#3750
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    3749 => Symfony\Component\WebLink\Link {#3749
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    3748 => Symfony\Component\WebLink\Link {#3748
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"article_show"
_route_params 
[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"bd0804"
category 
"technology"
slug 
"solving-the-underwater-mysteries-with-machine-learning"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=15ushi3hkaep7kt2lgldsm5tr5"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 08:48:07 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"8d2f9c"

Cookies

Request Cookies

Key Value
PHPSESSID 
"15ushi3hkaep7kt2lgldsm5tr5"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 08:47:11 +0000"
Last used 
"Sat, 22 Feb 25 08:48:05 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"EmlVin14f26yR230Fw345eDxBREBEsvLXTMzuRYb7f4"
_csrf/https-cookie_accept 
"J8Q_gMue9beC0Vq_sOlZRZ8tAXJmEIuuLqkvdiN7Bvc"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "type" => "->"
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    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "renderHeader"
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  [
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    "function" => "handle"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
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  [
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    "function" => "render"
    "class" => "Twig\Environment"
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  [
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
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    "function" => "render"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
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    "line" => 76
    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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    "function" => "handle"
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    "function" => "run"
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=15ushi3hkaep7kt2lgldsm5tr5"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/solving-the-underwater-mysteries-with-machine-learning"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/solving-the-underwater-mysteries-with-machine-learning"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7mPRpDyWLT8YV1VjBo-5gAAAJU"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/solving-the-underwater-mysteries-with-machine-learning"
REDIRECT_SCRIPT_URL 
"/technology/solving-the-underwater-mysteries-with-machine-learning"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7mPRpDyWLT8YV1VjBo-5gAAAJU"
REDIRECT_URL 
"/public/technology/solving-the-underwater-mysteries-with-machine-learning"
REMOTE_ADDR 
"3.145.64.2"
REMOTE_PORT 
"20903"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740214086
REQUEST_TIME_FLOAT 
1740214086.6304
REQUEST_URI 
"/technology/solving-the-underwater-mysteries-with-machine-learning"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/solving-the-underwater-mysteries-with-machine-learning"
SCRIPT_URL 
"/technology/solving-the-underwater-mysteries-with-machine-learning"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7mPRpDyWLT8YV1VjBo-5gAAAJU"

Sub Requests 6

CookieController :: renderAnalysis (token = 9cd131)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"84e940"

AppController :: renderHeader (token = f99297)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"0bdbe6"
slug 
"home"

ArticleController :: trendingArticle (token = d24c67)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4d9e93"
category 
"Technology"

