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Optimisation of parameters of a dual-axis soil remediation device based on response surface methodology and machine learning algorithm 基于响应面方法和机器学习算法的双轴土壤修复装置参数优化
IF 4.1 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-11-02 DOI: 10.1016/j.partic.2024.10.013
Zhipeng Wang, Tong Zhu, Youzhao Wang, Feng Ma, Chaoyue Zhao, Xu Li, Yanping Zhang
To accelerate the recycling of black soil, it is necessary to develop a new type of soil remediation equipment to improve its working efficiency. The one-way test was used to determine the mean level value of the steepest climb test, and the combined equilibrium method was used to determine the upper and lower interval levels of the response surface test for parameter optimisation. Based on the results of the response surface indices, machine learning was performed and the optimal model was determined. The results show that the predictive ability and stability of the decision tree model for the two indicators are better than that of random forest and support vector machine. The optimal parameter combinations determined using the decision tree model are: speed 73 rpm, homogenisation pitch 183 mm, homogenisation time 1 s, descent speed 0.06 m/s. The error between the optimal value of the machine learning prediction model and the actual simulation is 1.1% and 5.72%, respectively. The results of the study show that the effect of optimizing the parameters through machine learning achieves a satisfactory prediction accuracy.
为了加快黑土的循环利用,有必要开发一种新型的土壤修复设备,以提高其工作效率。采用单向试验确定最陡爬坡试验的平均水平值,采用组合平衡法确定响应面试验的上、下区间水平,进行参数优化。根据响应面指数的结果,进行机器学习并确定最优模型。结果表明,决策树模型对两个指标的预测能力和稳定性均优于随机森林和支持向量机。利用决策树模型确定的最佳参数组合为:转速 73 rpm、均质间距 183 mm、均质时间 1 s、下降速度 0.06 m/s。机器学习预测模型的最优值与实际模拟值之间的误差分别为 1.1%和 5.72%。研究结果表明,通过机器学习优化参数的效果达到了令人满意的预测精度。
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引用次数: 0
Mesoscale modeling on the influence of surfactants on seepage law during water injection in coal 煤炭注水过程中表面活性剂对渗流规律影响的中尺度建模
IF 4.1 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-11-02 DOI: 10.1016/j.partic.2024.10.014
Yanan Miao , Haoran Li , Mingzhu Zhu , Chaojie Zhao , Tengwen Zhang , Hussein Mohammed Ahmed Kaid
To investigate the mesoscopic influence of surfactants on seepage law during water injection in coal seam, this paper innovatively establishes a fluid transport lattice Boltzmann (LBM) model by incorporating the seepage resistance generated from the porous media and external forces, which embodies the impact of wettability degree resulted from cocamidopropyl betaine (CAB), sodium dodecyl sulfate (SDS), and coconutt diethanol amide (CDEA) reagents at a 0.1% concentration. The main conclusions derived from this investigation are as follows: Firstly, as the lattice number in the X direction increases, the average seepage velocities in coal samples treated by deionized water, 0.1% CAB, 0.1% SDS, and 0.1% CDEA reagents (Nos. 1, 2, 3, and 4) exhibit three distinct stages: rapid decline, slow decline, and steady decline; in comparison to raw coal sample, modified coal samples demonstrate decreases of 20.84%, 33.91%, and 61.70%, respectively. Secondly, the critical values of displacement pressure difference exist during the phenomenon that modified reagents spread out in the entire flow channel, which are 3.5, 3.5, and 5.2 MPa, respectively, for coal samples Nos. 2, 3, and 4; this signifies that surpassing these critical values help prevent issues such as blank belts within the wetting range and insufficient dust control. Finally, at a displacement pressure difference of 0.01 (lattice unit), the average velocity ratios for samples (Nos. 2, 3, and 4) are 0.78, 0.56, and 0.37 (lattice unit), respectively; notably, the water flow velocities in modified coal samples are lower compared to that in raw coal sample, indicating that the addition of surfactants impede the seepage process of water injection in coal seam. Moreover, when the displacement pressure difference reaches 0.03 (lattice unit), the velocity ratio of CDEA-modified coal sample exceeds 100%; this means that when the displacement pressure difference surpasses 15.6 MPa, the water injection effect of CDEA-modified coal sample begins to be improved. These research findings offer a theoretical basis for enhancing water injection technology in coal mines.
