FROM MANUFACTURING SCHEDULING TO SUPPLY CHAIN COORDINATION：THE CONTROL OF COMPLEXITY AND UNCERTAINTY

With time-based competition and rapid technology advancements, effective manufacturingscheduling and supply chain coordination are critical to quickly respond to changing marketconditions. These problems, however, are difficult in view of inherent complexity and variousuncertainties involved. Based on a series of results by the authors, decomposition and coordination byusing Lagrangian relaxation is identified in this paper as an effective way to control complexity anduncertainty.A manufacturing scheduling problem is first formulated within the job shop context withuncertain order arrivals, processing times, due dates, and part priorities as a separable optimizationproblem. A solution methodology that combines Lagrangian relaxation, stochastic dynamicprogramming, and heuristics is developed. Method improvements to effectively solve large problemsare also highlighted. To extend manufacturing scheduling within a factory to coordinate autonomicmembers across chains of suppliers, a decentralized supply chai     

加热炉推钢机系统的振动分析

根据加热炉推钢机的工作原理和特点，对推钢机推力进行校核计算并分析了其影响因素，阐述了加热炉推钢机系统的振动问题，指出了生产振动的原因，提出了改进措施，对现场解决加热炉推钢机系统的振动问题具有一定的指导意义．     

多指标综合评价方法的分析与研究

评价是社会各领域的一项经常性的重要工作,本文总结了目前常用的各种综合评价方法,讨论了这些方法的基本原理、优缺点及适用领域,为正确合理选择评价方法提供参考.     

浅谈路基工程的冲击压实

就冲击压实原理、工程实例,论述了冲击压实技术具有减少路基工后沉降,具有提高路基整体强度及加固软弱地基的作用。     

基于稳健关联向量回归的黑液波美度软测量

针对造纸工业碱回收蒸发工段黑液波美度不易在线实时测量的现状,提出一种基于稳健关联向量回归的软测量方法,建立黑液波美度的软测量模型,实现黑液波美度的在线测量。稳健关联向量回归方法通过最大化一个建立在稳健子集上的似然函数得到模型的参数,同时保证回归的稳健性。构造了迭代算法来计算稳健关联向量回归,在优化超参数的同时,寻找稳健子集。实验结果表明,用该方法建立波美度软测量模型不仅是可行的和有效的,而且能够克服异常点的影响。     

基于v-支持向量机的边际电价预测及置信区间估计

引入v-支持向量机，通过构造和求解一个凸优化问题，同时实现了对边际电价的预测和对置信区间的估计，且无需假定预测偏差的概率分布．在v-支持向量回归中，当ε〉0时，v是错误样本的个数占总样本个数份额的上界．利用该性质，边际电价预测的置信度和置信区间可以很自然地用参数1-v和变量ε来表示，这为发电公司进行竞价方案的风险分析打下了很好的基础．算例仿真表明，该方法具有较好的泛化性能和较高的预测精度．