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CN114113552A - A Quantitative Analysis Method of Asphalt Master Curve - Google Patents

A Quantitative Analysis Method of Asphalt Master Curve Download PDF

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CN114113552A
CN114113552A CN202111614213.XA CN202111614213A CN114113552A CN 114113552 A CN114113552 A CN 114113552A CN 202111614213 A CN202111614213 A CN 202111614213A CN 114113552 A CN114113552 A CN 114113552A
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modulus
phase angle
low temperature
frequency
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CN114113552B (en
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任志彬
谭忆秋
徐慧宁
王伟
李济鲈
黄兰
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Harbin Institute of Technology Shenzhen
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Abstract

一种沥青主曲线定量分析方法,涉及道路沥青材料性能评价领域。本发明是为了解决目前利用主曲线评价沥青性能时没有高低温具体标准,导致无法在划分出的区间内展开定量分析进而无法定量比较,导致沥青性能分析缺乏数据支持的问题。本发明包括:获取沥青样品,将沥青样品制为试样;获取试样的复数模量、损伤模量、储存模量、相位角;选取参考温度,将复数模量和相位角进行拟合并进行规划求解获取位移因子、减缩频率和主曲线最优参数组合,从而获得主曲线参数集合;选取高低温评价指标,利用主曲线参数集合获取高低温分析区域;将坐标转换后复数模量、损伤模量、储存模量进行分区并统计,利用统计结果进行评价。本发明主要用于沥青性能的评价。

Figure 202111614213

A quantitative analysis method of asphalt master curve relates to the field of performance evaluation of road asphalt materials. The present invention is to solve the problem that there is no specific standard of high and low temperature when evaluating asphalt performance by using the master curve at present, which leads to the inability to carry out quantitative analysis in the divided interval and the inability to compare quantitatively, resulting in the lack of data support for asphalt performance analysis. The invention includes: obtaining an asphalt sample, and making the asphalt sample into a sample; obtaining the complex modulus, damage modulus, storage modulus, and phase angle of the sample; selecting a reference temperature, fitting the complex modulus and the phase angle, and combining Perform the planning and solver to obtain the displacement factor, the reduction frequency and the optimal parameter combination of the main curve, so as to obtain the main curve parameter set; select the high and low temperature evaluation index, and use the main curve parameter set to obtain the high and low temperature analysis area; after the coordinates are converted, the complex modulus, damage The modulus and storage modulus are partitioned and counted, and the statistical results are used for evaluation. The present invention is mainly used for the evaluation of asphalt performance.

Figure 202111614213

Description

一种沥青主曲线定量分析方法A Quantitative Analysis Method of Asphalt Master Curve

技术领域technical field

本发明涉及道路沥青材料性能评价领域,特别涉及一种沥青主曲线定量分析方法。The invention relates to the field of performance evaluation of road asphalt materials, in particular to a quantitative analysis method of an asphalt master curve.

背景技术Background technique

沥青是由不同分子量的碳氢化合物及其非金属衍生物组成的黑褐色复杂混合物,是高黏度有机液体的一种。沥青材料是一种典型的黏弹性材料,在线性粘弹性域内,沥青材料具有简单的热流变特性,其应力-应变本构关系通常用积分的形式表示。因此研究路面材料在荷载作用下的粘弹性特性成为本领域的研究重点。Asphalt is a dark-brown complex mixture composed of hydrocarbons of different molecular weights and their non-metallic derivatives, and is a kind of high-viscosity organic liquid. Asphalt material is a typical viscoelastic material. In the linear viscoelastic domain, asphalt material has simple thermo-rheological properties, and its stress-strain constitutive relationship is usually expressed in the form of integral. Therefore, studying the viscoelastic properties of pavement materials under load has become the focus of research in this field.

目前,通常利用动态力学分析方法(Dynamic Mechanical Analysis,简称DMA)研究路面沥青材料在生产、运输、储存和维修期间的性能。根据前人的研究,粘弹性材料的力学行为对加载温度和频率有很强的依赖性;然而,实验室的加载条件是有限的,幸运的是,这一问题可以在高聚物物理学之中找到答案--利用黏弹性材料的时温等效原理来扩大分析范围。这一想法源于对动态机械温度谱的研究,经过大量试验发现,在较低温度和较长加载时间(较低频率)下的超聚合物的松弛模量,与较短加载时间(较高频率)和较高温度下的松驰模量相似,沿时间/频率轴呈现等效替代规律。特定温度和频率下获得的模量曲线可以沿着时间轴移动,最终耦合成平滑曲线,即主曲线。At present, dynamic mechanical analysis (DMA) is usually used to study the performance of pavement asphalt materials during production, transportation, storage and maintenance. According to previous studies, the mechanical behavior of viscoelastic materials has a strong dependence on loading temperature and frequency; however, the loading conditions in the laboratory are limited, and fortunately, this problem can be solved in the context of polymer physics. Find the answer in - using the time-temperature equivalence principle of viscoelastic materials to expand the scope of analysis. This idea stemmed from the study of dynamic mechanical temperature spectra. After extensive experiments, it was found that the relaxation modulus of superpolymers at lower temperature and longer loading time (lower frequency) was significantly different from shorter loading time (higher frequency). frequency) and relaxation moduli at higher temperatures, showing an equivalent substitution law along the time/frequency axis. The modulus curves obtained at a specific temperature and frequency can be shifted along the time axis and finally coupled into a smooth curve, the master curve.

