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111.
使用市场上成熟的模块和技术研制机载塔康设备综合检查仪,以降低成本和提高设备的可靠性;根据设备的测试需求,选用嵌入式工业平板电脑、USB-ARINC429通讯卡、USB-数字IO卡、串行接口数字表和自研的塔康信号模拟器等构成检查仪硬件,使用CVI9.0编写了测试程序;应用表明:检查仪集成度高,使用方便,能够完成对塔康设备的自动及手动测试。 相似文献
112.
Extreme learning machine for regression and multiclass classification 总被引:13,自引:0,他引:13
Huang GB Zhou H Ding X Zhang R 《IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics》2012,42(2):513-529
Due to the simplicity of their implementations, least square support vector machine (LS-SVM) and proximal support vector machine (PSVM) have been widely used in binary classification applications. The conventional LS-SVM and PSVM cannot be used in regression and multiclass classification applications directly, although variants of LS-SVM and PSVM have been proposed to handle such cases. This paper shows that both LS-SVM and PSVM can be simplified further and a unified learning framework of LS-SVM, PSVM, and other regularization algorithms referred to extreme learning machine (ELM) can be built. ELM works for the "generalized" single-hidden-layer feedforward networks (SLFNs), but the hidden layer (or called feature mapping) in ELM need not be tuned. Such SLFNs include but are not limited to SVM, polynomial network, and the conventional feedforward neural networks. This paper shows the following: 1) ELM provides a unified learning platform with a widespread type of feature mappings and can be applied in regression and multiclass classification applications directly; 2) from the optimization method point of view, ELM has milder optimization constraints compared to LS-SVM and PSVM; 3) in theory, compared to ELM, LS-SVM and PSVM achieve suboptimal solutions and require higher computational complexity; and 4) in theory, ELM can approximate any target continuous function and classify any disjoint regions. As verified by the simulation results, ELM tends to have better scalability and achieve similar (for regression and binary class cases) or much better (for multiclass cases) generalization performance at much faster learning speed (up to thousands times) than traditional SVM and LS-SVM. 相似文献
113.
Liu Q Chen E Xiong H Ding CH Chen J 《IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics》2012,42(1):218-233
Recommender systems suggest a few items from many possible choices to the users by understanding their past behaviors. In these systems, the user behaviors are influenced by the hidden interests of the users. Learning to leverage the information about user interests is often critical for making better recommendations. However, existing collaborative-filtering-based recommender systems are usually focused on exploiting the information about the user's interaction with the systems; the information about latent user interests is largely underexplored. To that end, inspired by the topic models, in this paper, we propose a novel collaborative-filtering-based recommender system by user interest expansion via personalized ranking, named iExpand. The goal is to build an item-oriented model-based collaborative-filtering framework. The iExpand method introduces a three-layer, user-interests-item, representation scheme, which leads to more accurate ranking recommendation results with less computation cost and helps the understanding of the interactions among users, items, and user interests. Moreover, iExpand strategically deals with many issues that exist in traditional collaborative-filtering approaches, such as the overspecialization problem and the cold-start problem. Finally, we evaluate iExpand on three benchmark data sets, and experimental results show that iExpand can lead to better ranking performance than state-of-the-art methods with a significant margin. 相似文献
114.
Ying-Ke Lei Yang-Ming Xu Jun-An Yang Zhi-Guo Ding Jie Gui 《Pattern Analysis & Applications》2012,15(3):249-259
A novel algorithm called orthogonal discriminant local tangent space alignment (O-DLTSA) is proposed for supervised feature extraction. Derived from local tangent space alignment (LTSA), O-DLTSA not only inherits the advantages of LTSA which uses local tangent space as a representation of the local geometry so as to preserve the local structure, but also makes full use of class information and orthogonal subspace to improve discriminant power. The experimental results of applying O-DLTSA to standard face databases demonstrate the effectiveness of the proposed method. 相似文献
115.
密集平行束孔落矿的底盘漏斗采矿方案的特点是:用密集严行束孔落矿;凿岩与出矿水平合二为一;实行“掘井、劈漏、落矿三位一体”的回采工艺。该方案结构简单、采切比低、工人劳动强度低,适于开采缓倾斜顶底围岩不稳固的中厚以上矿体。 相似文献
116.
117.
Effects of plasma treatment on bioactivity of TiO2 coatings 总被引:1,自引:0,他引:1
In this work, nano-TiO2 powders were deposited on titanium alloy substrates by atmospheric plasma spraying, followed by plasma immersion ion implantation (PIII) using hydrogen, oxygen and ammonia gases. The bioactivities of PIII-treated TiO2 coatings were evaluated by the formation of apatite on their surface after soaked in simulated body fluids (SBF) for a period of time. As-sprayed TiO2 coating is composed of rutile, anatase and TiO2−x (most of them is Ti3O5). After immersion in SBF for two weeks, the hydrogen PIII-treated TiO2 coating can induce bone-like apatite formation on its surface but apatite cannot be formed on the surface of as-sprayed and oxygen, ammonia PIII-treated TiO2 coatings. The results obtained indicated that a hydrogenated surface plays a very important role to induce bioactivity of TiO2 coatings. 相似文献
118.
Yong Tzyy-Jeng Munusamy Yamuna Ding Shi-Jie Ismail Hanafi 《Iranian Polymer Journal》2021,30(10):989-1000
Iranian Polymer Journal - Nitrile butadiene rubber latex/graphene oxide (NBR/GO) membranes were fabricated by latex compounding and curing method. This was a new method to produce membrane, thus,... 相似文献
119.
本文给出一种简单非线性PID控制器的设计方法。该控制器设计简单.有较好的适应性、鲁棒性和抗干扰性,通过其在电液伺服系统中的应用表明该方法的有效性和可行性,该控制方案能用于机器人等复杂的控制系统中,有较好的应用前景。 相似文献
120.
长轴表面激光淬火变形与控制 总被引:1,自引:0,他引:1
应用激光淬火强化技术控制长轴的淬火变形,分析了激光淬火变形的原因和影响因素。研究结果表明,激光淬火不仅可使长轴振摆变形量控制在很小的范围内,而且可将已变形的长轴校直到很高的精度。 相似文献