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Ground improvement techniques applied to very soft clays: state of knowledge and recent advances 应用于极软粘土的地基改良技术:知识现状和最新进展
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-12-06 DOI: 10.28927/sr.2023.008222
M. Almeida, M. Marques, Mario Riccio, D. Fagundes, Bruno Lima, Uberescilas Polido, Alessandro Cirone, Iman Hosseinpour
Soft ground improvement techniques have evolved substantially in Brazil in recent years. However, their application in soft and very soft clays requires a good understanding of the fundamentals of ground improvement techniques suited to the problem as well as the actual field behavior when implemented on a real scale. This paper describes some of the most widely used ground improvement techniques in the context of very soft clays in Brazil. The techniques described in the paper use prefabricated vertical drains (PVD) such as vacuum preloading; or combine PVD and rigid inclusion, such as CPR grouting; or are purely column-like elements such as piled embankments (including those executed with the deep mixing technique, DSM); or combine column-like elements with the drainage function, such as stone columns and geosynthetic encased columns; or use cementitious binders such as shallow soil mixing. The paper reference condition is a soft clay foundation in which no strengthening is implemented, such as, an embankment with basal reinforcement or soft clay with vertical prefabricated drains, or the use of vacuum preloading to speed up the consolidation rate. The applications of the ground improvement techniques are illustrated by case histories, numerical analyses, or physical models. Different types of measurements are used to evaluate the performance of each technique, including settlements, horizontal displacements, excess pore pressures, embankment applied stresses, stress concentration factors, and clay strength following the ground treatment. The settlement improvement factor β, the ratio between the settlements for untreated and treated conditions, is shown to be a suitable parameter to assess the degree of improvement imposed in the soft foundation by ranking the various methods in increased order of strengthening effect.
近年来,巴西的软土地基改良技术有了长足的发展。然而,它们在软粘土和极软粘土中的应用需要很好地理解适合该问题的地基改良技术的基本原理,以及在实际规模上实施时的实际现场行为。本文介绍了一些在巴西非常软的粘土中使用最广泛的地基改良技术。本文中描述的技术使用预制垂直排水沟(PVD),如真空预压;或PVD与刚性夹杂物相结合,如CPR灌浆;或者是纯粹的柱状元件,例如堆积路堤(包括用深度混合技术DSM执行的那些);或将具有排水功能的柱状元件结合起来,例如石头柱和土工合成材料包裹柱;或者使用胶结粘结剂,例如浅层土壤混合。本文的参考条件是未进行加固的软粘土地基,例如,具有基底加固的路堤或具有垂直预制排水沟的软粘土,或使用真空预压来加快固结速度。通过案例记录、数值分析或物理模型说明了地基处理技术的应用。使用不同类型的测量来评估每种技术的性能,包括沉降、水平位移、超孔隙压力、路堤施加的应力、应力集中系数和地基处理后的粘土强度。沉降改善因子β,即未处理和处理条件下的沉降之间的比率,被证明是评估软基改善程度的合适参数,通过按加固效果的增加顺序对各种方法进行排名。
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引用次数: 3
Compressive and tensile strength of aeolian sand stabilized with porcelain polishing waste and hydrated lime 用抛光瓷渣和水合石灰稳定风成砂的抗压和抗拉强度
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-12-01 DOI: 10.28927/sr.2023.002322
José Silva, Olavo F. dos Santos Júnior, W. Paiva
The improvement of sandy soils by incorporating new stabilizing agents in a physical and/or chemical process has become the subject of many studies in recent decades. In addition, the use of industrial wastes in this process can bring significant benefits to the environment and savings in natural resources. This work aims to evaluate the implications of incorporating porcelain polishing waste (PPW) and hydrated lime on the mechanical properties of an aeolian dune sand from the city of Natal/RN. Tests of unconfined compressive strength and split tensile strength were performed on compacted soil specimens with different contents of PPW (10%, 20% and 30%), hydrated lime (3%, 5% and 7%) and relative densities (25%, 50% and 75%). To evaluate the effects of each factor, the Response Surface Methodology with Central Composite Design was used. The results have shown that all three factors have a positive effect on the response variables. The highest strengths were obtained in regions combining high values of relative density and PPW content and an optimum lime content was found. An inversely proportional correlation and good fit to the experimental data was obtained between the strength values and the porosity/binder index (η / Biv). The strength gains were attributed to densification of the soil structure and cementation of the particles by the compounds formed in the reaction between lime and PPW. The results also showed an increase in the strength with curing time, indicating a pozzolanic activity of the mixtures.
