Genetic algorithm for hyperparameter optimization.

<p>Genetic algorithm for hyperparameter optimization.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Md. Shafak Shahriar Sozol (21212880) (author)
مؤلفون آخرون: M. Rubaiyat Hossain Mondal (8415447) (author), Achmad Husni Thamrin (21212883) (author)
منشور في: 2025
الموضوعات:
الوسوم: إضافة وسم
لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!
_version_ 1852020934062374912
author Md. Shafak Shahriar Sozol (21212880)
author2 M. Rubaiyat Hossain Mondal (8415447)
Achmad Husni Thamrin (21212883)
author2_role author
author
author_facet Md. Shafak Shahriar Sozol (21212880)
M. Rubaiyat Hossain Mondal (8415447)
Achmad Husni Thamrin (21212883)
author_role author
dc.creator.none.fl_str_mv Md. Shafak Shahriar Sozol (21212880)
M. Rubaiyat Hossain Mondal (8415447)
Achmad Husni Thamrin (21212883)
dc.date.none.fl_str_mv 2025-04-29T17:47:25Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0322052.g002
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/Genetic_algorithm_for_hyperparameter_optimization_/28895760
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Medicine
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
including faster r
href =" mailto
existing deep learning
traditional detection techniques
provide visual explanations
proposed model achieved
slow response time
div >< p
actual fire hazards
smoke detection based
research combined yolov5
smoke detection
model predictions
model optimized
use smoke
time monitoring
testing samples
study aimed
smoke images
provide real
prospective scenarios
optimized yolov5
indoor settings
indoor fire
improved accuracy
genetic algorithm
future developments
fire progression
false positives
ensuring safety
ensuring interpretability
dynamic nature
cam technique
art models
also used
1 %,
000 images
dc.title.none.fl_str_mv Genetic algorithm for hyperparameter optimization.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <p>Genetic algorithm for hyperparameter optimization.</p>
eu_rights_str_mv openAccess
id Manara_3cd228bd17d511fb1a06cd09fc20ae4a
identifier_str_mv 10.1371/journal.pone.0322052.g002
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/28895760
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Genetic algorithm for hyperparameter optimization.Md. Shafak Shahriar Sozol (21212880)M. Rubaiyat Hossain Mondal (8415447)Achmad Husni Thamrin (21212883)MedicineSpace ScienceBiological Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedincluding faster rhref =" mailtoexisting deep learningtraditional detection techniquesprovide visual explanationsproposed model achievedslow response timediv >< pactual fire hazardssmoke detection basedresearch combined yolov5smoke detectionmodel predictionsmodel optimizeduse smoketime monitoringtesting samplesstudy aimedsmoke imagesprovide realprospective scenariosoptimized yolov5indoor settingsindoor fireimproved accuracygenetic algorithmfuture developmentsfire progressionfalse positivesensuring safetyensuring interpretabilitydynamic naturecam techniqueart modelsalso used1 %,000 images<p>Genetic algorithm for hyperparameter optimization.</p>2025-04-29T17:47:25ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0322052.g002https://figshare.com/articles/figure/Genetic_algorithm_for_hyperparameter_optimization_/28895760CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/288957602025-04-29T17:47:25Z
spellingShingle Genetic algorithm for hyperparameter optimization.
Md. Shafak Shahriar Sozol (21212880)
Medicine
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
including faster r
href =" mailto
existing deep learning
traditional detection techniques
provide visual explanations
proposed model achieved
slow response time
div >< p
actual fire hazards
smoke detection based
research combined yolov5
smoke detection
model predictions
model optimized
use smoke
time monitoring
testing samples
study aimed
smoke images
provide real
prospective scenarios
optimized yolov5
indoor settings
indoor fire
improved accuracy
genetic algorithm
future developments
fire progression
false positives
ensuring safety
ensuring interpretability
dynamic nature
cam technique
art models
also used
1 %,
000 images
status_str publishedVersion
title Genetic algorithm for hyperparameter optimization.
title_full Genetic algorithm for hyperparameter optimization.
title_fullStr Genetic algorithm for hyperparameter optimization.
title_full_unstemmed Genetic algorithm for hyperparameter optimization.
title_short Genetic algorithm for hyperparameter optimization.
title_sort Genetic algorithm for hyperparameter optimization.
topic Medicine
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
including faster r
href =" mailto
existing deep learning
traditional detection techniques
provide visual explanations
proposed model achieved
slow response time
div >< p
actual fire hazards
smoke detection based
research combined yolov5
smoke detection
model predictions
model optimized
use smoke
time monitoring
testing samples
study aimed
smoke images
provide real
prospective scenarios
optimized yolov5
indoor settings
indoor fire
improved accuracy
genetic algorithm
future developments
fire progression
false positives
ensuring safety
ensuring interpretability
dynamic nature
cam technique
art models
also used
1 %,
000 images