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Research of Dynamic Buckling of FG-GPLRC Arch Under Rectangular Pulse Loading 矩形脉冲载荷下 FG-GPLRC 拱体的动态屈曲研究
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-31 DOI: 10.1007/s40996-024-01567-7
Qian Hu, Yonghui Huang, Xinling Li, Bijing Chen

The dynamic mechanical response of functional gradient graphene nanoplatelets reinforced composite arches (GPLs) under the influence of rectangular pulse loading has been studied by employing finite element analysis (FEA). By comparing the static buckling behavior of arches with the peak of the dynamic displacement response, a new method to determine the critical dynamic buckling load and load holding time was established. The specific effects of the distribution pattern, shape and size, mass fraction, and load holding time of GPLs on the dynamic response performance of arches were deeply investigated through a parametric study. It is found that even a small amount of GPLs addition can significantly elevate the dynamic buckling load carrying capacity of arches, and the X-shaped GPLs distribution pattern is the most effective way to enhance the dynamic stability performance of arches. With other parameters being constant, a larger surface area and thinner GPL can improve the performance of the material more significantly.

通过采用有限元分析(FEA),研究了功能梯度石墨烯纳米片增强复合材料拱(GPL)在矩形脉冲载荷影响下的动态力学响应。通过比较拱的静态屈曲行为和动态位移响应峰值,建立了一种确定临界动态屈曲载荷和载荷保持时间的新方法。通过参数研究,深入探讨了 GPL 的分布模式、形状和尺寸、质量分数和荷载保持时间对拱桥动态响应性能的具体影响。研究发现,即使添加少量的 GPLs 也能显著提高拱桥的动屈曲承载能力,而 X 形 GPLs 分布模式是提高拱桥动态稳定性能的最有效方法。在其他参数不变的情况下,更大的表面积和更薄的 GPL 可以更明显地改善材料的性能。
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引用次数: 0
Advancements in Geopolymer Concrete: A Detailed Review of Engineering Properties with Nanomaterial Integration 土工聚合物混凝土的进展:纳米材料集成工程特性详述
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-30 DOI: 10.1007/s40996-024-01543-1
Anil Kumar, Pradeep Kumar Ghosh, Vivek Pahuja

The evolution of high performance geopolymer concrete (GPC) has become additionally significant for researchers and industry professionals due to the environmental issues related with the use of bulk cement in construction projects. By using fly ash (FA), bottom ash (BA), slag (GGBS), rice husk ash (RHA), and other industrial wastes as the principal binder instead of Portland cement, these mixes promote a greener approach to bulk concrete production. These high-performance blends are often associated with the incorporation of nanomaterials (NM) in the mix. Moreover, it has been demonstrated that NM incorporation offers GPC blends superior mechanical properties, and frequently does away with the requirement for thermal curing which further reduces the energy demand for production. This incorporation of NM also results in a denser inter-particle packing at a micro level, which increases the blend’s durability. The performances of GPC blends dosed with various NM, such as carbon nanotubes (CNT), nano-silica (NS), nano-alumina (NA), nano-titanium di oxide (NT), nano-clay (NC), and nano-graphene oxide (NG), are thoroughly summarized in this article in terms of mechanical, durability, and microstructural qualities. The final inferences and conclusions were drawn keeping in mind the viability of bulk consumption. Ultimately, TOPSIS analysis was carried out to determine the optimum type and dosage of NM in GPC and it was found that NS dosed at 2% yielded the most favorable outcomes. Present limitations and challenges related to the bulk utilization of GPC doped with NM are also discussed towards the end of this review, along with potential directions for further research.

