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Neuroevolution Application to Collaborative and Heuristics-Based Connected and Autonomous Vehicle Cohort Simulation at Uncontrolled Intersection 神经进化在非受控交叉口协同启发式联网与自动驾驶车辆队列仿真中的应用
Pub Date : 2023-05-01 DOI: 10.3390/eng4020077
Frédéric F. Jacquelin, J. Bae, Bo Chen, D. Robinette
Artificial intelligence is gaining tremendous attractiveness and showing great success in solving various problems, such as simplifying optimal control derivation. This work focuses on the application of Neuroevolution to the control of Connected and Autonomous Vehicle (CAV) cohorts operating at uncontrolled intersections. The proposed method implementation’s simplicity, thanks to the inclusion of heuristics and effective real-time performance are demonstrated. The resulting architecture achieves nearly ideal operating conditions in keeping the average speeds close to the speed limit. It achieves twice as high mean speed throughput as a controlled intersection, hence enabling lower travel time and mitigating energy inefficiencies from stop-and-go vehicle dynamics. Low deviation from the road speed limit is hence continuously sustained for cohorts of at most 50 m long. This limitation can be mitigated with additional lanes that the cohorts can split into. The concept also allows the testing and implementation of fast-turning lanes by simply replicating and reconnecting the control architecture at each new road crossing, enabling high scalability for complex road network analysis. The controller is also successfully validated within a high-fidelity vehicle dynamic environment, showing its potential for driverless vehicle control in addition to offering a new traffic control simulation model for future autonomous operation studies.
人工智能正获得巨大的吸引力,并在解决各种问题方面取得了巨大的成功,例如简化最优控制推导。这项工作的重点是应用神经进化来控制在不受控制的十字路口运行的联网和自动驾驶车辆(CAV)队列。该方法采用了启发式算法,实现简单,实时性好。由此产生的架构在保持平均速度接近速度限制方面实现了近乎理想的操作条件。它的平均速度吞吐量是受控交叉路口的两倍,因此可以缩短行驶时间,并减轻因走走停停的车辆动态而造成的能源效率低下。因此,对于最长50米长的队列,可以持续保持较低的道路速度限制偏差。这个限制可以通过额外的通道来缓解,队列可以分成。该概念还允许通过简单地复制和重新连接每个新十字路口的控制架构来测试和实施快速转弯车道,从而为复杂的道路网络分析提供高可扩展性。该控制器还在高保真车辆动态环境中成功验证,展示了其在无人驾驶车辆控制方面的潜力,并为未来的自动驾驶研究提供了新的交通控制仿真模型。
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引用次数: 0
Offset Well Design Optimization Using a Surrogate Model and Metaheuristic Algorithms: A Bakken Case Study 利用代理模型和元启发式算法优化邻井设计:Bakken案例研究
Pub Date : 2023-04-23 DOI: 10.3390/eng4020075
Ahmed Merzoug, Vamegh Rasouli
Fracture-driven interaction FDI (colloquially called “Frac-hit”) is the interference of fractures between two or more wells. This interference can have a significant impact on well production, depending on the unconventional play of interest (which can be positive or negative). In this work, the surrogate model was used along with metaheuristic optimization algorithms to optimize the completion design for a case study in the Bakken. A numerical model was built in a physics-based simulator that combines hydraulic fracturing, geomechanics, and reservoir numerical modeling as a continuous simulation. The stress was estimated using the anisotropic extended Eaton method. The fractures were calibrated using Microseismic Depletion Delineation (MDD) and microseismic events. The reservoir model was calibrated to 10 years of production data and bottom hole pressure by adjusting relative permeability curves. The stress changes due to depletion were calibrated using recorded pressure data from MDD and FDI. Once the model was calibrated, sensitivity analysis was run on the injected volumes, the number of clusters, the spacing between clusters, and the spacing between wells using Sobol and Latin Hypercube sampling. The results were used to build a surrogate model using an artificial neural network. The coefficient of correlation was in the order of 0.96 for both training and testing. The surrogate model was used to construct a net present value model for the whole system, which was then optimized using the Grey Wolf algorithm and the Particle Swarm Optimization algorithm, and the optimum design was reported. The optimum design is a combination of wider well spacing (1320 ft), tighter cluster spacing (22 ft), high injection volume (1950 STB/cluster), and a low cluster number per stage (seven clusters). This study suggests an optimum design for a horizontal well in the Bakken drilled next to a well that has been producing for ten years. The design can be deployed in new wells that are drilled next to depleted wells to optimize the system’s oil production.