目前利用主曲线的方式主要是在大的频率或温度范围内定性的看变化趋势,认为在较低频率时复数模量较高,沥青材料具有较好的高温抗车辙性能;反之,在较高频率时复数模量较低沥青材料具有较好的低温抗裂性能。然而,什么频率范围代表低温,什么频率范围代表高温则没有一个具体标准,因此无法在划分出的区间内开展定量分析,进而无法定量比较,导致沥青性能分析的评价缺乏数据支持。At present, the main method of using the main curve is to qualitatively look at the change trend in a large frequency or temperature range. It is believed that at a lower frequency, the complex modulus is higher, and the asphalt material has better high temperature rutting resistance; Asphalt materials with lower complex modulus at frequency have better low temperature crack resistance. However, there is no specific standard for what frequency range represents low temperature and what frequency range represents high temperature. Therefore, quantitative analysis cannot be carried out in the divided interval, and quantitative comparison cannot be carried out, resulting in the lack of data support for the evaluation of asphalt performance analysis.

发明内容SUMMARY OF THE INVENTION

本发明目的是为了解决目前利用主曲线评价沥青性能时没有高低温具体标准,导致无法在划分出的区间内展开定量分析,进而无法定量比较,导致沥青性能分析缺乏数据支持的问题,而提出了一种沥青主曲线定量分析方法。The purpose of the present invention is to solve the problem that there is no specific standard for high and low temperature when evaluating asphalt performance by using the master curve at present, which leads to the inability to carry out quantitative analysis in the divided interval, and thus the inability to quantitatively compare, resulting in the lack of data support for asphalt performance analysis. A quantitative analysis method of asphalt master curve.

一种沥青主曲线定量分析方法包括以下步骤:A method for quantitative analysis of asphalt master curve comprises the following steps:

步骤一、获取n组沥青样品,并将沥青样品制作为沥青薄片试样;Step 1: Obtain n groups of asphalt samples, and make the asphalt samples into asphalt thin slices;

其中,n≥3;Among them, n≥3;

步骤二、获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ;Step 2: Obtain the complex modulus G*, damage modulus G', storage modulus G", and phase angle δ of the asphalt flake sample;

步骤三、选取参考温度TR,并在参考温度TR下,将步骤二获取的复数模量G*和相位角δ获经过CAM模型进行拟合,同时以复数模量G*和相位角δ残差平方和总和最小为目标利用WLF方程和规划求解方法进行规划求解获取位移因子、减缩频率ω和主曲线最优参数组合

Figure BDA0003436248550000021
Step 3: Select the reference temperature TR , and at the reference temperature TR , fit the complex modulus G* and phase angle δ obtained in step 2 through the CAM model, and use the complex modulus G* and phase angle δ at the same time. The goal is to minimize the sum of squared residuals. Use the WLF equation and the Solver method to solve the problem to obtain the displacement factor, the reduction frequency ω and the optimal parameter combination of the main curve.
Figure BDA0003436248550000021

其中,

Figure BDA0003436248550000022
fc、m、k、δm、Rd、fd、md、C1、C2均为待定系数;in,
Figure BDA0003436248550000022
f c , m, k, δ m , R d , f d , m d , C 1 , C 2 are all undetermined coefficients;

步骤四、将步骤一获取的所有沥青样品重复步骤一到三获取所有沥青样品主曲线参数组合P1,P2,…,PnStep 4. Repeat steps 1 to 3 for all asphalt samples obtained in step 1 to obtain the main curve parameter combinations P 1 , P 2 , . . . , P n of all asphalt samples;

步骤五、选取高温、低温评价指标,利用步骤四获得的所有沥青样品主曲线参数组合获取高温分析区域和低温分析区域:Step 5: Select the evaluation indexes of high temperature and low temperature, and obtain the high temperature analysis area and the low temperature analysis area by using the combination of the master curve parameters of all asphalt samples obtained in step 4:

步骤六、步骤二获取的获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ经过步骤三获取的位移因子进行坐标转换后,获得位移后的复数模量

Figure BDA0003436248550000023
相位角δ1、损伤模量G’1和存储模量G”1数据,将落在高低温分析区域的位移后的数据分别进行统计分析,并利用分析结果对沥青材料高低温全域综合性质进行评价。Step 6. The complex modulus G*, damage modulus G', storage modulus G", and phase angle δ of the asphalt flake sample obtained in step 2 are transformed by the displacement factor obtained in step 3, and then the displacement is obtained. Complex modulus
Figure BDA0003436248550000023
Phase angle δ 1 , damage modulus G' 1 and storage modulus G" 1 data, the data after the displacement falling in the high and low temperature analysis area are analyzed separately, and the comprehensive properties of the asphalt material at high and low temperature are analyzed by using the analysis results. Evaluation.