由于在建筑项目中使用散装水泥所带来的环境问题,高性能土工聚合物混凝土(GPC)的发展对研究人员和行业专业人士来说变得更加重要。通过使用粉煤灰 (FA)、底灰 (BA)、矿渣 (GGBS)、稻壳灰 (RHA) 和其他工业废料代替硅酸盐水泥作为主要粘结剂,这些混合物促进了一种更环保的大体积混凝土生产方式。这些高性能混合物通常与混合物中掺入纳米材料(NM)有关。此外,事实证明,掺入 NM 可使 GPC 混合物具有更优越的机械性能,而且经常不需要热养护,从而进一步减少了生产过程中的能源需求。掺入 NM 还能使微观层面上的颗粒间堆积更加致密,从而提高混合物的耐久性。本文从机械、耐久性和微观结构质量等方面全面总结了掺入各种 NM(如碳纳米管 (CNT)、纳米二氧化硅 (NS)、纳米氧化铝 (NA)、纳米二氧化钛 (NT)、纳米粘土 (NC) 和纳米氧化石墨烯 (NG))的 GPC 混合物的性能。在得出最终推论和结论时,考虑到了批量消费的可行性。最后,进行了 TOPSIS 分析,以确定 GPC 中 NM 的最佳类型和用量,结果发现,用量为 2% 的 NS 能产生最有利的结果。本综述的最后还讨论了与掺入 NM 的 GPC 的批量利用有关的当前限制和挑战,以及进一步研究的潜在方向。
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引用次数: 0
Effect of Coarse Aggregate Gradation on the Acoustic Emission and Microseismic Behavior of Concrete Under Load 粗集料级配对混凝土在荷载作用下的声发射和微震行为的影响
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-29 DOI: 10.1007/s40996-024-01525-3
Changyu Wu, Yihong Zheng, Chengyu Liu

In this paper, uniaxial compression tests were carried out on nine concrete specimens with different coarse aggregate particle size ranges in single and continuous gradation at curing ages of 3, 7 and 28 d, respectively. The acoustic emission (AE) and microseismic (MS) signals of the whole loading process were monitored by combining AE and MS to investigate. The AE and MS signals characteristics of concrete with different coarse aggregate gradations during load damage at different curing ages were analyzedand the effect of the maximum coarse aggregate size on the damage evolution of concrete were investigated. Based on findings from experiments, as the maximum particle size of the coarse aggregate increases, the initial defects within the concrete specimens initially decrease and then increase. A larger size and the more heterogeneous of the coarse aggregate has an accelerating effect on the emergence and expansion of cracks throughout the load-induced damage process in concrete structures. In addition, when the curing age is brief, the expansion of internal cracks in concrete predominantly depends on the curing age, with the relationship to the maximum particle size of coarse aggregate being less evident.

本文分别在 3、7 和 28 d 的养护龄期对 9 个粗骨料粒径范围不同的单级配和连续级配混凝土试件进行了单轴压缩试验。通过声发射(AE)和微震(MS)相结合的方法,对整个加载过程的声发射(AE)和微震(MS)信号进行了监测和研究。分析了不同粗骨料级配的混凝土在不同养护龄期荷载破坏过程中的 AE 和 MS 信号特征,并研究了最大粗骨料粒径对混凝土破坏演变的影响。实验结果表明,随着粗骨料最大粒径的增大,混凝土试件内部的初始缺陷先减小后增大。粗骨料的粒径越大、异质性越强,在混凝土结构的整个荷载诱发破坏过程中,对裂缝的出现和扩展有加速作用。此外,当养护龄期较短时,混凝土内部裂缝的扩展主要取决于养护龄期,与粗骨料最大粒径的关系并不明显。
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引用次数: 0
Mechanical and Microstructural Analysis of High-Performance Concrete Incorporated with Hybrid Fibres and Graphene Oxide 加入混合纤维和氧化石墨烯的高性能混凝土的力学和微结构分析
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-29 DOI: 10.1007/s40996-024-01532-4
V. Anish, J. Logeshwari

