Lean Six Sigma et Machine Learning pour l'optimisation
Language: French
Published by Editions Notre Savoir Jun 2026, 2026
- Softcover
- New
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germanybuchversandmimpf2000
AbeBooks seller since January 23, 2017
Condition: New
£ 43.18
Quantity: 1 available
Add to basketItem description from seller
This item is printed on demand - Print on Demand Titel. Neuware -L'exploitation du pétrole lourd présente d'importants défis énergétiques et opérationnels en raison de sa viscosité élevée, qui a un impact direct sur l'efficacité des processus de récupération thermique. Dans le champ de Tsimiroro à Madagascar, une prévision précise de la viscosité est essentielle pour optimiser l'injection de vapeur et atténuer le gaspillage d'énergie excessif. Cette étude adopte la méthodologie Lean Six Sigma comme cadre structuré pour éliminer les mudas opérationnels (déchets) liés à la surconsommation de vapeur. Un cadre prédictif basé sur l'apprentissage automatique a été développé, comparant six architectures distinctes : régression linéaire, régression polynomiale du deuxième degré, machine à vecteurs de support (SVM), réseau neuronal artificiel (ANN), forêt aléatoire et XGBoost. Les résultats démontrent que même si le modèle polynomial atteint une précision statistique élevée (R = 0,995, RMSE = 154,62 cSt), l'architecture du réseau neuronal artificiel offre une robustesse supérieure (R = 1,000, RMSE = 154,62 cSt) pour capturer des comportements thermiques non linéaires complexes. XGBoost et Random Forest affichent des performances compétitives avec des valeurs R de 0,90 et 0,91 respectivement, tandis que SVM présente les erreurs de prédiction les plus élevées (RMSE ¿ 780 cSt). 56 pp. Französisch.…
Seller Inventory # 9786630125511
- Title
- Lean Six Sigma et Machine Learning pour l'optimisation
- Author
- Randrianasolo Rinah
- Publisher
- Editions Notre Savoir Jun 2026
- Publication year
- 2026
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- French
- ISBN 10
- 6630125517
- ISBN 13
- 9786630125511
- Item weight
- 102 grams
- Dimensions
- 220x150x4 mm
"Synopsis" may belong to another edition of this title.
buchversandmimpf2000
Emtmannsberg, BAYE, Germany
AbeBooks seller since January 23, 2017
Shipping rates from Germany to U.S.A.
| Item | 60 to 60 business days | 60 to 60 business days |
|---|---|---|
| First item | £ 51.43 | £ 64.29 |
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Impressum Thorsten Retsch Buchversand Mimpf2000 Oberölschnitz 16 95517 Emtmannsberg Deutschland Telefon: 09209-2023188 Email: mimpf2000@online.de USt-ID-Nr.: DE 235096871 Wir führen gebrauchte Bücher aus allen Sparten der Literatur
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buchversandmimpf2000
Germany
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