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Design of an Adaptive Fuzzy Sliding Mode Control with Neuro-Fuzzy system for control of a differential drive wheeled mobile robot 基于神经模糊系统的差动驱动轮式移动机器人自适应模糊滑模控制设计
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-10 DOI: 10.1080/23311916.2023.2276517
Aderajew Ashagrie Tilahun, Tilahun Weldcherkos Desta, Ayodeji Olalekan Salau, Lebsework Negash
This paper presents the design of a novel trajectory tracking control strategy and the development of a mathematical model for a non-holonomic differential-drive wheeled mobile robot. The proposed control system utilizes a dual-loop approach, where the inner loop controls the dynamics by employing Adaptive Fuzzy Sliding Mode Control (AFSMC), and the outer loop, handles kinematics by utilizing an Adaptive Neuro-Fuzzy Inference System ;(ANFIS). The ANFIS is employed to minimize the error between the actual and desired velocities, providing a desired input for the inner loop. Meanwhile, the AFSMC is used to effectively control the system dynamics. The use of these dual-loop controllers considerably improves the system’s overall efficiency. The inner controller compensates for dynamic disturbances, while the outer controller manages velocity errors. We integrate the actuator dynamics and the chopper effect of the wheels in the dynamics modeling, which helps to increase the models accuracy. MATLAB was used to implement the controller, while circular and eight-shaped trajectories were generated to assess the performance of the proposed controller. In addition, a comparative analysis of different controllers such as PID, SMC, AFSMC, and AFSMC with ANFIS was presented. The simulations were conducted under uncertainties, and the proposed controller is better than other controllers at tracking desired trajectories. The Lyapunov stability analysis is employed to verify the stability of the proposed controller. This paper shows that the proposed dual-loop controller is stable and more robust to internal parameter variation and external disturbance for the examined system. In general, the AFSMC with ANFIS is superior in trajectory tracking for the examined system compared to other controllers.
针对非完整差动驱动轮式移动机器人,设计了一种新的轨迹跟踪控制策略并建立了数学模型。所提出的控制系统采用双环方法,其中内环通过采用自适应模糊滑模控制(AFSMC)来控制动力学,外环通过使用自适应神经模糊推理系统(ANFIS)来处理运动学。ANFIS被用来最小化实际速度和期望速度之间的误差,为内环提供期望的输入。同时,利用AFSMC对系统进行了有效的动力学控制。这些双环控制器的使用大大提高了系统的整体效率。内部控制器补偿动态扰动,而外部控制器管理速度误差。在动力学建模中考虑了作动器动力学和车轮的斩波效应,提高了模型的精度。利用MATLAB实现了该控制器,并生成了圆形和八形轨迹来评估该控制器的性能。此外,还比较分析了PID、SMC、AFSMC、AFSMC与ANFIS的控制方法。在不确定条件下进行了仿真,结果表明该控制器在跟踪目标轨迹方面优于其他控制器。采用李雅普诺夫稳定性分析验证了所提控制器的稳定性。研究表明,所提出的双环控制器对被测系统具有较好的稳定性,对系统内部参数变化和外部干扰具有较强的鲁棒性。一般来说,与其他控制器相比,带有ANFIS的AFSMC在被测系统的轨迹跟踪方面具有优越性。
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引用次数: 0
An explainable multi-class decision support framework to predict COVID-19 prognosis utilizing biomarkers 利用生物标志物预测COVID-19预后的可解释的多类别决策支持框架
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-05 DOI: 10.1080/23311916.2023.2272361
Krishnaraj Chadaga, Srikanth Prabhu, Vivekananda Bhat, Niranjana Sampathila, Shashikiran Umakanth, Rajagopala Chadaga, G. S. Shashi Kumar, K. S. Swathi
Millions of lives have been impacted by COVID-19, which has spread rapidly. Several vaccines have been developed to curb the severe prognosis induced by the virus. However, a part of the population (elderly and patients with coexisting conditions) is still at risk. It is crucial to identify these patients early since appropriate treatments can be provided to them to prevent the onset of severe symptoms such as breathlessness and hypoxia. Hence, this study utilizes machine learning and explainable artificial intelligence (XAI) to predict COVID-19 severity using biochemical, haematological and inflammatory markers. The patients are grouped into three classes: mild, moderate and severe. Four nature-inspired techniques have been utilized to select the best markers. The final stacked model obtained a maximum accuracy of 84. Demystifying the models has been done using four XAI techniques, including Shapley additive values (SHAP) and Local Interpretable Model-Agnostic Explanations (LIME). Lactate dehydrogenase (LDH), albumin, D-Dimer, c-reactive protein (CRP) and lymphocytes were considered important, according to them. The classifiers can be utilized as a prognostic decision support framework to aid the medical personnel in classifying COVID-19 patients.