本发明的有益效果为:The beneficial effects of the present invention are:

本发明综合流变学分析方法和数学统计手段,提出了沥青主曲线定量分析区域确定方法,并据此给出了沥青主曲线定量评价手段来评价沥青材料高温/低温全域综合性质;解决了沥青主曲线作为关键技术却缺乏有效定量分析手段的问题。本发明提出的沥青主曲线定量分析方法能够精确、灵敏的区分出沥青材料的高、低温整体性能,能够在划分出的高低温区间内开展定量分析,进而进行定量比较,为沥青的性能分析提供了有力的数据支持。The invention integrates the rheological analysis method and the mathematical statistics method, proposes a method for determining the quantitative analysis area of the asphalt master curve, and provides a quantitative evaluation method for the asphalt master curve to evaluate the high-temperature/low-temperature global comprehensive properties of asphalt materials; As a key technology, the master curve lacks effective quantitative analysis methods. The asphalt master curve quantitative analysis method proposed by the invention can accurately and sensitively distinguish the high and low temperature overall performance of the asphalt material, and can carry out quantitative analysis in the divided high and low temperature intervals, and then conduct quantitative comparison, which provides the performance analysis of asphalt. backed by strong data.

附图说明Description of drawings

图1为利用WLF方程平移后复数模量主曲线;Fig. 1 is the main curve of complex modulus after translation using the WLF equation;

图2为利用WLF方程平移后损失模量主曲线;Figure 2 is the main curve of the loss modulus after translation using the WLF equation;

图3为利用WLF方程平移后储存模量主曲线;Fig. 3 is the master curve of storage modulus after translation using the WLF equation;

图4为利用WLF方程平移后相位角主曲线;Fig. 4 is the main curve of phase angle after translation using the WLF equation;

图5为实施例1高温分析域确定过程示意图。FIG. 5 is a schematic diagram of the determination process of the high temperature analysis domain in Example 1. FIG.

具体实施方式Detailed ways

具体实施方式一:本实施方式一种沥青主曲线定量分析方法包括以下步骤:Embodiment 1: A method for quantitative analysis of asphalt master curves in this embodiment includes the following steps:

步骤一、获取n≥3组沥青样品和每个沥青样品的老化状态,并将沥青样本按照老化状态以浇筑的方式制取为沥青薄片试样;Step 1: Obtain n≥3 groups of asphalt samples and the aging state of each asphalt sample, and prepare the asphalt samples as asphalt thin slices by pouring according to the aging state;

不同组别的沥青样品为不同类型的沥青,若要分析沥青的老化状态,不同老化状态下同一种沥青可以视为两个不同组别;Asphalt samples of different groups are different types of asphalt. To analyze the aging state of asphalt, the same asphalt under different aging states can be regarded as two different groups;

所述浇筑的试件尺寸按照沥青类型确定:对于无颗粒效应沥青,如基质沥青、SBS改性沥青和SBR改性沥青,采用试件尺寸为Φ25mm×1mm;对于有颗粒效应沥青,如橡胶沥青和生物油改性橡胶沥青,采用试件尺寸为Φ25mm×2mm;The size of the poured specimen is determined according to the type of asphalt: for asphalt without particle effect, such as base asphalt, SBS modified asphalt and SBR modified asphalt, the size of the sample is Φ25mm×1mm; for asphalt with particle effect, such as rubber asphalt and bio-oil modified rubber asphalt, the size of the specimen is Φ25mm×2mm;

步骤二、获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ,包括以下步骤:Step 2: Obtain the complex modulus G*, damage modulus G', storage modulus G", and phase angle δ of the asphalt flake sample, including the following steps:

步骤二一、对沥青薄片试样进行频率扫描,获得沥青薄片试样在各温度T和加载频率下fr的剪切应力响应数值τ0、应变响应数值γ0、相位角δ:Step 21. Perform frequency scanning on the asphalt thin sample to obtain the shear stress response value τ 0 , the strain response value γ 0 , and the phase angle δ of the asphalt thin sample fr under each temperature T and loading frequency:

所述沥青薄片试样进行频率扫描,在仪器条件允许的情况下,应使用尽可能大的温度范围和频率范围;所述加载频率范围为0.1Hz~30Hz;温度范围为4℃~76℃;The asphalt thin sample is subjected to frequency scanning, and the temperature range and frequency range should be as large as possible when the instrument conditions allow; the loading frequency range is 0.1Hz~30Hz; the temperature range is 4℃~76℃;

步骤二二、根据步骤二一获取的剪切应力响应数值τ0、应变响应数值γ0、相位角δ获取复数模量G*:Step 22: Obtain the complex modulus G* according to the shear stress response value τ 0 , the strain response value γ 0 , and the phase angle δ obtained in step 21:

Figure BDA0003436248550000031
Figure BDA0003436248550000031

其中,i是虚数,t是加载时间;where i is an imaginary number and t is the loading time;

步骤二三、根据步骤二二获得的复数模量G*获取损失模量G'和存储模量G":Step 23: Obtain the loss modulus G' and the storage modulus G" according to the complex modulus G* obtained in step 22:

G′=|G*|cosδ (2)G′=|G * |cosδ (2)

G″=|G*|sinδ (3)G″=|G * |sinδ (3)

步骤三、选取参考温度TR,并在参考温度TR下,将步骤二获取的复数模量G*和相位角δ获经过CAM模型进行拟合,同时以复数模量G*和相位角δ残差平方和总和最小为目标利用WLF方程和EXCEL规划求解功能模块进行规划求解获取位移因子、减缩频率ω和主曲线最优参数组合

Figure BDA0003436248550000032
Step 3: Select the reference temperature TR , and at the reference temperature TR , fit the complex modulus G* and phase angle δ obtained in step 2 through the CAM model, and use the complex modulus G* and phase angle δ at the same time. The goal is to minimize the sum of squared residuals. Use WLF equation and EXCEL solver function module to solve the problem to obtain displacement factor, reduction frequency ω and optimal parameter combination of main curve.
Figure BDA0003436248550000032