近几十年来,通过在物理和/或化学过程中加入新的稳定剂来改善沙质土壤已成为许多研究的主题。此外,在这一过程中使用工业废物可以为环境带来重大好处,并节省自然资源。本工作旨在评估掺入瓷器抛光废料(PPW)和熟石灰对纳塔尔/RN市风积沙丘砂力学性能的影响。对不同PPW含量(10%、20%和30%)、熟石灰含量(3%、5%和7%)和相对密度(25%、50%和75%)的压实土试样进行了无侧限抗压强度和劈裂抗拉强度试验。为了评估每个因素的影响,使用了具有中心复合设计的响应面方法。结果表明,这三个因素对反应变量都有积极影响。在相对密度和PPW含量较高的区域获得了最高的强度,并找到了最佳石灰含量。强度值与孔隙率/粘结剂指数(η/Biv)呈反比关系,与实验数据拟合良好。强度的提高归因于土壤结构的致密化和石灰和PPW反应中形成的化合物对颗粒的胶结。结果还显示强度随着固化时间的增加而增加,表明混合物具有火山灰活性。
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引用次数: 0
A new seismic tomography system for geotechnical centrifuges 一种用于岩土离心机的新型地震层析成像系统
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-12-01 DOI: 10.28927/sr.2023.000922
K. Rammah, Mostafa Ismail, J. Costa, Mario Riccio Filho
Seismic tomography has been extensively used in geophysics for different purposes, including geological mapping, characterisation of inner earth structure and prospecting for oil and gas. In geophysics, seismic or electromagnetic waves are commonly used to provide tomographic information. In the geotechnical area, seismic tomography is emerging as a promising technique that can be used to determine the spatial variability of shear wave velocities and hence the small strain stiffness of geomaterials, especially when used in the centrifuge where in-situ stress conditions can be mimicked closely. This paper describes the development of a seismic tomography technique in the centrifuge. This technology can be used to image variations of soil stiffness under various mechanical, chemical and physical conditions. The paper describes the various components of the system, which includes arrays of small-size bender elements, hardware and software used to transmit, receive and acquire the shear wave signals during a centrifuge test. The paper illustrates the performance of the system at both 1g and in the centrifuge. Results of tomographic inversion performed on travel-time data obtained from these tests are discussed.
地震层析成像在地球物理学中被广泛用于不同的目的,包括地质测绘、地球内部结构的表征以及石油和天然气勘探。在地球物理学中,地震波或电磁波通常用于提供断层信息。在岩土工程领域,地震层析成像是一种很有前途的技术,可用于确定剪切波速的空间变异性,从而确定岩土材料的小应变刚度,尤其是在离心机中使用时,可以密切模拟现场应力条件。本文介绍了离心机中地震层析成像技术的发展。该技术可用于成像各种机械、化学和物理条件下土壤刚度的变化。本文介绍了该系统的各个组件,包括小型弯曲元件阵列,用于在离心机测试过程中传输、接收和获取剪切波信号的硬件和软件。本文介绍了该系统在1g和离心机中的性能。讨论了对从这些测试中获得的旅行时间数据进行断层反演的结果。
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引用次数: 0
Assessment of bauxite residue stabilized with lime and graphene oxide as a geomaterial for road applications 用石灰和氧化石墨烯稳定铝土矿渣作为道路土工材料的评价
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-12-01 DOI: 10.28927/sr.2023.003722
A. Jatoliya, Subhojit Saha, Bheem Pratap, Somenath Mondal, B. Rao
Negative traits of bauxite residue (BR) include low shear strength, inconsistent compaction characteristics and dispersion, render it unsuited geomaterial for engineering applications. The present study aims at stabilizing BR with the combination of lime (L) and graphene oxide (GO) in suitable proportions and investigating their impact on improvement in engineering properties (viz., density, unconfined compressive strength (UCS), dispersion, and durability). Lime of 2-10% and GO of 0.05-0.1% dosages (% weight of BR) are selected for experimentation purpose. Results demonstrate that L and GO together, not the individual additive, is effective to stabilize BR. A substantial improvement in UCS from 710 kPa of raw BR to 3890 kPa after treating with 10% L and 0.1% GO with 60 days curing period has been observed. 6% L and 0.05% GO for strength only in the short-term, and 10% L and 0.05% GO in durability aspect in the long-term are found as optimum dosages. Drastic decline in turbidity from 453 to 83 NTU establishes that L (6%) and GO (0.05%) addition completely alleviates dispersion behavior in BR. Though GO addition is trivial, its effect on strength and durability enhancement of BR is significant. Cementitious gel formations and bonding mechanism leading to particle aggregations are evidenced as the reason behind the improvement in strength and durability of BR. To verify the applicability of amended BR, the obtained findings are compared vis-à-vis with standards, which illustrated that the amended BR could be an excellent resource material in road construction, especially in base or sub-base courses.
