System Identification Framework for Modeling of Static Creep and Dynamic Creep Behavior of Dense-Graded Asphalt Mixtures

IF 1.6 4区 工程技术 Q3 ENGINEERING, CIVIL Transportation Research Record Pub Date : 2023-10-14 DOI:10.1177/03611981231199476
Manoj K G
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Abstract

The response of two dense-graded asphalt concrete (AC) mixtures under static and dynamic creep tests conducted in compression is modeled using the principles of the system identification framework in this study. The AC materials under static and dynamic creep loading conditions exhibit complex behavior patterns such as history dependency, plasticity, and temperature dependency. It is desired to formulate a constitutive model describing these complex phenomena. The empirical approach is outside the scope of this study. A viscoelastic continuum damage model requires individual experimentation to characterize linear and damage behavior. A viscoplastic model requires incremental deviator stress for plastic deformation. Both static and dynamic creep tests do not satisfy this condition. Therefore, the “system identification” approach is used in this study. Two methods of system identification approach—that is, black box and grey box modeling—are adopted to characterize static and dynamic creep behavior of AC. Of these two models under consideration, the black box models were versatile in modeling complex loading situations with a high degree of accuracy but lacked physical interpretation. While the grey box models have a physical interpretation, they are not as versatile as black box models.
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密级配沥青混合料静态蠕变和动态蠕变特性建模的系统识别框架
本研究采用系统识别框架的原理,对两种密级配沥青混凝土(AC)混合料在静态和动态压缩蠕变试验下的响应进行了建模。交流材料在静态和动态蠕变加载条件下表现出复杂的行为模式,如历史依赖、塑性依赖和温度依赖。需要建立一个描述这些复杂现象的本构模型。实证方法不在本研究的范围之内。粘弹性连续损伤模型需要单独的实验来表征线性和损伤行为。粘塑性模型需要增量偏应力来进行塑性变形。静态和动态蠕变试验都不满足这一条件。因此,本研究采用“系统识别”方法。采用两种系统辨识方法,即黑盒和灰盒建模来表征交流系统的静、动态蠕变行为。在考虑的两种模型中,黑盒模型在模拟复杂载荷情况时具有通用性,精度高,但缺乏物理解释。虽然灰盒模型有物理解释,但它们不像黑盒模型那样通用。
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来源期刊
Transportation Research Record
Transportation Research Record 工程技术-工程:土木
CiteScore
3.20
自引率
11.80%
发文量
918
审稿时长
4.2 months
期刊介绍: Transportation Research Record: Journal of the Transportation Research Board is one of the most cited and prolific transportation journals in the world, offering unparalleled depth and breadth in the coverage of transportation-related topics. The TRR publishes approximately 70 issues annually of outstanding, peer-reviewed papers presenting research findings in policy, planning, administration, economics and financing, operations, construction, design, maintenance, safety, and more, for all modes of transportation. This site provides electronic access to a full compilation of papers since the 1996 series.
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