ArticleController :: relatedArticles (token = ea3cad)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"5875c1"
current_article 
App\Entity\Article {#1094
  -id: 2608
  -title: "Solving the Underwater Mysteries with Machine Learning"
  -slug: "solving-the-underwater-mysteries-with-machine-learning"
  -introtext: "<p>After mapping and understanding ground and aerial terrains, researchers are now exploring subterranean landscapes and unraveling marine mysteries with artificial intelligence (AI) and machine learning.</p>\r\n"
  -content: """
    \r\n
    <p>Oceans constitute nearly 71% of the Earth's surface, and almost 99% percent of these water bodies have living matter. The marine flora and fauna play an essential role in our ecosystem. Weather predictions, disaster management, climate change, or even the food industry are in some way or the other related to the underwater life cycle. Keeping this in mind, oceanologists and scientists are now studying and solving the marine mysteries with AI.</p>\r\n
    <h2><span style="color: #10228b;"><strong>Applying Artificial Intelligence and Machine Learning to Marine Mysteries</strong></span></h2>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media.licdn.com/dms/image/C4E12AQGP8RvPMpDDNQ/article-inline_image-shrink_1000_1488/0?e=1542240000&amp;v=beta&amp;t=b5y4h7dtn7W0YVzLxdp4UKz7A0n-aA4WTl7dq6OnBhk" alt="" width="935" height="700" data-media-urn="" data-li-src="https://media.licdn.com/dms/image/C4E12AQGP8RvPMpDDNQ/article-inline_image-shrink_1000_1488/0?e=1542240000&amp;v=beta&amp;t=b5y4h7dtn7W0YVzLxdp4UKz7A0n-aA4WTl7dq6OnBhk" /></div>\r\n
    <p><br />Water and machines usually don't go well together. Designing aquatic robots once seemed impossible. But, with advancements in the field of material science, resources are available to build robots that not only explore underwater terrains but also analyze them in real-time, withstanding the extreme physical conditions that oceans offer. Robotic marine vehicles equipped with AI are prevalent for studying the aquatic lifeforms as well as the landforms. With intensive sensors, cameras, and exhaustive communication systems to accurately communicate with the ground station, marine robots explore, gather, and study the data collected from below the seas to expand and interpolate our existing databases. Excavations are carried out under the oceans to dig out records and proofs of the earliest lifeforms in archaeology. Environmental scientists, to track the imbalances in the ecosystem, study the population of fishes and their growth trends. Underwater currents, temperature, tides, and the composition of water is used in weather forecasting and meteorology departments. Along with helping us understand how other sectors work in sync with the oceans, a study of the marine life offers insights into the aquatic ecosystem. Understanding the relation between different species and how one affects the other, dependence of life forms, both flora and fauna, on each other, causes of&nbsp;<a href="https://www.allerin.com/blog/machine-learning-can-save-us-from-disasters" target="_blank" rel="nofollow noopener">underwater disasters like tsunamis and hurricanes are studied</a>&nbsp;by exploring these areas with sophisticated robots and navigation systems. Such underwater AI capabilities are also used to map terrains and&nbsp;<a href="http://www.marinemec.com/news/view,collaboration-will-develop-ai-route-planning_51335.htm" target="_blank" rel="nofollow noopener">optimize navigation routes for naval application</a>&nbsp;particularly. The bots live-stream the videos from under the oceans to the ground stations, thus providing data to the mappers for planning optimized routes with minimum error.</p>\r\n
    <h2><span style="color: #10228b;"><strong>Solving the Marine Mysteries with Artificial Intelligence</strong></span></h2>\r\n
    <p>One of the greatest mysteries of all times, the Bermuda Triangle, is expected to get solved with the help of AI. NASA scientists deployed both, marine and aerial imaging systems, in the area to gather data on what exactly happens at the epicentre of the region. On studying the data, researchers noticed hexagonally shaped clouds that affect the ocean wave height drastically by 45 feet. This analysis wouldn't have been possible without complex yet sturdy machinery that would be able to navigate and communicate from within the rough seas. Another example of&nbsp;<a href="http://news.mit.edu/2017/unlocking-marine-mysteries-artificial-intelligence-1215" target="_blank" rel="nofollow noopener">solving marine mysteries with remotely piloted marine vehicles</a>&nbsp;is the case study of the Charles River. Every year, during spring, the icebergs melt, raising the water levels as a sign of warm weather. The students of MIT, with their professor, build bots to study the causes and consequences of such environmental changes. These studies are then applied and extended to naval and marine applications for building systems that can minimize the damage. AI has successfully proved its potential for ground level applications. It’s application in the underwater domain, however, will still need some time to be mastered. But considering the self-teaching and learning nature that AI machines have, they are bound to solve even the last mystery that the oceans hold.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1536765109 {#1145
    date: 2018-09-12 15:11:49.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1536765301 {#1150
    date: 2018-09-12 15:15:01.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 5503
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1536765099 {#1148
    date: 2018-09-12 15:11:39.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "After mapping and understanding ground and aerial terrains, researchers are now exploring subterranean landscapes and unraveling marine mysteries with artificial intelligence (AI) and machine learning."
  -robots: null
  -publishedAt: DateTime @1536765099 {#1147
    date: 2018-09-12 15:11:39.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 22a6b7)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"50ff6e"

CookieController :: renderCookie (token = 4ec92b)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"2d9135"