铝土矿废渣(BR)具有剪切强度低、压实特性和分散性不一致等缺点,不适合工程应用。本研究旨在用合适比例的石灰(L)和氧化石墨烯(GO)组合稳定BR,并研究它们对改善工程性能(即密度、无侧限抗压强度(UCS)、分散性和耐久性)的影响。选择2-10%的石灰和0.05-0.1%剂量(BR重量%)的GO用于实验目的。结果表明,L和GO一起(而不是单独的添加剂)可以有效地稳定BR。在用10%L和0.1%GO处理60天的固化期后,观察到UCS从原料BR的710kPa显著提高到3890kPa。6%L和0.05%GO在短期内仅用于强度,而10%L和0.05%GO在长期内用于耐久性方面被发现是最佳剂量。浊度从453 NTU急剧下降到83NTU,表明L(6%)和GO(0.05%)的添加完全缓解了BR的分散行为。尽管GO的添加量很小,但其对BR强度和耐久性的增强作用是显著的。胶结凝胶的形成和导致颗粒聚集的结合机制被证明是BR强度和耐久性提高的原因。为了验证修正BR的适用性,将所得结果与标准进行了比较,表明修正BR可能是道路建设中的优秀资源材料,尤其是在基层或底基层中。
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引用次数: 16
Environmental and technical feasibility of a waste foundry sand applied to pavement granular layers 废铸造砂应用于路面颗粒层的环境和技术可行性
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-12-01 DOI: 10.28927/sr.2023.001722
Manuella Morais, William Levandoski, Joice Reis, Francisco Rosa, E. Korf
The foundry industry generates large amounts of residual byproducts, such as waste foundry sand (WFS). This high generation has motivated studies concerning the disposition of WFS, which in turn can be used for road subbases. Nevertheless, paving applications are still limited, especially regarding the behavior of WFS when added to a mixture of crushed materials. Hence, the objective of this study was to evaluate WFS reuse in mixtures with crushed materials, applied as granular layers of granulometric stabilized pavements. The crushed materials and WFS were characterized by size distribution, physical aspects, and different mixtures, and later submitted to mechanical testing. Initial tests were utilized to define mixtures (crushed material + WFS) that fulfilled the technical requirements for road subbases. California bearing ratio and resilient modulus tests indicated that WFS additions up to 12% for “A” grading improved the bearing capacity of the mixture; while in “E” grading, WFS additions up to 38% resulted in no expressive improvement in bearing characteristics. Thus, for both gradings, a structure with high density, strength, and low susceptibility to deformations can be used for road subbase construction without technical issues. Finally, the highest WFS content (38%) mixture was environmentally classified as a Class II A non-inert waste, indicating its environmental viability for road applications.
