Lean Six Sigma et Machine Learning pour l'optimisation (Paperback)
Language: French
Published by Editions Notre Savoir, 2026
- Softcover
- New
Seller: CitiRetail, Stevenage, United KingdomCitiRetail
AbeBooks seller since June 29, 2022
Condition: New
£ 47.49
Quantity: 1 available
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Paperback. L'exploitation du petrole lourd presente d'importants defis energetiques et operationnels en raison de sa viscosite elevee, qui a un impact direct sur l'efficacite des processus de recuperation thermique. Dans le champ de Tsimiroro a Madagascar, une prevision precise de la viscosite est essentielle pour optimiser l'injection de vapeur et attenuer le gaspillage d'energie excessif. Cette etude adopte la methodologie Lean Six Sigma comme cadre structure pour eliminer les mudas operationnels (dechets) lies a la surconsommation de vapeur. Un cadre predictif base sur l'apprentissage automatique a ete developpe, comparant six architectures distinctes: regression lineaire, regression polynomiale du deuxieme degre, machine a vecteurs de support (SVM), reseau neuronal artificiel (ANN), foret aleatoire et XGBoost. Les resultats demontrent que meme si le modele polynomial atteint une precision statistique elevee (R2 = 0,995, RMSE = 154,62 cSt), l'architecture du reseau neuronal artificiel offre une robustesse superieure (R2 = 1,000, RMSE = 154,62 cSt) pour capturer des comportements thermiques non lineaires complexes. XGBoost et Random Forest affichent des performances competitives avec des valeurs R2 de 0,90 et 0,91 respectivement, tandis que SVM presente les erreurs de prediction les plus elevees (RMSE 780 cSt). This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…
Seller Inventory # 9786630125511
- Title
- Lean Six Sigma et Machine Learning pour l'optimisation (Paperback)
- Author
- Rakotozandry Ignace
- Publisher
- Editions Notre Savoir
- Publication year
- 2026
- Condition
- new
- Binding
- Paperback
- Language
- French
- ISBN 10
- 6630125517
- ISBN 13
- 9786630125511
"Synopsis" may belong to another edition of this title.
CitiRetail
Stevenage, United Kingdom
AbeBooks seller since June 29, 2022
Shipping rates from United Kingdom to U.S.A.
| Item | 7 to 14 business days | 7 to 60 business days |
|---|---|---|
| First item | £ 37.00 | £ 37.00 |
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