裂缝驱动的相互作用FDI(俗称“压裂冲击”)是两口或多口井之间裂缝的干扰。这种干扰可能会对油井产量产生重大影响,这取决于非常规油气藏的兴趣(可能是积极的,也可能是消极的)。在这项工作中,代理模型与元启发式优化算法一起用于优化Bakken区块的完井设计。在基于物理的模拟器中建立了一个数值模型,该模拟器结合了水力压裂、地质力学和油藏数值建模作为连续模拟。采用各向异性扩展Eaton法估算应力。利用微地震耗尽圈定(MDD)和微地震事件对裂缝进行校准。通过调整相对渗透率曲线,将储层模型校准为10年的生产数据和井底压力。利用MDD和FDI记录的压力数据校准了由于枯竭引起的应力变化。校正模型后,使用Sobol和Latin Hypercube采样对注入体积、簇数、簇间距和井间距进行敏感性分析。结果利用人工神经网络建立代理模型。训练和测试的相关系数均为0.96。利用代理模型构建整个系统的净现值模型,利用灰狼算法和粒子群算法对模型进行优化,并进行优化设计。最佳设计是更宽的井距(1320英尺)、更小的簇间距(22英尺)、高注入量(1950 STB/簇)和低每级簇数(7个簇)的组合。该研究提出了Bakken地区一口水平井的最佳设计方案,该水平井与一口已经生产了10年的井相邻。该设计可应用于毗邻枯竭井的新井,以优化系统的产油量。
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引用次数: 3
Chemo-Thermo-Mechanical FEA as a Support Tool for Damage Diagnostic of a Cracked Concrete Arch Dam: A Case Study 化学-热-力学有限元分析在混凝土拱坝裂缝损伤诊断中的应用
Pub Date : 2023-04-22 DOI: 10.3390/eng4020074
N. S. Leitão, Eloísa Castilho
Most of the larger hydropower plants in Western Europe, the former Soviet Union, North America and Japan were constructed between the 1940s and 1970s. This implies that the rehabilitation or repair of existing dams is a top priority, which entails new challenges for the dam engineering community. Since no two dams are the same, in cases in which abnormal behavior is suspected, an in-depth diagnosis of the state of the dam to define the causes and consequences of the damage is required. To illustrate the diagnostic process, an old concrete arch dam is presented which showed signs of reservoir water seepage through some construction joints, resulting in a buildup of calcium carbonate on the downstream face. After analyzing the available data, we put forward a hypothesis that the high temperature gradient promoted the opening of some construction joints on the upstream face during the first filling of the reservoir. Over time, water penetration expanded the cracks, reaching the downstream face. To prove our diagnosis, a chemo-thermo-mechanical finite element analysis was carried out in order to simulate the behavior of the dam during its construction and initial impoundment.
西欧、前苏联、北美和日本的大多数大型水电站建于20世纪40年代至70年代之间。这意味着修复或修复现有水坝是当务之急,这给水坝工程界带来了新的挑战。由于没有两个大坝是相同的,在怀疑异常行为的情况下,需要对大坝的状态进行深入诊断,以确定损坏的原因和后果。为了说明诊断过程,以一个老混凝土拱坝为例,该拱坝的一些施工缝显示出水库渗水的迹象,导致下游表面碳酸钙堆积。在分析已有资料的基础上,提出了水库首次充填时高温梯度促使上游工作面部分施工缝张开的假设。随着时间的推移,水的渗透扩大了裂缝,到达了下游的表面。为了证明我们的诊断,进行了化学-热-机械有限元分析,以模拟大坝在施工和初始蓄水期间的行为。
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引用次数: 0
A Numerical Study on the Response of a Very Large Floating Airport to Airplane Movement 超大型浮动机场对飞机运动响应的数值研究
Pub Date : 2023-04-21 DOI: 10.3390/eng4020073
T. Kakinuma, Masaki Hisada
Numerical simulations were generated to investigate the response of a floating airport to airplane movement using the nonlinear shallow water equations of velocity potential for water waves interacting with a floating thin plate. First, in the 1D calculations, the airplanes were B747 and B737. At touch-and-go, when the airplane speed is closer to the water wave speed, even B737 produced large waves based on the resonance. The impacts due to both the touchdown and leaving of the airplanes generated other forward and backward waves. At landing, when the airplane speed approached the water wave speed, a forced wave was generated and amplified, with many free waves ahead. At takeoff, a wave clump, generated shortly after starting to run, propagated in front of the airplanes. Although the wave height increased from superposition with the reflected waves, the wave reflectance was reduced by lowering the flexural rigidity near the airport edge. Second, in the 2D calculations, B787 performed landing and takeoff. When the still water depth is shallower, a grid-like pattern was formed at the floating airport and appeared more remarkably in landing than in takeoff. The effective amplification occurred from a sufficient load applied when the airplane speed approached the water wave speed. Furthermore, the maximum upslope gradient beneath the airplane increased as the still water depth decreased, and it was larger in takeoff than in landing.