为了研究煤层注水过程中表面活性剂对渗流规律的中观影响,本文创新性地建立了一个流体输运晶格玻尔兹曼(LBM)模型,将多孔介质产生的渗流阻力和外力结合在一起,体现了浓度为0.1%的椰油酰胺丙基甜菜碱(CAB)、十二烷基硫酸钠(SDS)和椰油二乙醇酰胺(CDEA)试剂所产生的润湿度的影响。这项研究得出的主要结论如下:首先,随着 X 方向晶格数的增加,经去离子水、0.1% CAB、0.1% SDS 和 0.1% CDEA 试剂处理的煤样(1 号、2 号、3 号和 4 号)的平均渗流速度呈现出三个明显的阶段:快速下降、缓慢下降和稳定下降;与原煤样相比,改性煤样分别下降了 20.84%、33.91% 和 61.70%。其次,在改性试剂在整个流道中扩散时,存在位移压差的临界值,2 号、3 号和 4 号煤样分别为 3.5、3.5 和 5.2 兆帕;这表明超过这些临界值有助于防止润湿范围内出现空白带和粉尘控制不足等问题。最后,在位移压差为 0.01(晶格单位)时,2 号、3 号和 4 号煤样的平均流速比分别为 0.78、0.56 和 0.37(晶格单位);值得注意的是,改性煤样的水流速度比原煤样低,这表明表面活性剂的添加阻碍了煤层注水的渗流过程。此外,当位移压差达到0.03(晶格单位)时,CDEA改性煤样的流速比超过100%,这意味着当位移压差超过15.6 MPa时,CDEA改性煤样的注水效果开始得到改善。这些研究成果为提高煤矿注水技术提供了理论依据。
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引用次数: 0
A modified drag model for the fluidization of nano-modulated Group C particles 纳米调制 C 组颗粒流化的修正阻力模型
IF 4.1 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-24 DOI: 10.1016/j.partic.2024.10.007
Kuankui Guo , Zhengyuan Deng , Jiaying Wang , Jingtao Wang , Jesse Zhu
Geldart Group C powders are inherently cohesive due to the strong interparticle forces, leading to severe agglomeration and poor fluidization capability. In this study, fluidization of nano-modulated Group C particles was investigated numerically. These particles, also known as Group C+ particles, were obtained through the nanoparticle modulation technique, with which a small fraction of nanoparticles were vigorously mixed with Group C particles so that they are adhered to the surface of the much larger Group C particles. After modification, the cohesiveness of Group C+ particle was significantly weakened, and therefore these particles could exhibit much better fluidization quality. However, the still existing cohesion resulted in the formation of small agglomerates within the system. To understand the internal agglomeration mechanisms of Group C+ particles and their impact on fluidization behaviors, a new drag model was proposed based on experimental results and the postulation of particle agglomeration. The numerical results of the cases employing the new drag model agreed well with the experimental data in terms of total and dense phase expansion. These findings revealed the drag mechanism associated with modified Group C particles, contributing to the understanding of ultrafine particle fluidization.
Geldart C 族粉末由于粒子间的强大作用力而具有固有的内聚性,导致严重的团聚和流化能力差。本研究对纳米调制的 C 族颗粒的流化进行了数值研究。这些颗粒也称为 C+ 组颗粒,是通过纳米颗粒调制技术获得的,该技术将一小部分纳米颗粒与 C 组颗粒剧烈混合,使其附着在大得多的 C 组颗粒表面。改性后,C+ 组颗粒的内聚力明显减弱,因此这些颗粒的流化质量大大提高。然而,仍然存在的内聚力导致系统内部形成了小团聚。为了了解 C+ 组颗粒的内部团聚机制及其对流化行为的影响,我们根据实验结果和颗粒团聚假设提出了一个新的阻力模型。在总膨胀和密相膨胀方面,采用新阻力模型的数值结果与实验数据非常吻合。这些发现揭示了与改性 C 组颗粒相关的阻力机制,有助于理解超细颗粒流化。
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引用次数: 0
A review on the hydraulic performance and erosion wear characteristic of the centrifugal slurry pump 离心渣浆泵的水力性能和侵蚀磨损特性综述
IF 4.1 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-10-24 DOI: 10.1016/j.partic.2024.10.006
Aoqiang Duan, Zhe Lin, Desheng Chen, Yi Li
The centrifugal slurry pump is widely applied for the transportation of liquid medium containing solid particles. The introduction of solid particles will lead to a decrease in efficiency and wear of the slurry pump. To solve this problem, it is imperative to review the hydraulic performance and erosion characteristic of slurry pumps under solid-liquid two-phase flow in recent years. In this review, firstly, the general structure and engineering application are introduced. Next, the experimental and simulation research methods of particle movement and erosion wear are explored. Then, the influence of solid particles on the hydraulic performance and particle distribution is analyzed. Afterwards, the variation laws of erosion wear under different flow-passing components and particle properties are clarified. Finally, according to the current research status and conclusions, the design optimization measures and future investigate direction are proposed, aiming to promote the resolution of wear damage and extend the service life of the slurry pump.
离心渣浆泵广泛用于输送含有固体颗粒的液体介质。固体颗粒的引入会导致渣浆泵效率降低和磨损。为解决这一问题,近年来对固液两相流下渣浆泵的水力性能和冲蚀特性进行综述势在必行。本综述首先介绍了渣浆泵的一般结构和工程应用。其次,探讨了颗粒运动和冲蚀磨损的实验和模拟研究方法。然后,分析了固体颗粒对水力性能和颗粒分布的影响。然后,阐明了不同过流成分和颗粒特性下侵蚀磨损的变化规律。最后,根据研究现状和结论,提出了设计优化措施和未来研究方向,旨在促进磨损损伤的解决,延长渣浆泵的使用寿命。
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引用次数: 0
Study on the fast elimination of smoke particle based on electro-acoustic coupling agglomeration technology 基于电声耦合凝聚技术的烟气颗粒快速消除研究
IF 3.5 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-09-30 DOI: 10.1016/j.partic.2023.09.009
Jie Feng , Mingfeng Lu , Kaige Wang , Kun Luo , Mingzhou Yu , Guangxue Zhang , Jiangrong Xu , Shuping Pan , Hailin Gu

