Engineering Analytics: Advances in Research and Applications

ISBN-13: 9780367685348 / Angielski / Twarda / 2021 / 268 str.

Luis Rabelo; Edgar Gutierrez-Franco; Alfonso Sarmiento

Opis

This book is intended to be an introduction to Engineering Analytics that can be used to improve performance tracking, customer segmentation for resource optimization, patterns and classification strategies, and logistics control towers.

Spis treści

1. Interactive Visualization to Support Data and Analytics-driven Supply Chain Design Decisions. 2. Resilence-based Analysis of Road Closures in Colombia: An Unsupervised Learning Approach. 3. Characterization of Freight Transportation in Colombia Using the National Registry of Cargo Dispatches (RNDC). 4. Data and Its Implications in Engineering Analytics. 5. Assessing the Potential of Implementing Blockchain in Supply Chains Using Agent-based Simulation and Deep Learning. 6. Market Behavior Analysis and Product Demand Prediction Using Hybrid Simulation Modeling. 7. Beyond the Seaport. 8. Challenges and Approaches of Data Transformation. 9. An Agent-based Methodology for Seaport Decision Making. 10. Simulation and Reinforcement Learning Framework to Find Scheduling Policies in Manufacturing. 11. An Advanced Analytical Proposal for Sales and Operations Planning. 12. Deep Neural Networks Applied in Autonomous Vehicle Software Architecture. 13. Optimizing Supply Chain Networks for Specialty Coffee. 14. Spatial Analysis of Fresh Food Retailers in Sabana Centro, Colombia. 15. Analysis of Internet of Things Implementations Using Agent-based Modeling.