利用水波与浮式薄板相互作用的非线性浅水速度势方程,对浮式机场对飞机运动的响应进行了数值模拟。首先,在一维计算中,飞机是B747和B737。当飞机速度接近水波速度时,即使是B737也会产生基于共振的大波。由于飞机着陆和离开造成的冲击产生了其他正向和向后的波。在着陆时,当飞机速度接近水波速度时,产生并放大了一个强迫波,前方有许多自由波。起飞时,在起飞后不久产生的波浪团在飞机前方传播。虽然与反射波叠加会增加波高,但降低机场边缘附近的弯曲刚度会降低波的反射率。其次,在二维计算中,B787进行了着陆和起飞。当静水深较浅时,浮动机场形成网格状,降落时比起飞时更明显。当飞机速度接近水波速度时,通过施加足够的载荷产生有效放大。飞机下方最大上坡梯度随静水深度的减小而增大,且在起飞时大于降落时。
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引用次数: 1
Implementation of Cloud Point Extraction Using Surfactants in the Recovery of Polyphenols from Apricot Cannery Waste 表面活性剂浊点萃取法回收杏罐头废弃物中多酚的研究
Pub Date : 2023-04-21 DOI: 10.3390/eng4020072
Ioannis Giovanoudis, V. Athanasiadis, Theodoros G. Chatzimitakos, Dimitrios Kalompatsios, Eleni Bozinou, O. Gortzi, G. Nanos, S. Lalas
The objective of this study was to investigate the feasibility of using Cloud Point Extraction (CPE) to isolate natural antioxidants (polyphenols) from apricot cannery waste (ACW). Four different food-grade surfactants (Genapol X-080, PEG 8000, Tween 80, and Lecithin) were tested at varying concentrations to evaluate the effectiveness of the technique. It was observed that low concentrations of surfactants in one-step CPE resulted in less than 65% polyphenol recovery, which necessitated further extraction steps. However, high concentrations of surfactants were found to significantly improve polyphenol extraction from ACW for all surfactants tested. Among the four surfactants, PEG 8000 was found to be the most effective in most circumstances; specifically, adding only 2% of the surfactant per step in a two-step CPE was enough to effectively extract polyphenols with recovery rates better than 99%. When 10% w/v of PEG 8000 was used, recoveries greater than 92% were obtained. Since PEG 8000 is a reagent with low toxicity and the CPE method is simple, rapid, cheap, sensitive, and selective, the extracted organic compounds from ACW can be used as natural antioxidants in food technology. This has important implications for the development of natural and sustainable food additives.
