基于朴素贝叶斯算法的中文评论分类

针对中文评论分类问题,采用朴素贝叶斯算法进行深入研究.首先,根据中文评论分类的需求设计了朴素贝叶斯分类器;然后,使用WEKA以不同特征提取方式对其功能性进行了对比分析.通过一系列的实验数据的横向对比表明,在朴素贝叶斯分类器下采用集成特征选取时文本分类的准确率最佳,准确率达97.65％,验证了朴素贝叶斯分类器在处理中文评论分类问题的可应用性.     

Load identification in one dimensional structure based on hybrid finite element method

The new hybrid elements are proposed by combing modified Hermitian wavelet elements with ANASYS elements. Then hybrid elements are substituted into finite element formulations to solve the load identification. Transfer matrix can be constructed by using the inverse Newmark algorithm and hybrid finite element method. Loads can obtain through the responses and the transfer matrix. Load identification law was studied under different excitation cases in rod and Timoshenko beam. Regularization method is adopted to solve ill-posed inverse problem of load identification. Compared with ANSYS results, hybrid elements and HCSWI elements can accurately identify the applied load. Numerical results show that the algorithm of hybrid elements is effective. The accuracy of hybrid elements and HCSWI elements can be verified by comparing the load identification result of ANASYS elements with the experiment data. Hermitian wavelet finite element methods have high accuracy advantage but it is difficult to apply the engineering practice. In practical engineering, complex structure can be analyzed by using the hybrid finite element methods which can be obtained the high accuracy in the crucial component.     

Performance evaluation of anti-radiation based on the gamma degradation process

In the environment of space radiation, the high-energy charged particles or high-energy photons acting on a spacecraft can cause either temporary device degradation or permanent failure. The traditional probability model is difficult to obtain reliable estimation of unit radiation resistance performance with small samples. Considering that different products will change differently after high-energy particle radiation, we construct a model based on the gamma degradation process. This model can efficiently describe the law of unit radiation resistance variation with the total radiation dose levels under the effect of the total dose and displacement damage. Finally, the proposed model is used to assess the anti-radiation performance of the N-channel power MOSFET device STRH60N20FSY3 produced by STM to obtain average unit radiation resistance, survival probability, survival function, etc.     

Synthesis of calcium silicate hydrate based on steel slag with various alkalinities

This study aimed to improve the hydraulic potential properties of the slag. Therefore, a method of dynamic hydrothermal synthesis was applied to synthesize calcium silicate hydrate. The phases and nanostructures were characterized by XRD, FTIR, TEM, and BET nitrogen adsorption. The infl uence of alkalinity of steel slag on its structures and properties was discussed. The experimental results show that, the main product is amorphous calcium silicate hydrate gel with fl occulent or fi brous pattern with a BET specifi c surface area up to 77 m2/g and pore volume of 0.34 mL/g. Compared with low alkalinity steel slag, calcium silicate hydrate synthesized from higher alkalinity steel slag is prone to transform to tobermorite structure.     

氧化鸡肉脂肪制备肉味香精前体物质的研究

研究以鸡肉脂肪为主要原料制备肉味香精的前体物质,通过单因素和正交试验确定氧化反应的最佳反应条件.结果表明氧化鸡肉脂肪的最佳条件是:氧化温度为120℃,氧化时间为3h,VE的添加量为1.0%,不添加水和NaCl.在最优条件下进行氧化试验,得到产物的酸值和过氧化值分别为1.472 mg/g和193.51 mmol/kg,感官评价值为4.905,具有典型特征的鸡肉香气.     

Improved chemical stability and proton selectivity of semi-interpenetrating polymer network amphoteric membrane for vanadium redox flow battery application

In this work, semiinterpenetrating polymer network (semi-IPN), consisting of sulfonated poly (arylene ether sulfone) (SPAES) and crosslinked vinyl imidazole grafted polysulfone (VMPSU), is prepared and characterized. FTIR, EDS, and solubility test indicate the successful preparation of amphoteric membranes. The semi-IPN amphoteric membranes exhibit better stability than pure SPAES membrane, as demonstrated by thermogravimetric analysis and ex situ immersion testing results. More importantly, it is shown that the amphoteric membrane can effectively hinder vanadium ion crossover through the membrane, which is attributed to the semi-IPN structure and Donnan exclusion. As expected, the amphoteric membrane containing 20% VMPSU exhibits the highest proton selectivity (6.86 × 10⁴ S min cm⁻³), comparing to pristine SPAES (1.90 × 10⁴ S min cm⁻³) as well as Nafion117 (1.31 × 10⁴ S min cm⁻³).     

计及源荷不确定性的独立型交直流混合微网多能源协调优化调度

传统独立型交直流混合微网的可再生能源供电比例高,但储能和其他可控电源容量有限,易出现切负荷或弃风弃光现象.首先,为提高系统的供能可靠性和可再生能源的消纳水平,设计出一种基于氢储系统实现交流、直流、氢气、热力与天然气能源系统深度耦合的能量枢纽结构;其次,为实现设计系统的多能源协调优化调度,构建出一种计及源荷不确定性的两阶段鲁棒优化模型,模型中第一阶段确定所有能源转换和存储设备的运行状态,第二阶段确定最恶劣场景及各设备出力方案,并且可利用不确定度参数灵活调整调度结果的保守性;然后,基于强对偶理论和大M法将优化模型转换为具有混合整数线性形式的主问题和子问题,并采用列与约束生成算法求解;最后,算例分析结果表明所建模型的合理性,求解算法的有效性以及调度结果的鲁棒性和经济性.     

考虑经济成本的微电网调度运行

为提高微电网经济运行水平,首先以微电网发电成本最小为目标,考虑微电网运行实际约束条件,将蜂群算法运用到并网状态下的微电网经济调度模型中;其次,将对立学习策略初始化种群,改善初始种群质量,同时将Metropolis准则引入蜂群算法,提高跳出局部最优解的概率;最后,以并网状态下的微电网为例,比较未改进蜂群算法与改进蜂群算法优化结果.结果 表明,改进蜂群算法的调度方案降低了微电网的日调度综合成本,同时验证了所改进算法在求解微电网调度优化问题上的有效性与优越性.     

基于局部间隙状况电火花磨削周期的伺服策略

分析了现有的一些电火花磨削伺服策略存在的问题，提出了基于周期性和局部性特点的伺服策略。该策略以回转周期为控制周期，以局部间隙状况为控制的依据，通过极端局部间隙状况控制极端局部表面加工状态，从而控制整个表面优质高效的加工，具有快速修圆和一定的自动寻优功能。     

Hot-Corrosion Resistance of a Sputtered K38G Nanocrystalline Coating in Molten Sulfate at 900°C

The hot-corrosion behavior of a nanocrystalline coating of K38G alloy, prepared by magnetron sputtering and cast K38G in molten 75 wt.% Na₂SO₄+25 wt.% K₂SO₄ at 900°C was studied. The coating eliminated internal sulfidation during the early stage of corrosion as a result of the formation of a continuous and compact Al₂O₃ scale. The nanocrystallization of K38G alloy prolonged the incubation of breakaway corrosion and improved the corrosion resistance of K38G. The relevant corrosion mechanism is discussed.