GET https://rct.dev.bbntimes.com/technology/revolutionizing-logistics-and-supply-chain-management-with-machine-learning

Response
200 OK
IP
216.73.216.240
Profiled on
Token
1b338f

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3600
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    }
    3713 => Symfony\Component\WebLink\Link {#3713
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    3710 => Symfony\Component\WebLink\Link {#3710
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    3708 => Symfony\Component\WebLink\Link {#3708
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"article_show"
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[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"b692ec"
category 
"technology"
slug 
"revolutionizing-logistics-and-supply-chain-management-with-machine-learning"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=eb2flh876t4f15pv7qad0tshmp"
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 
"Fri, 20 Jun 2025 05:12:08 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 
"1b338f"

Cookies

Request Cookies

Key Value
PHPSESSID 
"eb2flh876t4f15pv7qad0tshmp"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Fri, 20 Jun 25 05:12:07 +0000"
Last used 
"Fri, 20 Jun 25 05:12:07 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"1BqyxrsnIOi5llXKQ6SNVYoWdT__eEPRLhiSAaLA4aM"
_csrf/https-cookie_accept 
"zrs8iW40R4FtOcJV2tzp1iIi5namdOGoP4P_Sh6Co3U"

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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    "line" => 181
    "function" => "show"
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    "type" => "->"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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    ]
    "function" => "require_once"
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]
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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    ]
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]
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"
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  [
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    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
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    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
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    "function" => "callListeners"
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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=eb2flh876t4f15pv7qad0tshmp"
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/revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aFTtqCKR-3etdTex4HmIpwAAAMg"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
REDIRECT_SCRIPT_URL 
"/technology/revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aFTtqCKR-3etdTex4HmIpwAAAMg"
REDIRECT_URL 
"/public/technology/revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
REMOTE_ADDR 
"216.73.216.240"
REMOTE_PORT 
"41012"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1750396328
REQUEST_TIME_FLOAT 
1750396328.0287
REQUEST_URI 
"/technology/revolutionizing-logistics-and-supply-chain-management-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/revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
SCRIPT_URL 
"/technology/revolutionizing-logistics-and-supply-chain-management-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 
"aFTtqCKR-3etdTex4HmIpwAAAMg"

Sub Requests 6

CookieController :: renderAnalysis (token = 3b9f74)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7bf3bd"

AppController :: renderHeader (token = 7c8f58)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3f6aeb"
slug 
"home"

ArticleController :: trendingArticle (token = 762b9a)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"d6cc8a"
category 
"Technology"