所述参考温度按照需求选取,通常选用常温25℃或路面服役最高温度60℃作为参考温度;The reference temperature is selected according to the needs, usually 25°C at room temperature or 60°C at the maximum service temperature of the road surface as the reference temperature;

Figure BDA0003436248550000033
Figure BDA0003436248550000033

Figure BDA0003436248550000041
Figure BDA0003436248550000041

Figure BDA0003436248550000042
Figure BDA0003436248550000042

ωr=ω×αT(T) (7)ω r = ω×α T (T) (7)

其中,fr是加载频率,I是常数,

Figure BDA0003436248550000043
f是特定频率,ω是f对应的缩减频率,ωr是fr对应的减缩频率,αT(T)是位移因子,T是频率扫描温度,
Figure BDA0003436248550000044
fc、m、k、δm、Rd、fd、md、C1、C2是待定系数;where fr is the loading frequency, I is a constant,
Figure BDA0003436248550000043
f is the specific frequency, ω is the reduced frequency corresponding to f, ω r is the reduced frequency corresponding to f r , α T (T) is the displacement factor, T is the frequency sweep temperature,
Figure BDA0003436248550000044
f c , m, k, δ m , R d , f d , m d , C 1 , C 2 are undetermined coefficients;

所述模量和相位角残差平方和总和最小通过以下方式获得:The modulo and phase angle residual sums of squared minimization are obtained by:

S1、计算复数模量G*与公式(4)计算值之间的残差平方和;S1. Calculate the residual sum of squares between the complex modulus G* and the calculated value of formula (4);

S2、计算相位角δ与公式(5)计算值之间的残差平方和;S2, calculate the residual sum of squares between the phase angle δ and the calculated value of formula (5);

S3、将S1和S2获得残差平方和相加即为模量和相位角残差平方和总和。S3. The sum of the squared residuals obtained by S1 and S2 is the sum of the squared residuals of the modulus and the phase angle.

步骤四、步骤一获取的所有沥青样品重复步骤一到三,获得所有沥青样品主曲线参数组合P1,P2,…,PnStep 4. Repeat steps 1 to 3 for all asphalt samples obtained in step 1 to obtain the main curve parameter combinations P 1 , P 2 , . . . , P n of all asphalt samples;

步骤五、选取高温和低温评价指标,利用步骤四获得的所有沥青样品主曲线参数组合获取高温分析区域或低温分析区域:Step 5: Select high temperature and low temperature evaluation indicators, and use the combination of all asphalt sample master curve parameters obtained in step 4 to obtain a high temperature analysis area or a low temperature analysis area:

步骤五一、根据步骤四获取的所有沥青样品主曲线参数组合获取特定频率f下的复数模量和相位角;Step 51: Obtain the complex modulus and phase angle at a specific frequency f according to the main curve parameter combination of all asphalt samples obtained in step 4;

步骤五二、选取高温和低温评价指标,并将f下的复数模量和相位角与高温评价指标和低温评价指标进行相关性分析,获得相关系数rG和rδ Step 52: Select high temperature and low temperature evaluation indexes, and perform correlation analysis between the complex modulus and phase angle under f and the high temperature evaluation index and low temperature evaluation index, and obtain the correlation coefficients r G and r δ

所述高温评价指标为:沥青老化前后车辙因子与多重应力蠕变恢复试验(MSCR)的Jnr0.1、Jnr3.2The high temperature evaluation index is: rutting factor before and after asphalt aging and J nr0.1 and J nr3.2 of the multiple stress creep recovery test (MSCR);

所述低温评价指标为:小梁弯曲试验(BBR)的劲度模量(Stiffness)与m值;The low temperature evaluation index is: stiffness modulus (Stiffness) and m value of trabecular bending test (BBR);

步骤五三、根据相关系数rG和rδ分别获取rG和rδ的相关系数阈值:Step 53: Obtain the correlation coefficient thresholds of r G and r δ respectively according to the correlation coefficients r G and r δ :

步骤五三一、在ω对应的频率f范围内对数频率logf进行等间距连续取值,获得相关系数离散分布关系,即rG=FG(logf)和rδ=Fδ(logf);Step 531. Perform continuous values of logarithmic frequency logf at equal intervals within the frequency f range corresponding to ω to obtain the discrete distribution relationship of the correlation coefficient, that is, r G =F G (logf) and r δ =F δ (logf);

其中,FG()、Fδ()是相关性分析函数;Among them, F G (), F δ () are correlation analysis functions;

步骤五三二、确定保证率和显著性水平α=P(|ρ|>ρα),根据自由度n-2查阅相关系数临界值表确定相关系数阈值;Step 532: Determine the guarantee rate and the significance level α=P(|ρ|>ρ α ), and check the correlation coefficient threshold table according to the degree of freedom n-2 to determine the correlation coefficient threshold;

a值根据需要取值,一般取0.05;The value of a is taken as needed, generally 0.05;

α=P(|ρ|>ρα)是相关系数临界值表的表头公式。α=P(|ρ|>ρ α ) is the header formula of the correlation coefficient critical value table.

