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国家自然科学基金(61273035)

作品数:23 被引量:83H指数:3
相关作者:周炳海周健张鸣鹤陆志强苏谊更多>>
相关机构:同济大学上海市纺织科学研究院陕西科技大学更多>>
发文基金:国家自然科学基金国家高技术研究发展计划更多>>
相关领域:自动化与计算机技术经济管理机械工程轻工技术与工程更多>>

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23 条 记 录,以下是 1-10
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基于集成神经网络的剩余寿命预测被引量:23
2020年
针对机器或设备的剩余寿命(Remaining useful life,RUL)预测精度低的问题,提出基于一维卷积神经网络(Convolutional neural network,CNN)和双向长短期记忆(Bidirectional long short-term memory,BD-LSTM)的集成神经网络模型.为了更好地抽取时间序列上的特征,以及产生更多的训练样本,采用滑动窗口对数据进行处理,同时采用卡尔曼滤波对数据进行降噪处理,将数据标准化以及设置RUL标签.与人工提取特征不同,利用一维CNN对数据进行特征提取,并舍弃了CNN中的池化层.然后将提取到的高维特征输入到BD-LSTM进行回归预测,并采用Bagging的方式对此神经网络进行集成来预测RUL.最后通过在NASA的数据集上验证该模型的有效性,以及相比于其他机器学习或者深度学习模型的优越性,实验表明所提模型在RUL预测方面更加准确.
张永峰陆志强
关键词:卡尔曼滤波剩余寿命预测神经网络
Conflict-Free Routing Scheduling of OHTs Based on Multi-agent Intelligent Control System Framework被引量:1
2012年
Overhead-hoist-transporters (OHTs) have become the most appropriate tools to transport wafer lots between inter-bay and intra-bay in united layouts of automated material handling systems (AMHSs) in 300 mm semiconductor wafer fabrications. To obtain a conflict-free scheduling solution, an intelligent multi-agent-based control system framework was built to support the AMHSs. And corresponding algorithms and rules were proposed to implement cooperation among agents. On the basis of the mentioned above, a time-constraint-based heuristic scheduling algorithm was presented to support the routing decision agent in searching the conflict-free shortest path. In the construction of the algorithm, the conflicted intervals of the k-shortest-route were identified with the time window theory. The most available path was chosen with an objective of the minimum completion time. The back tracking method was combined to finish the routing scheduling. Finally, experiments of the proposed method were simulated. The results show that the multi-agent framework is suitable and the proposed scheduling algorithm is feasible and valid.
周炳海王翥郑雯
关键词:SCHEDULINGMULTI-AGENTSYSTEM
S公司车辆装配线生产效率的改善被引量:25
2016年
以S公司汽车装配流水线中的班组和装配制动管工位为观察及研究对象,综合运用工业工程的相关技术方法以及MTM-UAS系统对工时进行优化评价,不断消除生产现场存在的生产过剩、库存、等待、不符合人机工程、搬运及制造不良等浪费,降低生产成本,提高劳动生产率,提升产品质量和管理水平。新方案的实施,使相关工位的负荷率从72.13%上升至96.88%。
张鸣鹤周炳海
关键词:劳动生产率
整体式半导体自动物料搬运系统解死锁算法
2014年
为了有效地解决300 mm晶圆制造中整体式自动物料搬运系统的设备缓冲约束引起死锁的问题,构建了基于图论的两阶段解死锁算法.首先对问题域进行了形式化描述,在此基础上,证明了死锁产生和解除的充分条件,以关键设备死锁解除时间最小化为目标,建立了数学规划模型,并构造了解死锁算法.该启发式算法使用存储柜转存晶圆批来释放死锁的小车资源,并应用图论理论构造了多个并行路径来解除死锁.最后,对算法进行了仿真实验,结果表明该算法能有效求解设备缓冲约束引起的死锁问题.与其他解死锁方法相比,上述算法能有效减少解死锁时间,提高了关键设备的可用率.