Fire smoke, which consists large amounts of fine particles, is considered as the fatal factor in fires. In this study, a fast smoke particle elimination method based on electro-acoustic coupling agglomeration technology is proposed. First, the experimental results show that the electro-acoustic coupling agglomeration has higher smoke elimination efficiency compared to single-field. The smoke transmission is much less than 80% after 30 s of single acoustic or electric field action, while the coupled field reaches 90%. Then, the effects of acoustic frequency, sound pressure level and voltage on the smoke elimination characteristics are discussed. It is found that the optimal acoustic frequency is 1.5 kHz. While as the sound pressure level and voltage increase, the elimination efficiency first increases and then tends to stabilize, the critical values of the sound pressure level and voltage are 135 dB and 7 kV. This indicates that there is an optimal combination of the three variables. Finally, through the theoretical analysis of particle movement and the micro-morphology of agglomerates, the particle agglomeration mechanism under the electro-acoustic coupling is analyzed. This study provides a new idea for the fast elimination of fire smoke particle.

火灾烟雾由大量细颗粒组成,被认为是火灾的致命因素。本研究提出了一种基于电声耦合凝聚技术的快速烟气颗粒去除方法。首先,实验结果表明,与单场相比,电声耦合凝聚具有更高的除烟效率。在单声或电场作用30s后,烟雾传播率远低于80%,而耦合场达到90%。然后,讨论了声学频率、声压级和电压对排烟特性的影响。研究发现,最佳声学频率为1.5kHz,而随着声压级和电压的增加,消除效率先增加后趋于稳定,声压级和压力的临界值分别为135dB和7kV。这表明存在三个变量的最佳组合。最后,通过对颗粒运动和团聚物微观形态的理论分析,分析了电声耦合下颗粒团聚的机理。该研究为快速消除火灾烟气颗粒提供了新的思路。
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引用次数: 0
Numerical investigation on dynamic response of the screen mesh in vibrating screening through DEM-FEM co-simulation 基于DEM-FEM联合仿真的振动筛筛网动态响应数值研究
IF 3.5 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-09-07 DOI: 10.1016/j.partic.2023.08.013
Huan Zhang , Xiao Zheng , Weimin Jing

