Inventory Analytics

• Autore: Rossi Roberto
• Pubblicazione: Open Book Publishers, 2021; Cambridge : , : Open Book Publishers, , 2021; ©2021
• Edizione: 1st ed.
• Descrizione fisica: 1 online resource (186 pages)
• Soggetto topico: Economic theory & philosophy; Biography & True Stories; Social research & statistics; Economics, finance, business & management; Stochastics; Business & management; Management of specific areas; Probability & statistics
• Soggetto non controllato: demand forecasting; deterministic inventory control; inventory control; inventory systems; Python; stochastic inventory control; supply chain planning
• Nota di contenuto: Intro -- Preface -- Introduction -- Inventory Systems -- Introduction -- The role of inventory in supply chain management -- A simple inventory system -- Inventory costs -- Deterministic supplier lead time -- Deterministic Inventory Control -- Introduction -- Accounting for costs -- The Economic Order Quantity -- Quantity discounts -- Planned backorders in the EOQ -- Finite production rate: The Economic Production Quantity -- Production on a single machine: The Economic Lot Scheduling -- Synchronising production: The Joint Replenishment Problem -- Time-varying demand: Dynamic Lot Sizing -- Planned backorders in Dynamic Lot Sizing -- Order quantity capacity constraints in Dynamic Lot Sizing -- Demand Forecasting -- Introduction -- Time series -- Four simple forecasting methods -- Naïve method -- Drift method -- Seasonal Naïve method -- Evaluating forecasting accuracy -- Prediction Intervals -- Box-Cox transformations -- Exponential Smoothing -- ARIMA models -- Stochastic Inventory Control -- Introduction -- The Newsvendor -- Service level constraints in inventory systems -- Simulating stochastic inventory systems -- The multi-period Newsvendor -- The base-stock policy -- The modified base-stock policy -- The (s,S) policy -- The modified (s,S) policy -- Nervousness of control -- The (R,S) policy -- The (s,Q) policy -- The (R,Q) policy -- The (R,s,S) policy -- Multi-echelon Inventory Systems -- Introduction -- Serial systems -- Assembly systems -- Distribution systems -- General systems -- Appendix -- Introduction -- Poisson processes -- Discrete Event Simulation -- Stochastic Dynamic Programming -- Bibliography -- Index.
• Sommario/riassunto: Inventory Analytics provides a comprehensive and accessible introduction to the theory and practice of inventory control - a significant research area central to supply chain planning. The book outlines the foundations of inventory systems and surveys prescriptive analytics models for deterministic inventory control. It further discusses predictive analytics techniques for demand forecasting in inventory control and also examines prescriptive analytics models for stochastic inventory control.
• Titolo autorizzato: Inventory Analytics
• ISBN: 9781800641778; 180064177X
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910482020103321
• Lo trovi qui: Univ. Federico II