铸造行业会产生大量的残余副产品,如废铸造砂(WFS)。这一高世代激发了关于WFS配置的研究,WFS可用于道路路基。然而,铺路应用仍然有限,特别是在WFS添加到粉碎材料混合物中时的行为方面。因此,本研究的目的是评估WFS在具有破碎材料的混合物中的再利用,该混合物用作粒度稳定路面的颗粒层。破碎材料和WFS通过尺寸分布、物理方面和不同的混合物进行了表征,随后进行了机械测试。初步试验用于确定满足道路底基层技术要求的混合物(粉碎材料+WFS)。加州承载比和弹性模量测试表明,“A”级配的WFS添加量高达12%,提高了混合物的承载能力;而在“E”级中,添加高达38%的WFS并没有显著改善轴承特性。因此,对于这两种级配,具有高密度、强度和低变形敏感性的结构可以用于道路底基层施工,而不会出现技术问题。最后,WFS含量最高(38%)的混合物在环境上被归类为II a类非惰性废物,表明其在道路应用中的环境可行性。
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引用次数: 2
A systematic review on shallow geothermal energy system: a light into six major barriers 浅层地热能系统综述:六大障碍
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-12-01 DOI: 10.28927/sr.2023.007622
Rajendra Roka, António Figueiredo, Ana María Vieira, José Cardoso
Shallow geothermal energy systems (SGES) are being widely recognized throughout the world in the era of renewable energy promotion. The world is aiming to promote and implement the concept of nearly zero energy consumption in the building sector. Shallow geothermal energy systems have huge potential to meet the heating and cooling demand of a building with low carbon emissions. However, the shallow geothermal system exploration rate and its global contribution to renewable energy used in the buildings sector is yet relatively low. Therefore, this study explores specific barriers which hinder the promotion of shallow geothermal energy systems through a systematic review of the literature. The study was carried out by investigating published papers indexed in Scopus and Web of science core collection databases. The selected papers are focused on shallow geothermal energy systems and barriers to their promotion. Only review and research articles types were included in the analysis and constrained to the topic of closed-loop shallow geothermal energy systems. This system’s promotion has been influenced by the lack of legislation, little knowledge about the conductivity of soil and by high initial investment cost at its topmost. The least influencing barrier is considered to be the heating and cooling efficiency of shallow geothermal energy systems.
浅层地热能系统(SGES)在可再生能源推广的时代得到了全世界的广泛认可。世界的目标是在建筑行业推广和实施几乎零能源消耗的概念。浅层地热能系统具有巨大的潜力,可以满足低碳排放建筑的供暖和制冷需求。然而,浅层地热系统的勘探率及其对建筑行业可再生能源的全球贡献仍然相对较低。因此,本研究通过对文献的系统回顾,探讨了阻碍浅层地热能系统推广的具体障碍。这项研究是通过调查Scopus和Web of science核心收藏数据库中已发表的论文进行的。所选论文的重点是浅层地热能系统及其推广障碍。分析中只包括综述和研究文章类型,并仅限于闭环浅层地热能系统的主题。该系统的推广受到了缺乏立法、对土壤导电性知之甚少以及最高初始投资成本高的影响。影响最小的障碍被认为是浅层地热能系统的加热和冷却效率。
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引用次数: 1
Development of neuro-fuzzy models for predicting shear behavior of rock joints 预测岩石节理剪切特性的神经模糊模型的建立
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-11-16 DOI: 10.28927/sr.2022.003322
Silvrano Adonias Dantas Neto, Matheus Albino, Ana Leite, A. Abreu
The purpose of this article is to present predictive models of dilation and shear stress of rock discontinuities by applying the neuro-fuzzy technique, which uses a) the high capacity of artificial neural networks (ANN) to understand and to model complex multivariate phenomena, and b) the concepts of fuzzy sets theory to consider the variability of the input parameters in the proposed models’ responses. To develop the proposed models, experimental results were obtained from large-scale direct shear tests performed on different types of rock discontinuities and boundary conditions. The input variables of the proposed neuro-fuzzy models are the normal boundary stiffness, the ratio of fill thickness to asperity height, the initial normal stress, the joint roughness coefficient, the uniaxial compressive strength of the intact rock, the basic friction angle of the intact rock, the friction angle of the infill, and the shear displacement. The proposed models for dilation and shear stress provided results that fitted satisfactorily the experimental data, and the analyses of their performances indicated that they can represent the influence of the input variables on the shear behavior parameters of the rock discontinuities. The results from the neuro-fuzzy systems developed are also closer to the experimental data than those estimated by using traditional analytical methodologies existing in Rock Mechanics. This occurs because once considering the uncertainty of the input data, a more representative shear behavior prediction can be made by the neuro-fuzzy models.