本研究旨在探讨用云点萃取法从杏罐头废弃物中分离天然抗氧化剂(多酚)的可行性。四种不同的食品级表面活性剂(Genapol X-080、PEG 8000、Tween 80和卵磷脂)在不同浓度下进行了测试,以评估该技术的有效性。结果表明,在低浓度的表面活性剂条件下,一步CPE的多酚回收率低于65%,需要进一步的萃取步骤。然而,高浓度的表面活性剂可以显著提高所有表面活性剂对ACW中多酚的提取率。在四种表面活性剂中,peg8000在大多数情况下都是最有效的;在两步CPE中,每步添加2%的表面活性剂就足以有效地提取多酚,回收率优于99%。当PEG 8000用量为10% w/v时,回收率大于92%。由于peg8000是一种低毒的试剂,而CPE法具有简单、快速、廉价、灵敏、选择性好等优点,因此从ACW中提取的有机化合物可作为天然抗氧化剂应用于食品工艺中。这对开发天然和可持续的食品添加剂具有重要意义。
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引用次数: 4
Negative Impacts of Trace Metal Contamination on the Macrobenthic Communities along the Santos Port Complex—Brazil 痕量金属污染对巴西桑托斯港口大型底栖生物群落的负面影响
Pub Date : 2023-04-20 DOI: 10.3390/eng4020071
J. F. Delgado, Renan M. Amorim, L. S. Lima, C. Gaylarde, José Antônio Baptista Neto, Samira C. de S. Pinto, Beatriz F. dos S. Gonçalves, E. M. D. Fonseca
Port sites represent one of the most impacted coastal areas; this impact is due to intensive anthropogenic pressures. In addition to the port complex itself, associated activities, such as indiscriminate disposal of pollutants, including trace metals, affect the local ecosystem. Macroinvertebrate benthic communities are one of the most effective bioindicators of environmental health because of their importance as a primary food source for many fish, birds, and mammals, as well as their influence on sediment stability and geochemical composition. This article evaluates the benthic macrofauna in the Santos Estuarine System (SES), the location of the Santos Port Complex (SPC), linking trace metal levels to differences in microbenthic community structure and pollutant bioavailability. The distribution of Cd, Ni, and Pb was directly related to organic matter deposits, while Cu and Zn appeared to result from port activities. The SES contained a poor benthic macroinvertebrate community, resulting from the contaminated muddy sediments. A significant negative correlation was found between the macrobenthic diversity and concentrations of Cu in the soluble phase; this implied the pollution-induced degradation of the macrobenthos in SES.
港口是受影响最严重的沿海地区之一;这种影响是由于强烈的人为压力造成的。除了港口综合设施本身外,相关的活动,例如不分青红皂白地处置污染物,包括微量金属,也影响到当地的生态系统。大型无脊椎底栖生物群落是环境健康最有效的生物指标之一,因为它们是许多鱼类、鸟类和哺乳动物的主要食物来源,对沉积物稳定性和地球化学组成也有重要影响。本文评价了桑托斯河口系统(SES),桑托斯港口综合体(SPC)所在地的底栖大型动物,将微量金属水平与底栖微生物群落结构和污染物生物利用度的差异联系起来。Cd、Ni、Pb的分布与有机质沉积有直接关系,而Cu、Zn的分布则与港口活动有关。由于淤泥沉积物的污染,SES中底栖大型无脊椎动物群落较差。大型底栖生物多样性与可溶性Cu浓度呈显著负相关;这暗示了污染引起的大型底栖动物的降解。
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引用次数: 1
Microservice-Oriented Architecture for Industry 4.0 面向工业4.0的微服务架构
Pub Date : 2023-04-19 DOI: 10.3390/eng4020069
R. P. Pontarolli, J. A. Bigheti, Lucas Borges Rodrigues de Sá, E. P. Godoy
Industry 4.0 (I4.0) is characterized by the integration of digital technologies into manufacturing processes and highlights new requirements for industrial systems such as greater interoperability, decentralization, modularization, and independence. The traditional hierarchical architecture of Industrial Automation Systems (IAS) does not fulfill these requirements and is evolving to incorporate information technologies in order to support I4.0 applications. The integration among these technologies, equipment, and systems at different industry levels requires a migration from the legacy vertical architecture to a flat architecture based on services. Service-oriented architecture (SOA) and, more recently, microservices play a critical role in I4.0 by providing a framework for integrating complex systems and meeting those requirements. This paper presents the development of a Microservice-Oriented Architecture for Industry 4.0 (MOAI), initially focused on evolving IAS to the I4.0. The objective is to describe the development, deployment, and testing of an IAS architecture based on microservices prepared for I4.0 applications. On the contrary to developing the whole software for the industrial SOA, the MOAI was developed on top of the Moleculer framework, which allowed focusing on creating services and applications for the automation and process control industry context. The development of several microservices and security mechanisms for the MOAI is presented, as is the deployment of IAS applications as services such as process control, SCADA, discrete automation, among others. The MOAI was implemented in a process control pilot plant for experimentation. Experimental results of the MOAI for IAS applications are investigated, the microservice communication performance is evaluated, and the pros and cons of microservices for I4.0 are discussed.