High-Performance Concrete (HPC) is an exceptional concrete with remarkable performance mostly in all aspects and has a compressive strength more than 60 MPa. This paper investigates the characteristics of concrete by various mechanical tests like compressive, split tensile and flexural strength with the reinforcement of different types of fibres and incorporation of graphene oxide. The microstructural analysis was also done to study the effects of different materials on the concrete. The usage of various types of fibres, Graphene oxide, mineral admixtures, preparation techniques and the utilization of materials in hybrid combinations are being investigated. Denser microstructure, lesser porosity and a homogeneous mixing are the basic requirements of the HPC design. Due to the requirement for a huge quantity of cement in HPC which is responsible for CO2 emission, abrasion and excessive heat of hydration resulting in cracks, Supplementary cementitious constituents like fly ash and silica fume were used, which also reduces the cost of construction. The nanomaterials react with calcium hydroxide and creates increased C–S–H gels, also aids in attaining a denser microstructure for HPC by filling the voids and pores, thereby providing sites for the nucleation and formation of C–S–H gel. It also helps in reducing the development of nano cracks, while the fibres in concrete helps in the energy dissipation effect during loading conditions and also produces a bridging effect for micro and macro cracks. The compressive, split tensile and flexural strength was observed to be improved up to 30.65%, 91.2% and 89.58% with the reinforcement by the hybrid combination of fibres and nanomaterials. The microstructural analysis on the concrete showed petal like crystals and a denser microstructure, with the usage of graphene oxide. Higher C–S–H and calcium hydroxide crystals formation was also noticed due to the usage of mineral admixtures and graphene oxide. The bridging effect of fibres hold firm in concrete matrix were also seen on the microstructural analysis. Based on the investigations, it has been found that the hybrid usage of the medium hooked end steel fibres, micro basalt fibres and Graphene oxide aides in improving several properties of the HPC.

高性能混凝土(HPC)是一种特殊的混凝土,在各方面都有显著的性能,抗压强度超过 60 兆帕。本文通过各种力学测试,如抗压强度、劈裂拉伸强度和抗折强度,以及不同类型纤维的加固和氧化石墨烯的加入,研究了混凝土的特性。同时还进行了微观结构分析,以研究不同材料对混凝土的影响。目前正在研究各种纤维、氧化石墨烯、矿物掺合料的使用、制备技术以及材料的混合使用。更致密的微观结构、更小的孔隙率和均匀的混合是 HPC 设计的基本要求。由于 HPC 需要大量水泥,而水泥会导致二氧化碳排放、磨损和过高的水化热,从而产生裂缝,因此使用了粉煤灰和硅灰等补充胶凝成分,这也降低了建筑成本。纳米材料会与氢氧化钙发生反应,生成更多的 C-S-H 凝胶,还能通过填充空隙和孔隙,为 C-S-H 凝胶的成核和形成提供场所,从而帮助 HPC 获得更致密的微观结构。它还有助于减少纳米裂缝的产生,而混凝土中的纤维则有助于在加载条件下产生能量消耗效应,并对微观和宏观裂缝产生桥接作用。纤维和纳米材料混合加固后,抗压、劈裂拉伸和弯曲强度分别提高了 30.65%、91.2% 和 89.58%。混凝土的微观结构分析表明,使用氧化石墨烯后,混凝土中出现了花瓣状晶体,微观结构更加致密。由于使用了矿物掺合料和氧化石墨烯,C-S-H 和氢氧化钙晶体的形成量也有所增加。微观结构分析还显示了纤维在混凝土基体中的桥接作用。研究发现,混合使用中钩端钢纤维、微玄武岩纤维和氧化石墨烯有助于改善 HPC 的多项性能。
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引用次数: 0
Static Behaviour of a Novel Prefabricated Textile Reinforced Concrete Crash Barrier 新型预制纺织钢筋混凝土防撞护栏的静态性能
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-27 DOI: 10.1007/s40996-024-01564-w
Smitha Gopinath, A. K. Farvaze Ahmed, Amar Prakash