步骤五四、利用试算方式获取相关系数阈值对应的模量和相位角离散分布曲线的横坐标值fG和fδStep 54, utilize the trial calculation method to obtain the abscissa values f G and f δ of the corresponding modulus of the correlation coefficient threshold and the phase angle discrete distribution curve;

步骤五五、根据fG和fδ获取高温分析区域HT={f|f<min(fG,fδ)}和低温分析区域LT={f|f>max(fG,fδ)};Step 55. Obtain high temperature analysis area HT={f|f<min(f G ,f δ )} and low temperature analysis area LT={f|f>max(f G ,f δ )} according to f G and f δ ;

其中,min()为取最小值函数,max()为取最大值函数;Among them, min() is the function of taking the minimum value, and max() is the function of taking the maximum value;

步骤六、步骤二获取的获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ经过公式(6)获取的位移因子进行坐标转换后,获得位移后的复数模量

Figure BDA0003436248550000051
相位角δ1、损伤模量G’1和存储模量G”1数据,将落在高低温分析区域的位移后的数据分别进行统计分析,并利用分析结果对沥青材料高低温全域综合性质进行评价;The complex modulus G*, the damage modulus G', the storage modulus G", and the phase angle δ of the asphalt flake samples obtained in step 6 and step 2 are coordinately transformed by the displacement factor obtained by formula (6), and then the displacement is obtained. Complex modulus after
Figure BDA0003436248550000051
Phase angle δ 1 , damage modulus G' 1 and storage modulus G" 1 data, the data after the displacement falling in the high and low temperature analysis area are analyzed separately, and the comprehensive properties of the asphalt material at high and low temperature are analyzed by using the analysis results. Evaluation;

所述统计分析分方法包括:平均值、总和、区域最大斜率值、区域极值点所对应的横纵坐标值等。The statistical analysis sub-methods include: average value, total sum, regional maximum slope value, horizontal and vertical coordinate values corresponding to regional extreme value points, and the like.

实施例:按照具体实施方式所述的方法采用三中实验对沥青的高低温性能进行分析,具体如下:Example: According to the method described in the specific embodiment, the high and low temperature performance of asphalt was analyzed by three experiments, as follows:

实验1:采用原样沥青车辙因子临界温度作为代表性高温评价指标确定高温分析区域后,利用统计学手段对沥青材料高温性能进行分析。Experiment 1: After using the original asphalt rutting factor critical temperature as the representative high temperature evaluation index to determine the high temperature analysis area, the high temperature performance of the asphalt material was analyzed by statistical means.

实验2:采用不可恢复蠕变柔量(3.2k/Pa)作为代表性高温评价指标确定高温分析区域后,利用统计学手段对沥青材料高温性能进行分析。Experiment 2: After using the irreversible creep compliance (3.2k/Pa) as the representative high temperature evaluation index to determine the high temperature analysis area, the high temperature performance of the asphalt material was analyzed by statistical means.

实验3:采用-18摄氏度BBR试验劲度模量作为代表性低温评价指标确定低温分析区域后,利用统计学手段对沥青材料低温性能进行分析。Experiment 3: Using the -18°C BBR test stiffness modulus as a representative low temperature evaluation index to determine the low temperature analysis area, the low temperature performance of the asphalt material was analyzed by statistical means.

实验1-3的关键步骤如下:The key steps for experiments 1-3 are as follows:

关键步骤1:选取沥青与高低温性能:Key step 1: Select asphalt and high and low temperature properties:

本文选取6种沥青,其基本性能和高低温性能如表1所示。In this paper, 6 kinds of asphalt are selected, and their basic properties and high and low temperature properties are shown in Table 1.

表1Table 1

Figure BDA0003436248550000052
Figure BDA0003436248550000052

Figure BDA0003436248550000061
Figure BDA0003436248550000061

关键步骤2:频率扫描试验和参数拟合:Key Step 2: Frequency Sweep Experiment and Parameter Fitting:

对六种沥青材料进行频率扫描试验,频率范围为0.1Hz~30Hz,推荐的温度范围为4℃~76℃,得到各温度和加载频率下的模量和相位角数值,进行参数拟合并平移后,拟合参数结果P1~Pn见表2,平移后数据点结果如图1-4所示。The frequency sweep test was carried out on six asphalt materials, the frequency range was 0.1Hz~30Hz, and the recommended temperature range was 4℃~76℃. The modulus and phase angle values at each temperature and loading frequency were obtained, and the parameters were fitted and translated. Then, the fitting parameter results P 1 ~ Pn are shown in Table 2, and the results of the data points after translation are shown in Figure 1-4.

表2 CAM模型参数拟合结果Table 2 CAM model parameter fitting results

Figure BDA0003436248550000062
Figure BDA0003436248550000062

关键步骤3:高、低温分析区域划分:Key Step 3: Division of high and low temperature analysis areas:

在频率范围f内对对数频率logf进行等间距连续取值,对实验1-3在-5~3之间以0.1为间距计算相关系数rG和rδ,并将其随着对数频率的变化曲线rG=FG(logf)和rδ=Fδ(logf)绘制出来,其中具体实验1的结果如图5所示,其余实施案例结果相似,不再重复给出。In the frequency range f, the logarithmic frequency logf is continuously valued at equal intervals. For experiments 1-3, the correlation coefficients r G and r δ are calculated between -5 and 3 with an interval of 0.1, and they are changed with the logarithmic frequency. The change curves of r G =F G (logf) and r δ =F δ (logf) are drawn, and the results of specific experiment 1 are shown in Figure 5. The results of other implementation cases are similar and will not be repeated.