ArticleController :: relatedArticles (token = f87e9d)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"865e55"
current_article 
App\Entity\Article {#1094
  -id: 13746
  -title: "Revolutionizing Logistics and Supply Chain Management with Machine Learning"
  -slug: "revolutionizing-logistics-and-supply-chain-management-with-machine-learning"
  -introtext: "<p>Machine learning&nbsp;can provide significant benefits including real-time demand forecasting, sustainable logistics, and advanced predictive analytics.</p>\r\n"
  -content: """
    \r\n
    <p>The logistics and supply chain industry is a complex network of various interconnected components that require meticulous planning, execution, and optimization to ensure smooth and efficient operations. The industry is constantly evolving, and with the advent of technology, new solutions are being developed to tackle traditional problems. Machine learning (ML) is one such technology that has the potential to <a href="technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations" target="_blank" rel="noopener">revolutionize logistics and supply chain management</a>.</p>\r\n
    <p><a href="technology/machine-learning-needs-our-attention" target="_blank" rel="noopener">Machine learning</a> has the ability to analyze vast amounts of data, recognize patterns, and make predictions that humans may not be able to perceive. This capability of <a href="technology/machine-learning-can-read-your-mind" target="_blank" rel="noopener">ML</a> has caught the attention of logistics and supply chain managers who are looking for ways to improve operational efficiency, reduce costs, and enhance customer satisfaction. In this article, we will explore the benefits of machine learning in logistics and supply chain management and its potential to transform the industry.</p>\r\n
    <p><img src="/images/0_H68CP7om94B4rQLo.jpg" alt="0_H68CP7om94B4rQLo.jpg" width="785" height="358" /></p>\r\n
    <p><em><a href="https://erpsolutionsoodles.medium.com/benefits-of-using-machine-learning-in-supply-chain-63c661d1f0e8" target="_blank" rel="noopener">Source: Medium</a></em></p>\r\n
    <h2>1. Enhancing Predictive Maintenance</h2>\r\n
    <p>Predictive maintenance is a proactive maintenance strategy that leverage machine learning algorithms to predict when a machine is likely to fail. By analyzing data from sensors and other sources, ML algorithms can detect patterns that indicate an impending failure. This enables logistics and supply chain managers to schedule maintenance before the machine breaks down, thereby minimizing downtime and reducing repair costs.</p>\r\n
    <p>For example, DHL uses machine learning algorithms to predict maintenance requirements for its delivery trucks. By analyzing data from sensors installed in the trucks, the algorithms can identify potential issues and alert the maintenance team. This has resulted in a 10% reduction in maintenance costs and a 25% decrease in truck downtime.</p>\r\n
    <h2>2. Providing Accurate Demand Forecasting</h2>\r\n
    <p>Demand forecasting is critical for logistics and supply chain managers as it enables them to plan production, inventory, and transportation.&nbsp;Machine learning algorithms can analyze historical data and external factors such as weather, holidays, and economic trends to predict future demand accurately. This helps managers to optimize inventory levels, reduce stockouts, and minimize waste.</p>\r\n
    <p>For example, Walmart rely on&nbsp;machine learning algorithms to forecast demand for its products. By analyzing sales data and other factors, the algorithms can predict demand with a high degree of accuracy. This enables Walmart to optimize inventory levels, reduce waste, and improve customer satisfaction.</p>\r\n
    <h2>3. Improving Route Optimization</h2>\r\n
    <p>Route optimization is a complex problem in logistics and supply chain management, and machine learning can help solve it.&nbsp;Machine learning algorithms can analyze data from various sources such as traffic patterns, weather conditions, and delivery schedules to determine the most efficient route for a delivery. This helps to reduce transportation costs, minimize delivery time, and improve customer satisfaction.</p>\r\n
    <p>For example, UPS exploits an ML-based optimization engine called ORION to determine the most efficient delivery routes for its drivers. By analyzing data from various sources, ORION can optimize routes in real-time, resulting in a 100 million-mile reduction in annual driving distance and a savings of 10 million gallons of fuel.</p>\r\n
    <h2>4. Maximizing Warehouse Optimization</h2>\r\n
    <p>Warehouse optimization is crucial for logistics and supply chain managers as it enables them to maximize the use of available space, reduce inventory costs, and improve order fulfillment. ML algorithms can analyze data from sensors, cameras, and other sources to optimize warehouse layout, inventory placement, and order picking processes.</p>\r\n
    <p>For example, Amazon utilizes machine learning algorithms to optimize its warehouse operations. By analyzing data from sensors and cameras, the algorithms can optimize inventory placement and order picking processes. This has resulted in a 50% reduction in operating costs and a 60% increase in warehouse capacity.</p>\r\n
    <h2>What's Next for Machine Learning in Logistics and Supply Chain?</h2>\r\n
    <p>The logistics and supply chain industry is undergoing a significant transformation with the advent of ML technology.&nbsp;</p>\r\n
    <p>Machine learning&nbsp;can have a significant impact on logistics and supply chain management in the future.</p>\r\n
    <p><img src="/images/ML_in_Logistics_DHL.jpeg" alt="ML_in_Logistics_DHL.jpeg" width="838" height="524" /></p>\r\n
    <p><a href="https://www.forbes.com/sites/louiscolumbus/2018/06/11/10-ways-machine-learning-is-revolutionizing-supply-chain-management/?sh=af61623e370c" target="_blank" rel="noopener"><em>Source: Forbes</em></a></p>\r\n
    <p>Machine learning algorithms can analyze vast amounts of data, recognize patterns, and make predictions that can help logistics and supply chain managers to optimize operations, reduce costs, and enhance customer satisfaction. The use of machine learning in logistics and supply chain management is still in its early stages, and there is immense potential for further innovation and improvement.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1692874200 {#1145
    date: 2023-08-24 10:50:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1692874322 {#1150
    date: 2023-08-24 10:52:02.0 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: 9369
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1692874200 {#1148
    date: 2023-08-24 10:50:00.0 UTC (+00:00)
  }
  -metakey: "Revolutionizing Logistics and Supply Chain Management with Machine Learning"
  -metadesc: "Machine learning\u{A0}can provide significant benefits including real-time demand forecasting, sustainable logistics, and advanced predictive analytics."
  -robots: null
  -publishedAt: DateTime @1692874200 {#1147
    date: 2023-08-24 10:50:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 7e4bf5)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f2d6fd"

CookieController :: renderCookie (token = f2f9e6)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"684ed2"