本文的目的是通过应用神经模糊技术,提出岩石不连续面膨胀和剪切应力的预测模型,该技术使用a)人工神经网络(ANN)的高容量来理解和建模复杂的多变量现象,以及b)模糊集理论的概念,以考虑所提出的模型响应中输入参数的可变性。为了开发所提出的模型,对不同类型的岩石不连续性和边界条件进行了大规模直剪试验,获得了实验结果。所提出的神经模糊模型的输入变量是法向边界刚度、填土厚度与凹凸高度之比、初始法向应力、节理粗糙度系数、完整岩石的单轴抗压强度、完整岩石基本摩擦角、填充物摩擦角和剪切位移。所提出的膨胀和剪切应力模型提供的结果与实验数据吻合良好,对其性能的分析表明,它们可以表示输入变量对岩石不连续面剪切行为参数的影响。所开发的神经模糊系统的结果也比使用岩石力学中现有的传统分析方法估计的结果更接近实验数据。这是因为一旦考虑到输入数据的不确定性,神经模糊模型就可以做出更具代表性的剪切行为预测。
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引用次数: 0
Study of the behavior of an instrumented soil nail wall in Salvador-Brazil 萨尔瓦多-巴西仪器化土钉墙的性能研究
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-11-15 DOI: 10.28927/sr.2022.076221
André Delmondes Filho, E. Cavalcante, Carlos Cardoso Júnior, Demóstenes Cavalcanti Júnior
This paper aims to analyze the behavior of a soil-nailed excavation located in Salvador, Bahia, Brazil. Numerical stress-strain modeling was conducted, using finite element method. The horizontal displacement profiles obtained for the wall face in the numerical analysis presented a good correlation compared to field instrumentation monitoring with inclinometers. The results showed that the magnitude of the maximum numerical and experimental displacements was lower than the simplified models recommended by international manuals and technical literature. However, the monitoring data was compatible with other cases of instrumented nailed excavations in silt-sandy soil in the city of Salvador. Numerical models also adequately represented the distribution of tensile forces in nails. The maximum tensile forces observed numerically were smaller than those calculated using analytical methods. It was emphasized that the results of field monitoring and numerical models correspond to a stage immediately after the end of the retaining structure execution, not considering the evolution of deformations in long term.
本文旨在分析一个位于巴西巴伊亚州萨尔瓦多的土钉开挖的行为。采用有限元方法进行了应力-应变数值模拟。与使用测斜仪进行现场仪器监测相比,数值分析中获得的墙面水平位移剖面具有良好的相关性。结果表明,最大数值位移和实验位移的大小低于国际手册和技术文献推荐的简化模型。然而,监测数据与萨尔瓦多市淤泥沙质土壤中仪器钉挖的其他情况相一致。数值模型也充分地表示了钉子中张力的分布。数值观察到的最大拉力小于使用分析方法计算的最大拉力。有人强调,现场监测和数值模型的结果对应于挡土结构施工结束后的一个阶段,没有考虑变形的长期演变。
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引用次数: 0
Experimental study on the behavior of a new post-grouted micropile in a tropical soil 一种新型后注浆微桩在热带土体中的性能试验研究
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-11-15 DOI: 10.28927/sr.2022.005322
Joaquim Castro Neto, P. Albuquerque, Yuri M. Barbosa, L. Fiscina
This work aims to analyze the behavior of a new post-grouted micropile setup developed in tropical soil. Its main innovation is the use of high mechanical resistance steel pipes (N80 class) for drilling and as a structural component of the micropiles. The pipes have special manchette valves uniformly spaced to allow neat cement grout injection into the soil. Two instrumented micropiles with 0.3 m diameter (after injection) and lengths of 19.4 m and 21 m were installed at Experimental Site III of the University of Campinas (Unicamp). The geological profile of this site presents a sandy clay surface layer (porous and collapsible) followed by a layer of sandy silt (diabase residual soil). The piles were subjected to compressive slow maintained loading tests and were instrumented along their depth with strain gages. No geotechnical failure was observed during the load test. The maximum load achieved by the MC1 and MC2 micropiles were 2.210 kN and 2.470 kN, respectively. The load test data were extrapolated to estimate the ultimate geotechnical pile capacity. The extrapolated geotechnical failure load was above 2.500 kN for both micropiles and similar to those estimated by the Federal Highway Administration FHWA (2005) load capacity method. It was verified that (1) the pile material undergoes creep under stress above 25 MPa on the transversal section of the pile and (2) the debonding effect during the loading process. The micropiles showed higher values of skin friction compared with other piles installed in the same geological-geotechnical context (tropical soil).