COVID-19迅速蔓延,数百万人的生活受到了影响。已经开发了几种疫苗来抑制病毒引起的严重预后。然而,一部分人口(老年人和患有共存疾病的患者)仍然处于危险之中。早期识别这些患者是至关重要的,因为可以向他们提供适当的治疗,以防止出现呼吸困难和缺氧等严重症状。因此,本研究利用机器学习和可解释人工智能(XAI),利用生化、血液学和炎症标志物预测COVID-19的严重程度。患者分为轻、中、重度三个级别。四种自然启发的技术被用来选择最好的标记。最终叠加模型的最大精度为84。通过使用四种XAI技术,包括Shapley加值(SHAP)和局部可解释模型不可知论解释(LIME),来揭开模型的神秘面纱。他们认为乳酸脱氢酶(LDH)、白蛋白、d -二聚体、c反应蛋白(CRP)和淋巴细胞是重要的。分类器可作为预后决策支持框架,帮助医务人员对COVID-19患者进行分类。
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引用次数: 0
Development of PTO torque transducer based on an embedded digital wireless system for the 2WD tractor 基于嵌入式数字无线系统的PTO转矩传感器的研制
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-05 DOI: 10.1080/23311916.2023.2272342
Arjun Chouriya, Ajay Kushwah, V. K. Tewari, Chanchal Gupta, Prateek Shrivastava, Vijay Mahore
The power take-off (PTO) torque measuring system was designed, which includes a torque transducer and a digital wireless system to receive, process, and display the observed PTO torque. A dynamic PTO torque transducer was developed using strain gauges to fit in between the PTO shaft of the tractor and the universal shaft of the implement and simulated using SolidWorks software with 1000 Nm twisting moment along with 100 N load. To transmit torque signals from the revolving PTO shaft, an embedded system was developed. The embedded system was tested in the laboratory and under actual field conditions. The digital wireless embedded system comprised an amplifier cum analog to digital converter to amplify the received signal from the torque transducer and convert it into a digital value. A microcontroller processes the digital value given by the amplifier, and radio frequency (RF) receiver module was mounted on the Xbee explorer to receive the transmitted data from the RF module of signal processing and transmitter unit. The developed system was tested under field conditions, and data were compared with the existing commercial torque transducer. The results showed that the relative deviation between the observed mean PTO torque values obtained from the developed torque transducer and that from the existing torque transducer was 8.57% and 9.06% at 2.5 km/h and 3.5 km/h, respectively.
设计了功率起飞(PTO)扭矩测量系统,该系统包括一个扭矩传感器和一个数字无线系统,用于接收、处理和显示观测到的PTO扭矩。利用应变片安装在拖拉机的PTO轴和机床的万向轴之间,开发了一种动态PTO扭矩传感器,并使用SolidWorks软件对其进行了1000 Nm扭矩和100 N负载的仿真。为了传递旋转PTO轴的转矩信号,开发了一个嵌入式系统。该嵌入式系统在实验室和实际现场条件下进行了测试。数字无线嵌入式系统包括放大器和模数转换器,用于将扭矩传感器接收到的信号放大并转换为数字值。单片机对放大器给出的数字值进行处理,在Xbee资源管理器上安装射频接收模块,接收信号处理和发射单元射频模块发送的数据。开发的系统在现场条件下进行了测试,并与现有的商用扭矩传感器进行了数据比较。结果表明:在2.5 km/h和3.5 km/h速度下,所研制的扭矩传感器与现有扭矩传感器观测到的平均PTO扭矩值的相对偏差分别为8.57%和9.06%;
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引用次数: 0
Thermal dynamics of Jaipur: Analyzing urban heat island effects using in-situ and remotely sensed data 斋浦尔热力动力学:利用原位和遥感数据分析城市热岛效应
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-02 DOI: 10.1080/23311916.2023.2269654
Aneesh Mathew, P. Sarwesh, Sumit Khandelwal, Padala Raja Shekar, Joseph Omeiza Alao, Hazem Ghassan Abdo, Hussein Almohamad, Ahmed Abdullah Al Dughairi
The Urban Heat Island (UHI) effect is a phenomenon where urban areas experience higher temperatures than surrounding rural areas. In these issues, enhanced air or surface temperature is one of the major issues that led to the UHI phenomenon. In this article, we come up with a study on the diurnal UHI effect caused in Jaipur city, India, and surrounding areas of Jaipur. In-situ temperature monitoring has been carried out at seven dispersed locations to properly understand and evaluate the effects of surface UHI (SUHI) and atmospheric UHI (AUHI), as well as to assess the thermal profile of diverse land surfaces in Jaipur. With the use of satellite data, the intensity of AUHI and SUHI has been determined between 10.30 a.m. and 10.30 p.m. The observations point out that positive AUHI intensity (AUHII) exists at many locations, irrespective of time periods. During the day period, negative SUHI intensity (SUHII) was noticed at many locations, whereas during the night period, positive SUHII was noticed. According to our observations, AUHI and SUHI have a direct correlation at night but a negative or inverse correlation during the day. That is, AUHI was active both during the day and at night. Various land surfaces play a significant role in contrasting the diurnal UHI effect. This study evaluates the potential of remotely sensed data in monitoring the UHI effect and provides recommendations for urban planners and policymakers to mitigate the UHI effect in the city of Jaipur.