As more lanes are often added to facilitate mobility in road infrastructure, the demand for effective crash barrier safety elements has grown with time. There is also a greater need for thin crash barrier configurations worldwide, which occupy less space. The goal of the current study is to develop a prefabricated textile-reinforced concrete (TRC) crash barrier that is non-corrosive and has a thin wall. A first-of-its-kind pre-fabrication procedure that completely avoids demoulding has been devised for the manufacturing of TRC crash barriers. Investigations were carried out on TRC crash barriers under static loading to determine the influential aspects such as the textile material (glass and basalt), the number of textile layers and their positioning, and the influence of different types of fine aggregates in the TRC binder. Further, factorial analysis is utilized to ascertain the individual and interaction impacts of major elements important to the development of the TRC crash barrier. Conclusions concerning TRC’s appropriateness for both temporary and long-term deployment as crash barriers are made in light of the research.

随着道路基础设施不断增加车道以提高流动性,对有效的防撞护栏安全元件的需求也与日俱增。此外,全球对占用空间较小的薄型防撞护栏配置的需求也越来越大。本研究的目标是开发一种无腐蚀性、薄壁的预制纺织混凝土(TRC)防撞护栏。为制造 TRC 防撞护栏,我们首次设计了一种完全避免脱模的预制程序。对静态荷载下的 TRC 防撞护栏进行了研究,以确定影响因素,如纺织材料(玻璃和玄武岩)、纺织层数及其位置,以及 TRC 粘合剂中不同类型细骨料的影响。此外,还利用因子分析来确定对 TRC 防撞护栏发展具有重要意义的主要元素的单独影响和相互作用。根据研究结果,就 TRC 是否适合用作临时和长期的防撞护栏得出了结论。
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引用次数: 0
Damage Identification in a Cantilever Beam Using Regression and Machine Learning Models 使用回归和机器学习模型识别悬臂梁中的损伤
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-27 DOI: 10.1007/s40996-024-01563-x
Vikas Khalkar, Arul Marcel Moshi Antony Joseph Decruz, Logesh Kamaraj, Hariharasakthisudhan Ponnarengan, Renjin J. Bright

A manufacturing fault causes a defect consisting of a crack in the structure. Identification and classification are essential in scientific research because cracks can lead to catastrophic system failure. The purpose of structural fitness tracking is to diagnose and predict structural fitness. A complete crack detection method based on free vibration is widely used to find potential cracks in systems. However, static deflection methods are limited to predicting crack parameters. Therefore, this article uses the static deflection method to determine the crack locations and depth in the cantilever beam. A dead weight was attached to the beam’s free end, and two dial gauges were used. A gauge was attached to the free end of the beam to measure the free-end deflection. Another dial indicator was also installed near the crack to measure the static deflection of the crack. Numerical and experimental analyses were performed on 48 cracked specimens to measure the static deflection at two points. A regression model was developed to calculate the crack parameters, i.e., crack locations and crack depths in beams. To evaluate the reliability of the developed regression model, a machine learning model, i.e., Artificial Neural Network (ANN) and Random Forest (RF), was used for prediction. Regression, ANN, and RF models were developed using numerical and experimental datasets. The crack depth and location results obtained from the regression and machine learning models are consistent with the actual results. The crack parameters were predicted using static two-point deflection as input, and the results were encouraging. Therefore, the static two-point deflection approach may be widely used to detect future cracks in more complex structures.