Dynamic response of the screen mesh is of great significance in the optimum vibrating screen design. In this paper, based on the DEM-FEM co-simulation method, the effect of screening parameters on the dynamic response of the screen mesh is explored and the mechanism is revealed on the particle level. Firstly, a virtual experiment on a linear vibrating screen was carried out to analyze the screening parameters’ effect with both impact load and sustained stress inflicted on the screen mesh. Then, the time-domain evolution regularity of the screen mesh LVA (Local Vibration Amplitude) under different particle plugging conditions was investigated based on the co-simulation. Finally, the influence of screening parameters on LVA and its distribution was discussed. The results show that the screening parameters can greatly affect the screen mesh LVA and its distribution by changing the movement of the granular material and the particle penetration probability, which provides an important basis for the optimal design of the screen mesh and its supporting structure.

筛网的动态响应对振动筛的优化设计具有重要意义。本文基于DEM-FEM联合仿真方法,探讨了筛分参数对筛网动态响应的影响,并在颗粒水平上揭示了其机理。首先,在直线振动筛上进行了虚拟实验,分析了冲击载荷和持续应力对筛孔筛分参数的影响。然后,基于联合仿真研究了不同颗粒堵塞条件下筛网局部振动幅值(LVA)的时域演化规律。最后讨论了筛选参数对LVA及其分布的影响。结果表明,筛分参数通过改变颗粒物料的运动和颗粒穿透概率,对筛网LVA及其分布有较大影响,为筛网及其支撑结构的优化设计提供了重要依据。
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引用次数: 0
MoS2-based anode materials for lithium-ion batteries: Developments and perspectives 锂离子电池用MoS2基阳极材料的发展与展望
IF 3.5 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-09-04 DOI: 10.1016/j.partic.2023.08.009
Lianyu Zhao , Yishan Wang , Chuncheng Wei , Xiaoxiao Huang , Xueqian Zhang , Guangwu Wen

In recent years, significant progress has been achieved in the creation of innovative functional materials for energy storage and conversion. Due to their distinct physicochemical characteristics, ultrathin nanosheets composed of common layered transition metal sulfide materials (MoS2) have demonstrated promise as high-capacity anode materials for lithium-ion batteries (LIBs). Nevertheless, their practical application is severely limited by the tendency of monolayer nanosheets to restack due to strong van der Waals forces, dramatic volume changes during successive cycles, and low intrinsic conductivity. Recent research advances have shown that composite structures and nanowire morphologies with specific morphologies effectively overcome these issues. This paper reviews the recent research progress on molybdenum disulfide-based composites as anode materials for LIBs and discusses in detail the structural characteristics of pure molybdenum disulfide and other composite forms of molybdenum disulfide. In addition, the phase engineering, defect engineering, and lithium storage mechanisms of molybdenum disulfide and the synthesis of molybdenum disulfide-based nanocomposites by different preparation methods are focused on. Finally, we review the design (structure), recent developments, and challenges of novel anode materials and consider their electrochemical performance in Li-ion batteries.