对实验1~3均选取保证率为95%,显著性水平α=0.05,根据自由度n-2=4查阅临界指表确定相关系数阈值为0.8114。利用方程(4)和(5)以及相关系数计算公式,可以试算得出与复数模量主曲线、相位角主曲线相对的对数减缩频率临界值,实验1~3的计算结果如表3所示。For experiments 1 to 3, the guarantee rate is 95%, and the significance level is α=0.05. According to the degree of freedom n-2=4, the threshold value of the correlation coefficient is determined by referring to the critical index table to be 0.8114. Using equations (4) and (5) and the correlation coefficient calculation formula, the logarithmic reduction frequency critical value relative to the complex modulus master curve and the phase angle master curve can be obtained by trial calculation. The calculation results of experiments 1 to 3 are shown in Table 3. Show.

表3分析区域结果Table 3 Analysis area results

Figure BDA0003436248550000063
Figure BDA0003436248550000063

Figure BDA0003436248550000071
Figure BDA0003436248550000071

关键步骤4:区域统计特性提取与高低温性能分析:Key step 4: regional statistical feature extraction and high and low temperature performance analysis:

利用图1~4得到的模量和相位角结果在表3划分出的分析区域内分别进行统计分析,本实施例选择平均值进行解释说明,其结果见表4所示。The modulus and phase angle results obtained from FIGS. 1 to 4 are used for statistical analysis respectively in the analysis areas demarcated in Table 3. In this embodiment, the average value is selected for explanation, and the results are shown in Table 4.

首先来看具体实验1的结果,根据表4复数模量结果,全高温域的高温性能排序为:样品2>样品3=样品5>样品6>样品4>样品1,与原样沥青高温临界温度结果(样品5>样品6>样品2=样品3>样品4>样品1)完全不相同,这说明传统指标确实无法评价全高温域的性能,确实需要开发一种沥青主曲线的定量分析方法。同时借助于相位角、损失模量和储存模量的共同分析,对于沥青材料性能的评价与研究将会更加充分。First, let’s look at the results of specific experiment 1. According to the complex modulus results in Table 4, the high temperature performance in the full high temperature range is ranked as follows: Sample 2 > Sample 3 = Sample 5 > Sample 6 > Sample 4 > Sample 1, which is similar to the high temperature critical temperature of the original asphalt. The results (Sample 5>Sample 6>Sample 2=Sample 3>Sample 4>Sample 1) are completely different, which shows that traditional indicators cannot evaluate the performance in the full high temperature range, and it is indeed necessary to develop a quantitative analysis method of asphalt master curve. At the same time, by means of the joint analysis of phase angle, loss modulus and storage modulus, the evaluation and research of asphalt material performance will be more sufficient.

表4分析区域内统计分析结果Table 4 Statistical analysis results in the analysis area

Figure BDA0003436248550000072
Figure BDA0003436248550000072

Claims (10)