工业4.0 (I4.0)的特点是将数字技术集成到制造过程中,并突出了对工业系统的新要求,如更大的互操作性、分散化、模块化和独立性。传统的工业自动化系统(IAS)层次结构不能满足这些要求,为了支持工业4.0应用,它正在演变为包含信息技术。不同行业级别的这些技术、设备和系统之间的集成需要从传统的垂直体系结构迁移到基于服务的平面体系结构。面向服务的体系结构(SOA)以及最近的微服务在工业4.0中发挥着关键作用,它们为集成复杂系统和满足这些需求提供了框架。本文介绍了面向工业4.0 (MOAI)的微面向服务架构的开发,最初侧重于将IAS发展到工业4.0。本文的目标是描述基于为I4.0应用程序准备的微服务的IAS架构的开发、部署和测试。与为工业SOA开发整个软件相反,MOAI是在分子框架之上开发的,它允许专注于为自动化和过程控制行业环境创建服务和应用程序。介绍了MOAI的几个微服务和安全机制的开发,以及IAS应用程序作为服务的部署,如过程控制、SCADA、离散自动化等。MOAI在一个过程控制中试工厂进行了实验。研究了面向IAS应用的MOAI的实验结果,评估了微服务通信性能,并讨论了面向I4.0的微服务的优缺点。
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引用次数: 1
Rapid Prediction of Leaf Water Content in Eucalypt Leaves Using a Handheld NIRS Instrument 手持式近红外光谱仪快速预测桉树叶片水分含量
Pub Date : 2023-04-19 DOI: 10.3390/eng4020070
Joel B. Johnson
Leaf water content (LWC) is a crucial physiological parameter that plays a limiting role in the efficiency of photosynthesis and biomass production in many plants. This study investigated the use of diffuse reflectance near-infrared spectroscopy (NIRS) for the rapid prediction of the gravimetric LWC in eucalypt leaves from Eucalyptus and Corymbia genera. The best-performing model for LWC gave a R2pred of 0.85 and RMSEP of 2.32% for an independent test set, indicating that the handheld NIR instrument could predict the LWC with a high level of accuracy. The use of support vector regression gave slightly more accurate results compared with partial least squares regression. Prediction models were also developed for leaf thickness, although these were somewhat less accurate (R2pred of 0.58; RMSEP of 2.7 µm). Nevertheless, the results suggest that handheld NIR instruments may be useful for in-field screening of LWC and leaf thickness in Australian eucalypt species. As an example of its use, the NIR method was applied for rapid analysis of the LWC and leaf thickness of every leaf found on an E. populnea sapling.
叶片含水量(LWC)是影响植物光合作用效率和生物量生产的重要生理参数。本文研究了利用漫反射近红外光谱(NIRS)快速预测桉树(Eucalyptus)和山茱萸(Corymbia)属桉树叶片重量LWC的方法。独立测试集的R2pred为0.85,RMSEP为2.32%,表明手持式近红外仪器对LWC的预测精度较高。与偏最小二乘回归相比,使用支持向量回归给出了稍微准确的结果。此外,还建立了叶片厚度的预测模型,但其准确性较低(R2pred为0.58;RMSEP为2.7µm)。然而,结果表明,手持近红外仪器可能对澳大利亚桉树物种的LWC和叶片厚度的现场筛选有用。以白杨树苗为例,应用近红外光谱法快速分析了白杨树苗每片叶片的叶片厚度和LWC。
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引用次数: 0
Are Implant Threads Important for Implant Stability? An In Vitro Study Using Low-Density Polyurethane Sheets 种植体螺纹对种植体稳定性很重要吗?低密度聚氨酯片材的体外研究
Pub Date : 2023-04-19 DOI: 10.3390/eng4020068
L. Comuzzi, M. Tumedei, N. Di Pietro, T. Romasco, L. Montesani, A. Piattelli, U. Covani
Different strategies are known to improve implant primary stability (PS) and the bone-to-implant contact in post-extractive conditions, such as the macro-geometry of screws and apical threads, which can enhance the mechanical characteristics. In any case, the role of the apical area design in maintaining or improving the PS, especially in low-quality bone, still remains unclear. Thus, the present study aimed at evaluating in vitro the Insertion Torque (IT), Removal Torque (RT), and Resonance Frequency Analysis (RFA) of different implant apical threads in a cylindrical (EE) and in three conical implants (T3, TAC, Intra-lock) inserted in simulated post-extraction conditions on low-density polyurethane foams of 10 and 20 pounds per cubic foot (PCF), with and without the addition of a cortical sheet of 30 PCF in density. The IT, RT, and RFA values of all the implants tested were directly proportional to the polyurethane density and to the presence of the cortical sheet, but TAC and Intra-lock implants, which had the latest-generation thread design, always showed significantly higher values (e.g., IT: 18.6 and 18.6 Ncm, RT: 10.8 and 13.7 Ncm, RFA mean: 46 and 43 ISQ, in the 20 PCF density with the cortical sheet for TAC and Intra-lock, respectively). In particular, TAC implants also reached the highest RFA values in the lowest-density foam (19 ISQ). In conclusion, the present in vitro study demonstrated that TAC and Intra-lock apical designs and macro-geometries could play a key role in determining the PS and the polyurethane-implant contact in simulated post-extraction conditions in low-density artificial bone.
