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DataFunSummit
DataFunSummit
Jan 6, 2024 · Operations

Optimization Models and Algorithms for the Petroleum Industry Supply Chain under the Dual‑Carbon Goal

This article presents the challenges faced by Chinese oil‑and‑chemical enterprises in the dual‑carbon era, introduces a comprehensive production‑planning optimization model and an integrated upstream‑downstream oil‑chain model, details large‑scale non‑convex nonlinear problem solving algorithms, and demonstrates numerous practical applications such as crude‑oil selection, carbon‑footprint tracking, and multi‑plant resource allocation.

dual carbonindustrial algorithmsnonlinear programming
0 likes · 20 min read
Optimization Models and Algorithms for the Petroleum Industry Supply Chain under the Dual‑Carbon Goal
Model Perspective
Model Perspective
Mar 7, 2023 · Fundamentals

Mastering Nonlinear Programming with Python: Two Practical Optimization Cases

This article introduces nonlinear programming, explains its challenges compared to linear programming, and demonstrates two concrete optimization examples solved with Python's SciPy library using gradient‑descent and SLSQP algorithms, complete with code and result interpretation.

OptimizationSciPygradient descent
0 likes · 5 min read
Mastering Nonlinear Programming with Python: Two Practical Optimization Cases