周琪周炳海
关键词:死锁图论
零售商国际采购的供应商选择被引量:2
2015年
依据供应链理论,通过分析零售商国际采购需求的特点,研究零售商在选择新供应商时必须对不同类型的供应商尽量用不同的评价指标,通过客观进行供应商之间的比较,选择到合格的供应商。在供应商评价方法上,采用定量和定性相结合的方法,提出了关联矩阵法在供应商评价中的应用,确保选择供应商的方法实用、科学、合理。
陆建华郑永前
关键词:跨国采购供应商选择
Queuing-Based Performance Analytical Model for Continuous Flow Transporters of AMHS被引量:2
2013年
To quickly and accurately estimate the expected work-in-process (WIP)of material intersection points in continuous automated material handling systems (AMHSs) ,a queuing-based performance analytical model was presented for continuous flow transporters (CFTs) . In the modeling procedure which considered layout of crossovers and the variability of service time of turntables, an M /G /1 queuing model with multi-class customers and a non-preemptive priority M /G /1 queuing model with multi-class customers were introduced to accurately present the queuing WIP of each material intersection point and perform the analytical model. Finally,300 mm wafer fabrication facilities (fabs)with 24 bays were applied to evaluating the proposed model. Compared with results of an Arena simulation, the model performs well in evaluating the number of queuing WIP of the intersection points and overall system of CFTs in AMHSs.
周炳海陈锦祥
An effective estimation of distribution algorithm for parallel litho machine scheduling with reticle constraints
2016年
In order to improve the scheduling efficiency of photolithography,bottleneck process of wafer fabrications in the semiconductor industry,an effective estimation of distribution algorithm is proposed for scheduling problems of parallel litho machines with reticle constraints,where multiple reticles are available for each reticle type.First,the scheduling problem domain of parallel litho machines is described with reticle constraints and mathematical programming formulations are put forward with the objective of minimizing total weighted completion time.Second,estimation of distribution algorithm is developed with a decoding scheme specially designed to deal with the reticle constraints.Third,an insert-based local search with the first move strategy is introduced to enhance the local exploitation ability of the algorithm.Finally,simulation experiments and analysis demonstrate the effectiveness of the proposed algorithm.
周炳海Zhong Zhenyi
Scheduling Multiple Orders per Job with Multiple Constraints on Identical Parallel Machines被引量:1
2013年
With a comprehensive consideration of multiple product types, past-sequence-dependent ( p-s-d ) setup times, and deterioration effects constraints in processes of wafer fabrication systems, a novel scheduling model of multiple orders per job(MOJ) on identical parallel machines was developed and an immune genetic algorithm(IGA) was applied to solving the scheduling problem. A scheduling problem domain was described. A non-linear mathematical programming model was also set up with an objective function of minimizing total weighted earliness-tardlness penalties of the system. On the basis of the mathematical model, IGA was put forward. Based on the genetic algorithm (GA), the proposed algorithm (IGA) can generate feasible solutions and ensure the diversity of antibodies. In the process of immunization programming, to guarantee the algorithm's convergence performance, the modified rule of apparent tardiness cost with setups (ATCS) was presented. Finally, simulation experiments were designed, and the results indicated that the algorithm had good adaptability when the values of the constraints' characteristic parameters were changed and it verified the validity of the algorithm.
王腾周炳海
聚苯胺电致变色织物的研究与开发被引量:3
2015年
以镀铜导电布为器件阴极材料,研究与开发了聚苯胺电致变色织物,并对其进行电子扫描电镜、紫外光谱、循环伏安及电化学光谱等系列电化学性能测试。
常龙威周炳海张邱平
关键词:聚苯胺电致变色器件
A公司C产品研发项目范围管理研究被引量:3
2015年
通过分析A公司在研发项目范围管理中所存在问题,提出研发项目范围管理的方法及其在C产品的应用实例,通过运用研发项目范围管理的工具和方法,改善产品开发流程,从而缩短新产品开发周期,提高响应市场的速度,并提高企业研发项目的管理能力。
蒋长斌韩笑乐
关键词:项目范围管理PDCA循环
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