本工作旨在分析在热带土壤中开发的一种新型后注浆微桩装置的性能。它的主要创新是使用高机械阻力钢管(N80级)进行钻孔和作为微桩的结构部件。这些管道有特殊的、均匀间隔的manchette阀,以便将整齐的水泥灌浆注入土壤。在坎皮纳斯大学(Unicamp)的实验场地III安装了两根直径0.3 m(注射后),长度分别为19.4 m和21 m的仪器微桩。该遗址的地质剖面为砂质粘土表层(多孔和可折叠),其次是砂质粉砂层(辉绿岩残土)。这些桩进行了压缩慢速加载试验,并沿着其深度用应变片进行了测量。在荷载试验期间未观察到岩土工程破坏。MC1和MC2微桩最大承受荷载分别为2.210 kN和2.470 kN。外推荷载试验数据来估计岩土桩的极限承载力。两种微桩的外推岩土破坏荷载均在2.500千牛以上,与联邦公路管理局FHWA(2005)荷载能力方法估计的荷载相似。验证了:(1)桩材料在25 MPa以上的横截面应力作用下发生蠕变;(2)加载过程中的脱粘效应。与安装在相同地质-岩土环境(热带土壤)中的其他桩相比,微桩显示出更高的表皮摩擦值。
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引用次数: 0
Determination of the size of rock fragments using RVM, GPR, and MPMR 使用RVM、GPR和MPMR确定岩石碎片的大小
IF 0.5 Q4 ENGINEERING, GEOLOGICAL Pub Date : 2022-11-15 DOI: 10.28927/sr.2022.008122
Pradeep Thangavel, P. Samui
For predicting the size of rock fragments during drilling and blasting operations, this article uses GPR, RVM, and MPMR. The current analysis makes use of a blast data set generated in a prior investigation. In this study, a portion of the blast data was utilized to train a model to determine the mean particle size arising from blast fragmentation for each of the similarity groups generated. The particle size was modeled as a function of seven different variables. The dataset contains information about the bench height and drilled burden ratio (H / B), spacing to burden ratio (S / B), burden to hole diameter ratio (B / D), stemming to burden ratio (T / B), powder factor (Pf ), modulus of elasticity (E), and in-situ block size (XB) are the input and output is X50. By comparing forecasts with actual mean particle size values and predictions based on one of the most widely used fragmentation estimation techniques in the blasted literature, the capacity of the generated models may be established. The statistical parameters, actual vs predicted curve, Taylor diagram, error bar, and developed discrepancy ratio are used to analysis the performance of models. A comparative study has been carried out between the developed RVM, GPR, and MPMR. The results show the developed models have the capability for prediction of X50. From these comparisons, the MPMR has the highest value with a high degree of precision and robustness in the size of rock fragments X50.
为了预测钻孔和爆破过程中岩石碎片的大小,本文使用了GPR、RVM和MPMR。目前的分析利用了先前调查中生成的爆破数据集。在这项研究中,一部分爆破数据被用来训练一个模型,以确定产生的每个相似组的爆破碎片产生的平均粒径。颗粒大小被建模为七个不同变量的函数。该数据集包含有关台阶高度和钻孔负载比(H/B)、间距负载比(S/B)、负载孔径比(B/D)、堵塞负载比(T/B)、粉末系数(Pf)、弹性模量(E)和现场块体尺寸(XB)的信息。输入和输出为X50。通过将预测与实际平均粒径值以及基于爆破文献中最广泛使用的碎片估计技术之一的预测进行比较,可以建立生成的模型的容量。统计参数、实际与预测曲线、泰勒图、误差条和发展的差异率用于分析模型的性能。对所开发的RVM、GPR和MPMR进行了比较研究。结果表明,所建立的模型具有预测X50的能力。根据这些比较,MPMR在岩石碎片X50的尺寸方面具有最高的精度和稳健性。
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引用次数: 1
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