在拔牙后的条件下,不同的策略可以改善种植体的初级稳定性(PS)和骨与种植体的接触,例如螺钉和根尖螺纹的宏观几何形状,可以增强机械特性。在任何情况下,顶端区域设计在维持或改善PS中的作用,特别是在低质量骨中,仍然不清楚。因此,本研究旨在体外评估圆柱形(EE)和三种锥形(T3, TAC, Intra-lock)种植体中不同种植体顶端螺纹在模拟拔牙后条件下插入的插入扭矩(IT),移除扭矩(RT)和共振频率分析(RFA),植入低密度聚氨酯泡沫(10和20磅/立方英尺(PCF)),有和没有添加密度为30 PCF的皮质片。所有植入物的IT、RT和RFA值均与聚氨酯密度和皮质片的存在成正比,但TAC和Intra-lock植入物具有最新一代螺纹设计,其值总是显著较高(例如,在20 PCF密度中,TAC和Intra-lock植入物分别为IT: 18.6和18.6 Ncm, RT: 10.8和13.7 Ncm, RFA平均值分别为46和43 ISQ)。特别是,TAC植入物在最低密度泡沫(19 ISQ)中也达到了最高的RFA值。总之,目前的体外研究表明,TAC和内锁根尖设计和宏观几何形状可以在模拟低密度人工骨拔牙后条件下决定PS和聚氨酯-种植体接触的关键作用。
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引用次数: 1
Transit Behaviour and Sociodemographic Interrelation: Enhancing Urban Public-Transport Solutions 交通行为和社会人口相互关系:加强城市公共交通解决方案
Pub Date : 2023-04-14 DOI: 10.3390/eng4020066
Aisha Hasan, Umair Hasan, H. Aljassmi, A. Whyte
Recent years have seen a considerable shift in the focus of public investment agencies from extensive roadway networks to a more planned approach that meets environmental, cost, and social dimensions more aptly. Past research has mainly explored the engineering aspect and cost parameters, while the human or social component is often neglected. This study aims to identify the trip-making behaviour of residents in an urban area towards bus transport network enhancement. Abu Dhabi, the location of study, is heavily dependent upon car travel, creating much congestion, which the local government seeks to address by enhanced public transport. This work examined eight public-transport routes in two zones, with data collected on both weekdays (n = 751) and weekends (n = 769). Multinomial logistic regression models showed that respondents highlighted overcrowded buses and traffic congestion as two of the main hurdles pertinent to urban routes in the bus network influencing their mode choice. Proposals pertinent to the local authority for further consideration need to factor in current low satisfaction with bus transit network coverage, low satisfaction with the quality of bus rides, inhibiting a mode shift from cars/taxis towards buses, cumulative income profiles of public-transport users, with findings that the low-income bracket is already at saturation, and that reducing congestion needs innovative (sociodynamic rather than technical road network) public-transport solutions.
近年来,公共投资机构的重点从广泛的道路网络转向更有计划的方法,更恰当地满足环境、成本和社会方面的需求。过去的研究主要是探讨工程方面和成本参数,而人或社会因素往往被忽视。本研究旨在探讨城市居民对公共汽车网络改善的出行行为。研究所在的阿布扎比严重依赖汽车出行,造成了严重的交通拥堵,当地政府试图通过加强公共交通来解决这个问题。这项工作调查了两个地区的八条公共交通路线,收集了工作日(n = 751)和周末(n = 769)的数据。多项逻辑回归模型显示,受访者强调过度拥挤的公交车和交通拥堵是公交网络中与城市路线相关的两个主要障碍,影响他们的模式选择。与地方当局相关的建议需要进一步考虑的因素包括:目前人们对公共交通网络覆盖的满意度较低,对公共汽车乘坐质量的满意度较低,抑制了从汽车/出租车向公共汽车的模式转变,公共交通用户的累积收入情况,发现低收入阶层已经饱和,减少拥堵需要创新的(社会动态而不是技术道路网络)公共交通解决方案。
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引用次数: 1
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