基于Prophet人工智能算法的网络潮汐效应预测研究

本文使用Prophet人工智能算法研究与预测移动通信网络“潮汐效应”现象，探索网络“潮汐效应”在优化网络资源配置实现网络降本增效的作用。Prophet人工智能算法是一种简单、有效，且易于实现的人工智能算法。通过facebook的人工智能开源框架fbprophet，研究4G网络PRB利用率等网络资源指标的“潮汐效应”，并预测这些网络资源指标在未来的变化趋势，用来指导当前4G网络减容、扩容和4/5G节电节能等，实现优化网络资源配置达到降本增效的目的。     

Analyzing the nanoindentation response of carbon black filled elastomers

Carbon black (CB) filled elastomers are structurally complex materials that offer unique properties at different length scales. They have tremendous potential applications in a number of fields including the automotive and aerospace industries and for designing innovative smart materials such as artificial muscles but their applications remain limited primarily due to inadequate understanding of their unique mechanical properties. Here, using the Berkovich technique to probe the surface mechanical properties at different scales the nanoindentation response of a series of composites made by homogeneously dispersed CB nanoparticles inside a semicrystalline copolymer matrix has been explored. While the measured loading part of the force–displacement curves is well described by Meyer's empirical power relation, the inverted methodology (IM) approach to deal with the unloading part has been considered and its outcome has been compared with that obtained from the standard Oliver–Pharr's method. The results were consistent with the observed increase of hardness when the applied displacement decreases for all composite samples over a large range of CB volume fraction. Zhang and Xu's model is demonstrated to produce experimentally consistent explanation of this indentation size effect. X-ray photoelectron spectroscopy (XPS) spectra also show composition gradients with depth up to 100 nm. Furthermore, the effect of CB content, surface features, and length scale-dependent deformation on the hardness–displacement behavior have been considered. These findings highlight the possibility of attaining a diverse set of mechanical properties by a better understanding of the nanoindentation response of CB filled elastomers which can be useful for material selection and design improvements in a number of practical applications.     

Mechanical Properties of Single-Layer Diamond Reinforced Poly(vinyl alcohol) Nanocomposites through Atomistic Simulation

Low-dimensional carbon nanostructures are ideal nanofillers to reinforce the mechanical performance of polymer nanocomposites due to their excellent mechanical properties. Through molecular dynamics simulations, the mechanical performance of poly(vinyl alchohol) (PVA) nanocomposites reinforced with a single-layer diamond – diamane is investigated. It is found the PVA/diamane exhibits similar interfacial strengths and pull-out characteristics with the PVA/bilayer-graphene counterpart. Specifically, when the nanofiller is fully embedded in the nanocomposite, it is unable to deform simultaneously with the PVA matrix due to the weak interfacial load transfer efficiency, thus the enhancement effect is not significant. In comparison, diamane can effectively promote the tensile properties of the nanocomposite when it has a laminated structure as it deforms simultaneously with the matrix. With this configuration, the interlayer sp³ bonds endows diamane with a much higher resistance under compression and shear tests, thus the nanocomposite can reach very high compressive and shear stress. Overall, enhancement on the mechanical interlocking at the interface as triggered by surface functionalization is only effective for the fully embedded nanofiller. This work provides a fundamental understanding of the mechanical properties of PVA nanocomposites reinforced by diamane, which can shed lights on the design and preparation of next generation high-performance nanocomposites.     

Joint fatigue-based optimal posture prediction for maximizing endurance time in box carrying task

Multibody System Dynamics - In this study, the three-compartment controller fatigue model is integrated with an inverse dynamics optimization routine to predict the optimal posture, joint fatigue,...     

某大型工业运输钢桁架通廊振动测试分析

皮带机运输通廊钢桁架作为工业运输通道最为常用的大跨结构形式,因其结构存在自身稳定性能差、刚度小、质量轻等特点,在皮带机高速运营过程中结构易产生振动.为确保运营安全,该文以某皮带机运输通廊钢桁架为例,对该通廊结构在各种运行工况下进行现场振动测试并结合理论分析找出结构振动原因,同时对其运行状态安全性作出验算分析,为进一步进行结构减振控制研究及加固处理提供依据.     