制造故障会导致结构出现裂缝。由于裂缝可能导致灾难性的系统故障,因此识别和分类在科学研究中至关重要。结构适配性跟踪的目的是诊断和预测结构适配性。基于自由振动的完整裂缝检测方法被广泛用于发现系统中的潜在裂缝。然而,静态挠度方法仅限于预测裂缝参数。因此,本文采用静态挠度法来确定悬臂梁的裂缝位置和深度。在梁的自由端安装了一个自重,并使用了两个刻度盘量规。梁的自由端安装了一个量规,用于测量自由端挠度。另一个千分表也安装在裂缝附近,用于测量裂缝的静态挠度。对 48 个裂缝试样进行了数值和实验分析,以测量两点的静态挠度。建立了一个回归模型来计算裂缝参数,即梁中的裂缝位置和裂缝深度。为了评估所开发回归模型的可靠性,使用了机器学习模型,即人工神经网络(ANN)和随机森林(RF)进行预测。使用数值和实验数据集开发了回归、ANN 和 RF 模型。回归模型和机器学习模型得出的裂纹深度和位置结果与实际结果一致。使用静态两点挠度作为输入对裂缝参数进行了预测,结果令人鼓舞。因此,静态两点挠度方法可广泛用于检测更复杂结构的未来裂缝。
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引用次数: 0
Dynamic Evolution of Concrete Strength Grades: Insights Across Different Ages and Strain Rates 混凝土强度等级的动态演变:不同龄期和应变速率下的启示
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-27 DOI: 10.1007/s40996-024-01556-w
Shiming Wang, Yunfan Bai, Yan Shen, Jian Zhou, Manoj Khandelwal

This paper investigated the dynamic response of plain concrete with three different strength grades, namely C30, C40, and C50, at an early age (3, 7, 14, and 28 days, respectively). Significant patterns were uncovered using a 75-mm-diameter split Hopkinson pressure bar (SHPB) apparatus. Initially, pronounced viscoelastic behaviour was observed in the concrete’s early stages, characterised by a sharp stress-strain curve both before and after reaching its peak. As the concrete matures, stress concentration within the stress-strain curve becomes more pronounced. Additionally, exponential growth in dynamic strength with higher strain rates was observed, while the strain rate index decreased with age. Improving concrete quality was found to reduce the sensitivity of dynamic strength to strain rate. A viscoelastic damage constitutive model was formulated based on experimental analysis to describe the mechanical response effectively. The evolution of concrete properties over time was accurately captured by fitting model parameters to the experimental data. The theoretical stress-strain curves derived from this damage model closely matched experimental curves across various ages.

本文研究了三种不同强度等级(即 C30、C40 和 C50)的素混凝土在早期龄期(分别为 3、7、14 和 28 天)的动态响应。使用直径为 75 毫米的霍普金森分压杆(SHPB)装置发现了显著的模式。最初,在混凝土的早期阶段观察到明显的粘弹性行为,其特点是在达到峰值之前和之后都有一条尖锐的应力-应变曲线。随着混凝土的成熟,应力-应变曲线中的应力集中变得更加明显。此外,随着应变速率的增加,动态强度呈指数增长,而应变速率指数则随着龄期的增加而降低。研究发现,提高混凝土质量可降低动态强度对应变速率的敏感性。根据实验分析建立了粘弹性损伤构成模型,以有效描述力学响应。通过将模型参数与实验数据拟合,准确地捕捉到了混凝土性能随时间的变化。根据该损伤模型得出的理论应力-应变曲线与不同龄期的实验曲线非常吻合。
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引用次数: 0
Local Site Effects on the Damage Distribution during the 2003 Bam Earthquake (Southeastern Iran) and Its Implementation in Preparation of Earthquake Design Spectra for the City of Bam 当地遗址对 2003 年巴姆地震(伊朗东南部)破坏分布的影响及其在编制巴姆市地震设计谱系中的应用
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-27 DOI: 10.1007/s40996-024-01557-9
Ali Kavand, S. Mohammad Sadegh Sahraeian, Abbas Ghalandarzadeh, Saeid Hashemi Tabatabaei, Babak Kamranimoghaddam, Ashkan Mohammadi