城市热岛效应是一种现象,城市地区的温度高于周围的农村地区。在这些问题中,空气或地表温度的升高是导致热岛现象的主要问题之一。在本文中,我们对印度斋浦尔市和斋浦尔周边地区的日热岛效应进行了研究。为了更好地了解和评价地表热岛效应(SUHI)和大气热岛效应(AUHI)的影响,以及评价斋浦尔不同地表的热剖面,在7个分散地点进行了现场温度监测。利用卫星资料,确定了上午10时30分至晚上10时30分之间的超级高铁和超级高铁强度。观察结果指出,正AUHI强度(AUHII)存在于许多地点,而与时间无关。白天多处为负强度,夜间多处为正强度。根据我们的观测,AUHI和SUHI在夜间呈直接相关,而在白天呈负相关或负相关。也就是说,AUHI在白天和晚上都是活跃的。不同的陆地表面在对比日热岛效应中起着重要的作用。本研究评估了遥感数据在监测城市热岛效应方面的潜力,并为城市规划者和决策者提供建议,以减轻斋浦尔市的城市热岛效应。
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引用次数: 0
Modeling and simulation of queuing system to improve service quality at commercial bank of Ethiopia 埃塞俄比亚商业银行排队系统建模与仿真,提高服务质量
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-02 DOI: 10.1080/23311916.2023.2274522
Tamrat Yifter, Melkamu Mengstenew, Semehar Yoseph, Wongel Moges
This study aims to develop a queuing model at the Commercial Bank of Ethiopia to improve the service quality perceived by customers using a simulation tool. Performance variables that were considered when developing this model are the average waiting time for a client to get service, customer arrival rates, and service time. After the identification of the problem, the service quality of the bank is assessed using a questionnaire that was prepared in SERVQUAL format. The filled-out and returned questionnaires were analyzed using SPSS, and the results show that the service quality of the bank was deemed very low. The recorded data was then ultimately used as a basis for the determination of arrival, service rates, and the distribution function in the simulation input analyzer. The distribution function determined was used as an input for the development of the existing queue model, and based on that, scientific scenarios are adopted from scientific research and further observations at the bank are added to show enhancement of the existing model. The study used four scenarios to test the response group, and one scenario was selected as the best. This has been identified by adding a server to the counters where there is less utilization, that is, servers four and five. As a result, the waiting time has been minimized by 20 minutes under server four and by 83.4 minutes under server five. Also, the number of customers served per day can be increased from 1048 to 1168, which is 11.45% improvement.