近年来,在能量存储和转换的创新功能材料的创造方面取得了重大进展。由于其独特的物理化学特性,由普通层状过渡金属硫化物材料(MoS2)组成的超薄纳米片被证明有希望成为锂离子电池(LIBs)的高容量负极材料。然而,由于强大的范德华力、连续循环过程中剧烈的体积变化以及低固有电导率,单层纳米片的重新堆叠趋势严重限制了它们的实际应用。近年来的研究进展表明,具有特定形貌的复合结构和纳米线形态有效地克服了这些问题。综述了近年来二硫化钼基复合材料作为锂离子电池负极材料的研究进展,详细讨论了纯二硫化钼和其他形式的二硫化钼复合材料的结构特点。此外,重点研究了二硫化钼的相工程、缺陷工程、锂存储机理以及不同制备方法合成的二硫化钼基纳米复合材料。最后,我们回顾了新型负极材料的设计(结构)、最新发展和挑战,并考虑了它们在锂离子电池中的电化学性能。
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引用次数: 1
Estimation of secondary nucleation kinetics of benzoic acid in batch crystallizer 间歇式结晶器中苯甲酸二次成核动力学的估计
IF 3.5 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-09-03 DOI: 10.1016/j.partic.2023.08.008
Yan Zhao , Weiyuan Zhang , Jinbo Ouyang , Guangyang Hou , Vamsi Krishna Kamaraju , Brian Glennon

The nucleation and growth kinetics of benzoic acid were determined in a population balance model, describing the seeded batch antisolvent crystallization process. The process analytical technologies (PATs) were utilized to record the evolution of chord length distributions (CLDs) in solid phase together with the concentration decay in liquid phase, which provided essential experimental information for parameter estimation. The model was solved using standard method of moments based on the moments calculated from CLDs and solute concentration. A developed model, incorporating the nucleation and crystal growth as functions of both supersaturation and solvent composition, has been constructed by fitting the zeroth moment of particles and concentration trends. The determined kinetic parameters were consequently validated against a new experiment with a different flow rate, indicating that the developed model predicted crystallization process reasonably well. This work illustrates the strategy in construct a population balance model for further simulation, model-based optimization and control studies of benzoic acid in antisolvent crystallization.

用种群平衡模型确定了苯甲酸的成核和生长动力学,描述了种子批式抗溶剂结晶过程。利用过程分析技术(PATs)记录了固相中弦长分布(CLDs)的演变和液相中浓度的衰减,为参数估计提供了必要的实验信息。基于CLDs和溶质浓度计算的矩量,采用标准矩量法求解模型。通过拟合粒子的零矩和浓度趋势,建立了一个将成核和晶体生长作为过饱和和溶剂组成函数的模型。通过不同流速下的实验验证了所确定的动力学参数,表明所建立的模型能较好地预测结晶过程。本工作阐明了构建种群平衡模型的策略,为苯甲酸在抗溶剂结晶过程中的进一步模拟、基于模型的优化和控制研究奠定了基础。
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引用次数: 0
Influence of wire spacing and plate spacing on electrostatic precipitation of nanoparticles: An approach involving electrostatic shielding and diffusion charging 线间距和板间距对纳米粒子静电沉淀的影响:一种涉及静电屏蔽和扩散充电的方法
IF 3.5 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-09-01 DOI: 10.1016/j.partic.2022.11.018
Felipe de Aquino Lima, Vádila Giovana Guerra