This paper puts forward in-depth investigations on possible local site effects on damage distribution during the destructive 2003 Bam earthquake of southeastern Iran. In this investigation, detailed geotechnical characteristics of soil layers including subsurface soil profile, shear-wave velocity (VS) profiles along with constitutive soil models were surveyed in different areas of the city. A series of one-dimensional dynamic site response analyses were carried out to evaluate possible local site effects during the earthquake and also to propose site-specific design spectra for the city of Bam. Based on field and aerial surveys after the earthquake, a damage distribution map was prepared and compared with local site effects obtained from the analyses. The calculated PGA values at ground surface in the eastern part of the city were higher than those in the western zone while the maximum PGA occurred in the central part of the city. It was found that the local site conditions affected the pattern of PGA distribution, primarily due to the existence of a thick sedimentary layer extended from the northwest towards the southeast of the city. The distribution of period of maximum amplification complies with the result of geotechnical and geophysical testing and it had the lowest value (less than 0.1 s) in the northeastern parts of the city near a bedrock outcrop. The observed damage distribution was also in close agreement with the computed strong ground motion parameters at the ground surface, clearly showing the impacts of local site conditions.

本文深入研究了 2003 年伊朗东南部巴姆破坏性地震可能对破坏分布产生的局部影响。在此次调查中,对该市不同地区的土层岩土特征进行了详细调查,包括地下土壤剖面、剪切波速度(VS)剖面以及土壤构成模型。进行了一系列一维动态场地响应分析,以评估地震期间可能对当地场地造成的影响,并为巴姆市提出针对具体场地的设计谱系。根据震后的实地和空中勘测,绘制了破坏分布图,并与分析得出的局部场地效应进行了比较。计算得出的巴姆市东部地区地表 PGA 值高于西部地区,而最大 PGA 值出现在巴姆市中部地区。研究发现,当地的场地条件影响了 PGA 的分布模式,这主要是由于存在一个从城市西北部向东南部延伸的厚沉积层。最大振幅周期的分布符合岩土工程和地球物理测试的结果,其最低值(小于 0.1 秒)位于城市东北部的基岩露头附近。观测到的破坏分布也与地表强地动参数的计算结果密切吻合,清楚地显示了当地场地条件的影响。
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引用次数: 0
Factors Analysis of Intelligent Construction Technology Adoption Barriers for Expressway Construction Enterprises 高速公路施工企业采用智能化施工技术的障碍因素分析
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-27 DOI: 10.1007/s40996-024-01562-y
Zhi-chao Zhou, Yi-kun Su, Zhi-zhe Zheng, Yi-lin Wang

With the maturity and development of digital and intelligent technologies, the traditional construction industry is undergoing changes. However, most construction enterprises in China still lack comprehensive understanding of intelligent construction technologies (Minoli et al. IEEE Internet Things J 4:269–283, Minoli et al., IEEE Internet Things J 4:269–283, 2017). Therefore, research on the application and promotion of ICT is needed. This study aims to identify the factors hindering expressway construction enterprises from adopting ICT. Expert interviews and scoring were used to collect data from 32 experts. The TOSE framework identified fourteen influencing factors. The Fuzzy-DEMATEL-ISM method analyzed the expert scoring results. The results determined that the fourteen hypotheses were established, and the factors had hindering effects on enterprises adopting ICT. This study enhances research rigor by using empirical methods. The TOSE framework allows comprehensive identification of factors. And this study focuses on expressway construction enterprises, an under-researched area.

随着数字化、智能化技术的成熟和发展,传统建筑行业正在发生变革。然而,我国大多数建筑企业对智能建筑技术还缺乏全面的认识(Minoli et al. IEEE Internet Things J 4:269-283, Minoli et al., IEEE Internet Things J 4:269-283, 2017)。因此,需要对信息和通信技术的应用和推广进行研究。本研究旨在找出阻碍高速公路施工企业采用信息与通信技术的因素。采用专家访谈和打分的方式收集了 32 位专家的数据。TOSE 框架确定了 14 个影响因素。模糊-DEMATEL-ISM 方法对专家评分结果进行了分析。结果表明,十四个假设成立,这些因素对企业采用信息和通信技术产生了阻碍作用。本研究采用实证方法,提高了研究的严谨性。TOSE 框架可以全面识别各种因素。本研究的重点是高速公路施工企业,这是一个研究不足的领域。
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引用次数: 0
High Fuel Consumption Driving Behavior Causal Analysis Based on LightGBM and SHAP 基于 LightGBM 和 SHAP 的高油耗驾驶行为原因分析
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-26 DOI: 10.1007/s40996-024-01541-3
Hongru Liu, Shuyan Chen, Yongfeng Ma, Fengxiang Qiao, Qianqian Pang, Ziyu Zhang, Zhuopeng Xie

