Induction of hybrid decision tree based on post-discretization strategy

By redefining test selection measure, we propose in this paper a new algorithm, Flexible NBTree, which induces a hybrid of decision tree and Naive Bayes. Flexible NBTree mitigates the negative effect of information loss on test selection by applying postdiscretization strategy: at each internal node in the tree, we first select the test which is the most useful for improving classification accuracy, then apply discretization of continuous tests. The finial decision tree nodes contain univariate splits as regular decision trees, but the leaves contain Naive Bayesian classifiers. To evaluate the performance of Flexible NBTree, we compare it with NBTree and C4.5, both applying pre-discretization of continuous attributes. Experimental results on a variety of natural domains indicate that the classification accuracy of Flexible NBTree is substantially improved.     

高速公路入口匝道模糊控制及其仿真研究

提出一种模糊逻辑方法控制高峰期间进入高速公路的车辆数目。分析了模糊逻辑控制器的基本结构，阐述了模糊控制算法，给出了隶属度函数，根据高速公路上游、下游及入口匝道上安装的传感器检测到的流量、速度、占有率、匝道排队长度等信息，设计了入口匝道模糊逻辑控制器，并用计算机对控制器进行了仿真，仿真结果表明该方法切实可行、具有实用价值，它能避免高速公路主线交通拥挤和堵塞，提高主线的通行能力，实现车辆在高速公路上高效、安全的运行。     

Testing and Evaluation for Web Usability Based on Extended Markov Chain Model

As the increasing popularity and complexity of Web applications and the emergence of their new characteristics. the testing and maintenance of large, complex Web applications are becoming more complex and difficult. Web applications generally contain lots of pages and are used by enormous users. Statistical testing is an effective way of ensuring their quality. Web usage can be accurately described by Markov chain which has been proved to be an ideal model for software statistical testing. The results of unit testing can b eutilized in the latter stages, wbich is an important strategy for bottom-to-top integration testing, and the other improvement of extended Markov chain model (FMM) is to present the error type vector which is treated as a part of page node. This paper also proposes the algorithm for generating test cases of usage paths. Finally, optional usage reliability evaluation methods and an incremental usability regression testing model for testing and evaluation are presented.     

面向产品投产比例的多Hoist调度研究

在电镀生产线上,多种不同类型的工件往往按照一定的比例关系组织生产,以应对多样化的订单需求,缩短订单交付周期,而为了克服由运输设备造成的生产瓶颈,加工设备之间的工件转运作业多采用数个自动化的Hoist(行车)来完成。针对面向产品投产比例的多Hoist调度问题,采用启发式策略实现多个不同类型工件在并行工作站上的分配,同时考虑工件加工时间窗口约束、工作站的使用能力约束以及Hoist无碰撞约束,构建了解决此类问题的混合整数规划模型。最后,以某印刷电路板制造企业的全板电镀生产实例验证了所建数学模型的实际应用价值。     

La掺杂对SrTiO_3纳米颗粒光催化性能的影响

采用高温固相反应法,向SrTiO_3中掺杂不同含量La制备光催化剂,通过XRD、SEM、UV-Vis等手段对其结构和形貌进行表征,并以罗丹明B(RhB)为模拟污染物,研究掺杂不同含量La所制催化剂对RhB的光催化降解能力的影响,从而评价所制催化剂的光催化性能。结果表明,随着掺La含量的增加,所制催化剂的晶体结构从SrTiO_3的立方晶系逐步向La_2Ti_2O_3的单斜晶系转变;La掺杂使得所制催化剂的禁带宽度减小、对紫外光的吸收阈值增大,使其光催化性能得到显著提升;掺La含量越高,所制催化剂的光催化性能越好。     

Two Innovative Coalition Formation Models for Dynamic Task Allocation in Disaster Rescues

This paper addresses the problem of multi-objective coalition formation for task allocation. In disaster rescue, due to the dynamics of environments, heterogeneity and complexity of tasks as well as limited available agents, it is hard for the single-objective and single (task)-to-single (agent) task allocation approaches to handle task allocation in such circumstances. To this end, two multi-objective coalition formation for task allocation models are proposed for disaster rescues in this paper. First, through coalition formation, the proposed models enable agents to cooperatively perform complex tasks that cannot be completed by single agent. In addition, through adjusting the weights of multiple task allocation objectives, the proposed models can employ the linear programming to generate more adaptive task allocation plans, which can satisfy different task allocation requirements in disaster rescue. Finally, through employing the multi-stage task allocation mechanism of the dynamic programming, the proposed models can handle the dynamics of tasks and agents in disaster environments. Experimental results indicate that the proposed models have good performance on coalition formation for task allocation in disaster environments, which can generate suitable task allocation plans according to various objectives of task allocation.     

C3N4/ZnO复合材料可见光下的甲醛光电气敏性能

以水热法合成的ZnO纳米棒花为载体,将C_3N_4定量负载在其表面,制备C_3N_4/ZnO复合材料.由于C_3N_4与ZnO的能级匹配,可有效促进其光生电荷的分离,降低光生电荷复合率,显著提高载流子浓度,使其光电流明显增加.C_3N_4与ZnO质量比为2%的样品(2%C_3N_4/ZnO)性能最佳,其光电流在370 nm处可达120μA,为纯ZnO的2.4倍.在室温可见光下,2%C_3N_4/ZnO样品对HCHO的光电气敏响应值可达122%,比纯ZnO高4倍左右.结果表明,适量C_3N_4的负载有效延长了光生电荷的寿命,使ZnO材料在可见光区对HCHO气体表现出高效的光电气敏性能.     

剩余类环上多项式的同余性质

设Z/p~nZ是模p~n剩余类环.本文证明了U={f(x)∈Z/p~nZ[x]|f(a)≡0(modp~n),■a∈Z}是自由生成的Z/p~nZ-模,给出了它的一组基,还证明了商环(Z/p~nZ[x])/U是有限环,并通过这组基确定了商环(Z/p~nZ[x])/U中的元素个数.     

Multifunctional artificial nacre via biomimetic matrix-directed mineralization

Natural nacre, one of the most studied biological structural materials with delicate hierarchical structures and extraordinary performance, has inspired the design and fabrication of artificial structural ceramics with high fracture toughness. However, to meet the diverse requirements of different applications, future structural materials must be multifunctional with superior mechanical properties, such as strength, hardness, and toughness. Herein, based on the matrix-directed mineralization method for producing biomimetic structural materials, we introduce nanoparticles with different inherent functions into the platelets of artificial nacre via the co-mineralization of aragonite and the nanoparticles. Besides their enhanced mechanical properties, the obtained artificial nacre materials also exhibit different functions depending on the type of the nanoparticles. To extend the versatility of this strategy, the effects of nanoparticles of different sizes and zeta potentials on mineralization are also analyzed. This universal strategy can be applied to the fabrication of other types of functionalized biomimetic structural ceramics that have potential applications in various fields, such as biomedical science.