Electrostatic precipitation is a process widely used as gas cleaning device, to removal particles from gas flows. However, in a conventional and well-sized precipitator, the collection efficiency decreases for ultrafine particles, making it difficult to employ this equipment for controlling nanoparticle pollution. This paper investigates the influence of plate spacing (4 and 6.5 cm) and wire spacing (4, 6, and 12 cm) on the electric current and nanoparticle collection efficiency, considering the effect of diffusion charging and electrostatic shielding. Two laboratory-scale dry wire-plate electrostatic precipitators with different plate spacings were tested for the collection of nanoparticles (6.15–241.4 nm) at three air velocities (1.9, 2.9, and 3.9 cm/s). The results demonstrated the effectiveness of the equipment in removing nanoparticles (99.9%) under the highest electric fields. Higher values of the wire spacing led to increases in the current and the collection efficiency. This was associated with reduced electrostatic shielding, which is more evident in smaller ducts with a higher density of field lines. It is expected that the findings should improve knowledge on electrostatic precipitation of nanoparticles, enabling optimization of collection efficiency by considering the effects of geometric parameters.

静电沉淀法是一种广泛应用于气体净化装置的工艺,用于去除气流中的颗粒。然而,在常规和尺寸合适的除尘器中,超细颗粒的收集效率会降低,这使得该设备难以用于控制纳米颗粒污染。考虑扩散充电和静电屏蔽的影响,研究了板间距(4和6.5 cm)和线间距(4、6和12 cm)对电流和纳米颗粒收集效率的影响。在3种风速(1.9、2.9和3.9 cm/s)下,对2台不同板间距的实验室规模干式线板静电除尘器进行了收集纳米粒子(6.15-241.4 nm)的测试。结果表明,在最高电场条件下,该装置对纳米颗粒的去除率达到99.9%。导线间距越大,电流越大,收集效率越高。这与减少静电屏蔽有关,这在电场线密度较高的较小管道中更为明显。期望这些发现能够提高对纳米粒子静电沉淀的认识,从而通过考虑几何参数的影响来优化收集效率。
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引用次数: 1
Significant effects of transport on nanoparticles during new particle formation events in the atmosphere of Beijing 北京大气中新粒子形成过程中纳米粒子输运的显著影响
IF 3.5 2区 材料科学 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-09-01 DOI: 10.1016/j.partic.2022.12.006
Dongjie Shang , Min Hu , Lizi Tang , Xin Fang , Ying Liu , Yusheng Wu , Zhuofei Du , Xuhui Cai , Zhijun Wu , Shengrong Lou , Mattias Hallquist , Song Guo , Yuanhang Zhang

The mechanisms of new particle formation (NPF) events that occurred under high aerosol loadings (“polluted” NPF) in the atmosphere have been unclear, which has inhibited the precision of particle pollution control. To deepen the understanding of how the “polluted” NPF events occur, a one-month comprehensive measurement was conducted in the atmosphere of Beijing during the summer of 2016. The “clean” NPF events (frequency = 22%) (condensation sink, CS < 0.015 s−1) were found to be caused by local nucleation and growth. The “polluted” NPF events (frequency = 28%) (CS > 0.015 s−1) were influenced by both local nucleation-growth and regional transport, and the contributions from the two factors to 6–25 nm particle number concentration were 60% and 40%, respectively. This study emphasized the importance of the transport for nanoparticles in relatively polluted atmospheres, and for that the regional joint particle pollution control would be an essential policy.

在大气中高气溶胶负荷(“污染的”NPF)下发生的新颗粒形成(NPF)事件的机制尚不清楚,这抑制了颗粒污染控制的精度。为了加深对“污染”NPF事件如何发生的理解,我们在2016年夏季对北京大气进行了为期一个月的综合测量。“干净”NPF事件(频率= 22%)(冷凝汇,CS <0.015 s−1)是由局部成核和生长引起的。“受污染”的NPF事件(频率= 28%)(CS >0.015 s−1)同时受到局部成核生长和区域输运的影响,两者对6 ~ 25 nm颗粒数浓度的贡献分别为60%和40%。本研究强调了纳米颗粒在相对污染的大气中运移的重要性,因此区域联合颗粒污染控制将是必不可少的政策。
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引用次数: 3
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Particuology
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