Accurate identification of high fuel consumption driving behaviors provides good theoretical support for eco-driving training. To gain a deeper understanding of contributing factors and their impacts on fuel consumption, this study acquired a driving data set based on a driving simulator test and employed the light gradient-boosting machine (LightGBM) algorithm to identify driving behaviors related to high fuel consumption and the SHapley Additive exPlanations (SHAP) algorithm for causal analysis. The LightGBM algorithm learns the intrinsic connection between the input variable X and the output variable Y and examines the learning effect. The SHAP algorithm analyzes how the output variable changes with the input variable from different perspectives. First, the vehicle kinematics and fuel consumption data were collected and preprocessed. Secondly, the LightGBM algorithm was employed to classify fuel consumption levels, including low, medium, and high. Thirdly, several evaluation metrics, precision, recall, and F1-score, were used to evaluate the identification results comprehensively, whereas SVM and XGBoost algorithms were employed for comparison. The results show that the LightGBM algorithm significantly outperforms SVM and XGBoost algorithms in precision, recall, and F1-score, respectively. The results show that the LightGBM algorithm performs well in terms of precision, recall, and F1-score. Finally, the SHAP algorithm was used to interpret the influence of contributing factors on high fuel consumption from three perspectives, global interpretation, interaction interpretation, and individual interpretation. The SHAP algorithm can intuitively display the relationship between high fuel consumption and its contributing factors. Specifically, acceleration, speed, roll speed, pitch speed, and engine speed significantly increased the probability of high fuel consumption. This study proposed an efficient combined method for high fuel consumption identification and interpretation, which can reduce the occurrence of high fuel consumption driving behavior, thus achieving the purpose of eco-driving training.

准确识别高油耗驾驶行为为生态驾驶培训提供了良好的理论支持。为深入了解高油耗驾驶行为的诱因及其对油耗的影响,本研究基于驾驶模拟器测试获取了驾驶数据集,并采用轻梯度提升机(LightGBM)算法识别与高油耗相关的驾驶行为,同时采用SHAPLE Additive exPlanations(SHAP)算法进行因果分析。LightGBM 算法学习输入变量 X 和输出变量 Y 之间的内在联系,并检查学习效果。SHAP 算法从不同角度分析输出变量如何随输入变量变化。首先,收集并预处理车辆运动学和燃料消耗数据。其次,采用 LightGBM 算法对油耗水平进行分类,包括低、中和高。第三,采用精确度、召回率和 F1 分数等几个评价指标对识别结果进行综合评价,同时采用 SVM 和 XGBoost 算法进行比较。结果表明,LightGBM 算法的精确度、召回率和 F1 分数分别明显优于 SVM 算法和 XGBoost 算法。结果表明,LightGBM 算法在精确度、召回率和 F1 分数方面表现良好。最后,使用 SHAP 算法从全局解释、交互解释和个体解释三个角度解释了高油耗诱因的影响。SHAP 算法可以直观地显示高油耗与其促成因素之间的关系。具体来说,加速度、速度、滚转速度、俯仰速度和发动机转速会明显增加高油耗的概率。本研究提出了一种高效的高油耗识别和解释组合方法,可减少高油耗驾驶行为的发生,从而达到生态驾驶培训的目的。
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引用次数: 0
期刊
Iranian Journal of Science and Technology, Transactions of Civil Engineering
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