1.一种沥青主曲线定量分析方法,其特征在于所述方法包括以下步骤:1. a quantitative analysis method of asphalt master curve, is characterized in that described method comprises the following steps: 步骤一、获取n组沥青样品,并将沥青样品制作为沥青薄片试样;Step 1: Obtain n groups of asphalt samples, and make the asphalt samples into asphalt thin slices; 其中,n≥3;Among them, n≥3; 步骤二、获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ;Step 2: Obtain the complex modulus G*, damage modulus G', storage modulus G", and phase angle δ of the asphalt flake sample; 步骤三、选取参考温度TR,并在参考温度TR下,将步骤二获取的复数模量G*和相位角δ获经过CAM模型进行拟合,同时以复数模量G*和相位角δ残差平方和总和最小为目标利用WLF方程和规划求解功能方法进行规划求解获取位移因子、减缩频率ω和主曲线最优参数组合
Figure FDA0003436248540000011
Step 3: Select the reference temperature TR , and at the reference temperature TR , fit the complex modulus G* and phase angle δ obtained in step 2 through the CAM model, and use the complex modulus G* and phase angle δ at the same time. The goal is to minimize the sum of the squares of the residuals. Use the WLF equation and the Solver function method to solve the problem to obtain the displacement factor, the reduction frequency ω and the optimal parameter combination of the main curve.
Figure FDA0003436248540000011
其中,
Figure FDA0003436248540000012
fc、m、k、δm、Rd、fd、md、C1、C2均为待定系数;
in,
Figure FDA0003436248540000012
f c , m, k, δ m , R d , f d , m d , C 1 , C 2 are all undetermined coefficients;
步骤四、将步骤一获取的所有沥青样品重复步骤一到三获取所有沥青样品主曲线参数组合P1,P2,…,PnStep 4. Repeat steps 1 to 3 for all asphalt samples obtained in step 1 to obtain the main curve parameter combinations P 1 , P 2 , . . . , P n of all asphalt samples; 步骤五、选取高温、低温评价指标,利用步骤四获得的所有沥青样品主曲线参数组合获取高温分析区域和低温分析区域:Step 5: Select the evaluation indexes of high temperature and low temperature, and obtain the high temperature analysis area and the low temperature analysis area by using the combination of the master curve parameters of all asphalt samples obtained in step 4: 步骤六、步骤二获取的获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ经过步骤三获取的位移因子进行坐标转换后,获得位移后的复数模量
Figure FDA0003436248540000013
相位角δ1、损伤模量G′1和存储模量G″1数据,将落在高低温分析区域的位移后的数据分别进行统计分析,并利用分析结果对沥青材料高低温全域综合性质进行评价获得评价结果。
Step 6. The complex modulus G*, damage modulus G', storage modulus G", and phase angle δ of the asphalt flake sample obtained in step 2 are transformed by the displacement factor obtained in step 3, and then the displacement is obtained. Complex modulus
Figure FDA0003436248540000013
The phase angle δ 1 , damage modulus G′ 1 and storage modulus G″ 1 data, the data after the displacement falling in the high and low temperature analysis area are analyzed separately, and the comprehensive properties of the asphalt material at high and low temperature are analyzed by the analysis results. Evaluation obtains evaluation results.
2.根据权利要求1所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤一中将沥青样本制作为沥青薄片试样采用浇筑的方式;2. A method for quantitative analysis of asphalt master curves according to claim 1, wherein: in the step 1, the asphalt sample is made into an asphalt thin sample by pouring; 所述浇筑的试件尺寸根据沥青类型确定,具体为:The size of the poured specimen is determined according to the type of asphalt, specifically: 对于无颗粒效应沥青:试件尺寸为Φ25mm×1mm;For asphalt without particle effect: the size of the specimen is Φ25mm×1mm; 对于有颗粒效应沥青:试件尺寸为Φ25mm×2mm。For asphalt with particle effect: the size of the specimen is Φ25mm×2mm. 3.根据权利要求1或2所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤二中获取沥青薄片试样的复数模量G*、损伤模量G'、储存模量G"、相位角δ,包括以下步骤:3. A kind of asphalt master curve quantitative analysis method according to claim 1 and 2, it is characterized in that: in described step 2, obtain the complex modulus G*, damage modulus G', storage modulus of the asphalt thin slice sample G", phase angle δ, including the following steps: 步骤二一、对沥青薄片试样进行频率扫描获得沥青薄片试样在预设温度范围和预设加载频率范围下的剪切应力响应数值τ、应变响应数值γ、相位角δ;Step 21. Perform frequency scanning on the asphalt thin sample to obtain the shear stress response value τ, the strain response value γ, and the phase angle δ of the asphalt thin sample under the preset temperature range and the preset loading frequency range; 步骤二二、根据步骤二一获取的剪切应力响应数值τ0、应变响应数值γ0、相位角δ获取复数模量G*:Step 22: Obtain the complex modulus G* according to the shear stress response value τ 0 , the strain response value γ 0 , and the phase angle δ obtained in step 21:
Figure FDA0003436248540000021
Figure FDA0003436248540000021
其中,i是虚数,t是加载时间;where i is an imaginary number and t is the loading time; 步骤二三、根据步骤二二获得的复数模量G*获取损失模量G'和存储模量G":Step 23: Obtain the loss modulus G' and the storage modulus G" according to the complex modulus G* obtained in step 22: G′=|G*|cosδ (2)G′=|G * |cosδ (2) G″=|G*|sinδ (3)。G″=|G * |sinδ(3).
4.根据权利要求3所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤二一中所述的预设温度范围为:4℃~76℃,预设加载频率范围为:0.1Hz~30Hz。4 . The method for quantitative analysis of asphalt master curves according to claim 3 , wherein the preset temperature range in the step 21 is: 4°C to 76°C, and the preset loading frequency range is: 4 . 0.1Hz~30Hz. 5.根据权利要求3所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤三中选取参考温度TR,并在参考温度TR下,将步骤一获取的复数模量G*和相位角δ获经过CAM模型进行拟合,同时以复数模量G*和相位角δ残差平方和总和最小为目标利用WLF方程和EXCEL规划求解功能模块进行规划求解获取位移因子、减缩频率ω和主曲线最优参数组合
Figure FDA0003436248540000022
公式如下:
5. a kind of asphalt master curve quantitative analysis method according to claim 3, is characterized in that: in described step 3, select reference temperature TR , and under reference temperature TR , the complex modulus G obtained in step 1 is * and the phase angle δ are fitted by the CAM model, and at the same time, the WLF equation and the EXCEL solver function module are used to solve the problem to obtain the displacement factor and the reduction frequency with the goal of minimizing the sum of the sum of the squares of the complex modulus G* and the phase angle δ residuals. ω and the main curve optimal parameter combination