流量脉动对燃油喷嘴雾化过程影响的实验研究

针对航空发动机燃烧室中存在的燃油流量脉动问题开展实验研究,设计并搭建了燃油喷嘴流量脉动激光可视化实验台,在等流量条件下利用高频激光粒子图像速度仪(High Speed Particle Image Velocimetry, PIV)分析燃油脉动频率变化对喷嘴雾化特性影响。实验结果表明:流量脉动促进了液膜表面的发展及液膜的破碎,对喷嘴的雾化产生积极的影响;喷嘴下游带状液膜区的发展和液滴的瞬态速度与喷嘴的流量脉动频率具有一致性;液滴的瞬态速度脉动幅值受脉动频率影响,在50 Hz时存在极大值。     

Waste sugar solution polymer-derived N-doped carbon spheres with an ultrahigh specific surface area for superior performance supercapacitors

Waste sugar solution (WSS), a waste by-product of manufacturing vitamin C, contains abundant waste acids and organics. In this work, a N/O-enriched copolymer was synthesized via a facile polymerization via the hydrogen bonding of O-containing functional groups and melamine and the crosslinking of aldehyde groups. Subsequently, N-doped carbon spheres were prepared by a typical carbonation/activation method. Remarkably, benefiting from an ultrahigh specific surface area (3612 m²/g) and rich heteroatom content (4.3% for N, 8.8% for O), the carbon spheres deliver a high specific capacitance of 387 F/g at 50 mA/g and 283 F/g at 5 A/g with 6 M KOH in two-electrode system. The assembled symmetric electric double-layer capacitor exhibits high energy density of 10.83 Wh/kg at 11.10 W/kg. This research provides a facile method for preparing N/O-doped carbon spheres by WSS, and confirms the excellent electrochemical performance of WSS-derived carbons in energy storage applications.     

Novel cobalt-free Pr2Ni1-xNbxO4 (x = 0, 0.05, 0.10, and 0.15) perovskite as the cathode material for IT-SOFC

The cobalt-free cathode materials with high activity is critical to the commercial application of medium temperature solid oxide fuel cells (IT-SOFC). Herein, a series of cobalt-free Nb-doped Pr₂Ni_1-xNb_xO₄ (x = 0, 0.05, 0.10, and 0.15) perovskite oxides were successfully prepared, and the effects of Nb-doping on the structure, thermal stability and electrochemical properties of the cathode material are studied in detail. The Pr₂Ni_1-xNb_xO₄ exhibits a K₂NiF₄ type structure with Fmmm space group. The Nb⁵⁺ cations that doped into Pr₂NiO₄ replaces the Ni site, which increases the surface oxygen content, then effectively eliminates the phase transition of Pr₂NiO₄ and significantly improves the ORR catalytic activity. The Pr₂Ni_0.9Nb_0.1O₄ was found to occupy the lowest polarization resistance of 0.057 Ω cm², and the peak power density of single cells supported by the electrolyte is 0.576 W cm^?2 at 700 °C, which has good long-term stability.     

Influences of chitosan on freeze–thaw stability of Arenga pinnata starch

This study aims to investigate chitosan (CS) with five different molecular weight (Mw) on freeze–thaw stability of Arenga pinnata starch (APS) gel subjected to five freeze–thaw cycles (FTC). The syneresis of APS gels was reduced by adding CS and the APS gel with high Mw CS had lower syneresis duo to a higher water holding capacity (P < 0.05). The addition of CS significantly decreased the hardness and molecular ordered structure of APS gel. In addition, CS could improve the microstructural stability. The results suggested that CS could effectively improve the freeze–thaw stability of APS gel, and CS with higher Mw might have more practical utility to improve stability of APS gel.     

大都市周边小城镇空间形态的演变特征与机制研究——以浙江省杭州市瓜沥镇为例

文章以浙江省杭州市萧山区东南的瓜沥镇为例,研究大都市周边小城镇空间形态的演变特征与机制.瓜沥镇是浙江省"扩权强镇——小城市培育试点改革"的试点镇之一,瓜沥镇空间形态演变受到市场经济、区域环境以及公共政策等多种要素的影响,是多种空间建设主体行为选择的结果,研究其空间形态演变特征与机制对于大都市周边小城镇公共政策制定和制度安排具有重要的意义.