Computational Intelligence For Data Analysis

Artificial Immune Systems Imputation-based Traffic Prediction

Author(s): M. Vasumathi Devi, E. Laxmi Lydia* and '>Hima Bindu Gogineni

Pp: 32-48 (17)

DOI: 10.2174/9781681089430121010005

* (Excluding Mailing and Handling)

Abstract

Utilizing intelligent navigation systems necessitates the development of effective methods for assessing road conditions. This comprises real-time root data collection from the road network and forecasting the evolution of route characteristics, which are frequently dependent on incomplete or erroneous data from vehicle detectors. This article presents an overview of the imputation capabilities of artificial immune systems that are suited for future Internet services allowed by OpenFlow. OpenFlow technology enables network operations, protocol segmentation, and an integrated management layer in routers and switches. OpenFlow enables major changes in the behavior of the networks and protocols with which it is related. Numerous services are not offered actively. As a result, this article is titled Artificial Immune System (AIS) Algorithm-Based Traffic Prediction, which describes how this algorithm is utilized to anticipate long-term underlying causes. Data on urban data flow are used to make predictive estimations of data sensitivity. The simulation results demonstrate that the proposed sequence achieves the same accuracy as random predictions while requiring fewer blocks than standard solutions.


Keywords: Artificial Immune System, Traffic Prediction, OpenFlow Technology, Intelligent Navigation.

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      • 11. app/Models/ContentAccess.php:647
      • 12. app/Http/Controllers/ChapterController.php:1478
      • 13. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
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      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1518
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Trial Access" as access_base_text, CASE j.type WHEN 111 THEN true ELSE false END as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_trail` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 58841643 and j.to_ip >=58841643 )) and ((j.from_date <= 1739848220 and j.to_date >= 1739848220 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 16081) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Subscribed" as access_base_text, false as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_corporate` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 58841643 and j.to_ip >=58841643 )) and ((j.from_date <= 1739848220 and j.to_date >= 1739848220 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 16081) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Token Based Access" as access_base_text, false as terms_popup, "R" as content_download_type, j.uc_id as restricted_user_access_key, "v" as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_token` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 58841643 and j.to_ip >=58841643 )) and ((j.from_date <= 1739848220 and j.to_date >= 1739848220 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 16081)
      560μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
      Backtrace
      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1549
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • select b.banner_link, b.banner_name, b.banner_script, b.banner_remarks, b.banner_file_name, b.banner_placement, bd.content_type, bd.content_id from `tbl_banner` as `b` inner join `tbl_banner_detail` as `bd` on `bd`.`banner_id` = `b`.`banner_id` inner join `users` as `u` on `u`.`id` = `b`.`updated_by` where `b`.`banner_ebook` = 1 and `bd`.`content_type` = 'B' and `bd`.`content_id` = 3269 and `b`.`banner_from_date` <= 1739848220 and `b`.`banner_to_date` >= 1739848220 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.07msalphaeurekaselec_live_10_06_2022Banner.php#95
      Bindings
      • 0: 1
      • 1: B
      • 2: 3269
      • 3: 1739848220
      • 4: 1739848220
      • 5: A
      Backtrace
      • 13. app/Models/Banner.php:95
      • 14. app/Http/helpers.php:404
      • 17. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 18. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    • select count(*) as aggregate from `uc_cart_products` where cart_id='e1e2a8aedec6a6c42e7bf1b398eacaa9'
      220μsalphaeurekaselec_live_10_06_2022Cart.php#271
      Backtrace
      • 15. app/Models/Cart.php:271
      • 16. view::layouts._header:260
      • 18. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 20. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    App\Models\Keywords
    4Keywords.php#?
    App\Models\Chapter
    1Chapter.php#?
    App\Models\Ebook
    1Ebook.php#?
        _token
        4kzVqrmyLWdrSaR9SJmlEo1qxus4Mc5tSDb0PINr
        uc_cart_id
        e1e2a8aedec6a6c42e7bf1b398eacaa9
        _previous
        array:1 [ "url" => "http://alpha.eurekaselect.com/chapter/16081" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/16081
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
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        response_headers
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        0 of 0
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        ClearShow all
        Date ↕MethodURLData
        #12025-02-18 03:10:20GET/chapter/16081112196