Figure FDA0003436248540000022
The formula is as follows:
Figure FDA0003436248540000023
Figure FDA0003436248540000023
Figure FDA0003436248540000024
Figure FDA0003436248540000024
Figure FDA0003436248540000025
Figure FDA0003436248540000025
ωr=ω×αT(T) (7)ω r = ω×α T (T) (7) 其中,fr是加载频率,I是常数,
Figure FDA0003436248540000026
f是特定频率,ω是f对应的缩减频率,ωr是fr对应的减缩频率,αT(T)是位移因子,T是频率扫描温度,
Figure FDA0003436248540000027
fc、m、k、δm、Rd、fd、md、C1、C2是待定系数。
where fr is the loading frequency, I is a constant,
Figure FDA0003436248540000026
f is the specific frequency, ω is the reduced frequency corresponding to f, ω r is the reduced frequency corresponding to f r , α T (T) is the displacement factor, T is the frequency sweep temperature,
Figure FDA0003436248540000027
f c , m, k, δ m , R d , f d , m d , C 1 , and C 2 are undetermined coefficients.
6.根据权利要求5所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤三中模量和相位角残差平方和总和,通过以下方式获得:6. a kind of asphalt master curve quantitative analysis method according to claim 5 is characterized in that: in described step 3, modulus and phase angle residual sum of squares are obtained in the following manner: S1、计算复数模量G*与公式(4)计算值之间的残差平方和;S1. Calculate the residual sum of squares between the complex modulus G* and the calculated value of formula (4); S2、计算相位角δ与公式(5)计算值之间的残差平方和;S2, calculate the residual sum of squares between the phase angle δ and the calculated value of formula (5); S3、将S1和S2获得残差平方和相加即为模量和相位角残差平方和总和。S3. The sum of the squared residuals obtained by S1 and S2 is the sum of the squared residuals of the modulus and the phase angle. 7.根据权利要求6所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤五中选取高温、低温评价指标,利用步骤四获得的所有沥青样品主曲线参数组合获取高温分析区域和低温分析区域,包括以下步骤:7 . The method for quantitative analysis of asphalt master curves according to claim 6 , wherein the evaluation indexes of high temperature and low temperature are selected in the step 5, and the high temperature analysis area is obtained by using the master curve parameter combination of all asphalt samples obtained in the step 4. 8 . and cryogenic analysis area, including the following steps: 步骤五一、根据步骤四获取的所有沥青样品主曲线参数组合获取特定频率f下的复数模量和相位角;Step 51: Obtain the complex modulus and phase angle at a specific frequency f according to the main curve parameter combination of all asphalt samples obtained in step 4; 步骤五二、选取高温和低温评价指标,并将f下的复数模量和相位角与高温评价指标/低温评价指标进行相关性分析,获得相关系数rG和rδStep 52, select high temperature and low temperature evaluation index, and carry out correlation analysis with complex modulus and phase angle under f and high temperature evaluation index/low temperature evaluation index, obtain correlation coefficient r G and r δ ; 步骤五三、根据相关系数rG和rδ分别获取rG和rδ的相关系数阈值;Step 53: Obtain the correlation coefficient thresholds of r G and r δ respectively according to the correlation coefficients r G and r δ ; 步骤五四、利用试算方式获取相关系数阈值对应的模量和相位角离散分布曲线的横坐标值fG和fδStep 54, utilize the trial calculation method to obtain the abscissa values f G and f δ of the corresponding modulus of the correlation coefficient threshold and the phase angle discrete distribution curve; 步骤五五、根据fG和fδ获取高温分析区域HT={f|f<min(fG,fδ)}和低温分析区域LT={f|f>max(fG,fδ)}。Step 55. Obtain high temperature analysis area HT={f|f<min(f G ,f δ )} and low temperature analysis area LT={f|f>max(f G ,f δ )} according to f G and f δ . 8.根据权利要求7所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤五二中的高温评价指标如下:8. a kind of asphalt master curve quantitative analysis method according to claim 7, is characterized in that: the high temperature evaluation index in described step five two is as follows: 沥青老化前后车辙因子与多重应力蠕变恢复试验的Jnr0.1、Jnr3.2;Rutting factor and multiple stress creep recovery test Jnr0.1, Jnr3.2 before and after asphalt aging; 所述低温评价指标为:小梁弯曲试验的劲度模量与m值。The low temperature evaluation index is: stiffness modulus and m value of trabecular bending test. 9.根据权利要求8所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤五三中根据相关系数rG和rδ分别获取rG和rδ的相关系数阈值,包括以下步骤:9. a kind of asphalt master curve quantitative analysis method according to claim 8, is characterized in that: in described step 53, obtain the correlation coefficient threshold of r G and r δ respectively according to correlation coefficient r G and r δ , including the following step: 步骤五三一、在ω对应的频率f范围内对数频率logf进行等间距连续取值,获得rG和rδ的相关系数离散分布关系,即rG=FG(logf)和rδ=Fδ(logf);Step 531. Perform continuous values of logarithmic frequency logf in the range of frequency f corresponding to ω to obtain the discrete distribution relationship of the correlation coefficient of r G and r δ , that is, r G =F G (logf) and r δ = F δ (logf); 其中,FG()、Fδ()是相关性分析函数;Among them, F G (), F δ () are correlation analysis functions; 步骤五三二、确定保证率和显著性水平a,并根据自由度n-2查阅相关系数临界值表确定相关系数阈值;Step 532: Determine the guarantee rate and the significance level a, and refer to the correlation coefficient critical value table according to the degree of freedom n-2 to determine the correlation coefficient threshold; 其中,显著性水平a是常数。where the significance level a is a constant. 10.根据权利要求9所述的一种沥青主曲线定量分析方法,其特征在于:所述步骤六中的将落在高低温分析区域的位移后的数据分别进行统计分析,包括以下方式:平均值、总和、区域最大斜率值、区域极值点所对应的横纵坐标值。10. A method for quantitative analysis of asphalt master curves according to claim 9, wherein in the step 6, statistical analysis is performed on the data after the displacement in the high and low temperature analysis area, including the following methods: averaging value, sum, the maximum slope value of the area, and the abscissa and ordinate values corresponding to the extreme point of the area.
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