本研究旨在开发埃塞俄比亚商业银行的排队模型,以提高客户使用模拟工具感知的服务质量。在开发此模型时考虑的性能变量包括客户获得服务的平均等待时间、客户到达率和服务时间。在确定问题之后,使用以SERVQUAL格式编制的问卷对银行的服务质量进行评估。对填写的问卷和返回的问卷进行SPSS分析,结果显示银行的服务质量被认为很低。然后,记录的数据最终用作确定到达、服务率和模拟输入分析器中的分布函数的基础。将确定的分布函数作为开发现有队列模型的输入,在此基础上,采用科学研究的科学场景,并加入在银行的进一步观察,对现有模型进行增强。本研究采用四种场景对反应组进行测试,并选出一种场景为最佳。通过在利用率较低的计数器中添加一台服务器(即服务器4和服务器5),可以确定这一点。结果,服务器4的等待时间减少了20分钟,服务器5的等待时间减少了83.4分钟。每天服务的客户数量也从1048人增加到1168人,提高了11.45%。
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引用次数: 0
Effect of ring baffle on erosion in circulating fluidized bed boiler 环形挡板对循环流化床锅炉冲蚀的影响
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-11-02 DOI: 10.1080/23311916.2023.2274534
M.S.K. Tony Suryo Utomo, Ir. Eflita Yohana, Bramantya Krisna, M. Farkhan Dwinanda, Mohammad Tauviqirrahman, Kwang-Hwan Choi
Because a variety of fuels can be burned during the combustion process, CFB boilers have a very wide range of applications in coal-fired power plants. The uneven distribution of homogeneity between the air and the particles and the large volume fraction in some locations could result in erosion of the furnace walls. In order to decrease the impacts of erosion, the ring baffle feature is added to the furnace wall. In order to compare data variations in the form of ring baffle depth with variations of 0.15 m, 0.3 m, and 0.45 m as well as the number of ring baffles 1 and 2, the CFD approach is utilized. The factors tested included pressure drop distribution, particle volume fraction distribution, particle axial and radial velocity distribution, and shear stress. With a maximum value of 0.012 for the volume percent, the variation of two ring baffles with a depth of 0.3 m each offered the best results in terms of homogeneity inside the CFB of the boiler. Additionally, a pressure decrease of 7.38 kPa was seen due to the maximum axial and radial speeds that were measured at the ring baffle, which were 27.1 m/s and 2.46 m/s, respectively. Additionally, the furnace wall can avoid probable erosion thanks to the shear stress contours, which mirror the volume percentage of particles.
由于在燃烧过程中可以燃烧多种燃料,因此循环流化床锅炉在燃煤电厂中有着非常广泛的应用。空气和颗粒的均匀性分布不均匀以及某些地方的体积分数大可能导致炉壁的侵蚀。为了减少冲蚀的影响,在炉壁上增加了环形挡板。为了比较0.15 m、0.3 m和0.45 m时环形挡板深度形式的数据变化,以及环形挡板1和2的数量变化,采用CFD方法。试验因素包括压降分布、颗粒体积分数分布、颗粒轴向和径向速度分布以及剪切应力。当体积百分比的最大值为0.012时,两个深度为0.3 m的环形挡板的变化在锅炉循环流化床内的均匀性方面提供了最好的结果。此外,由于环形挡板处测得的最大轴向和径向速度分别为27.1 m/s和2.46 m/s,因此压力降低了7.38 kPa。此外,由于反映颗粒体积百分比的剪切应力轮廓,炉壁可以避免可能的侵蚀。
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引用次数: 0
Physicochemical evaluation of coconut shell biochar remediation effect on crude oil contaminated soil 椰壳生物炭对原油污染土壤修复效果的理化评价
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-31 DOI: 10.1080/23311916.2023.2269659
John E. Sani, George Moses, Shehu Musa
The effect of coconut shell biochar on pH, cation exchange capacity (CEC), sesquioxides and residual total petroleum hydrocarbon (TPH) of a crude oil contaminated soil was investigated. Raw coconut shells were carbonized in a muffle furnace at 400°C for 2 hours and chemically activated in sulphuric acid solution for 18 hours to produce coconut shell activated carbon (CSAC). The CSAC and crude oil-contaminated soil from Kaduna Refining and Petrochemical Company had their physicochemical properties determined. Six sets of CSAC- soil mixtures containing 1%, 1.5%, 2%, 2.5%, 3% and 3.5% CSAC content to undergo remediation for 36 days. The pH, cation exchange capacity (CEC) and total petroleum hydrocarbon (TPH) degradation increase with higher CSAC content while sesquioxides composition slightly decreases with CSAC addition. A significant reduction in TPH from (2045 to 447) mg/kg was achieved with peak TPH degradation of 78.14% at 3.5% CSAC content. Therefore, CSAC significantly enhances the adsorption and degradation of petroleum hydrocarbons in the contaminated soil.
研究了椰壳生物炭对原油污染土壤pH、阳离子交换容量(CEC)、倍半氧化物和残余总石油烃(TPH)的影响。以椰子壳为原料,在400℃的马弗炉中碳化2小时,在硫酸溶液中化学活化18小时,制得椰子壳活性炭(CSAC)。对卡杜纳炼油石化公司的CSAC和原油污染土壤进行了理化性质测定。对6组CSAC含量分别为1%、1.5%、2%、2.5%、3%和3.5%的CSAC-土壤混合物进行36天的修复。随着CSAC含量的增加,pH、阳离子交换容量(CEC)和总石油烃(TPH)的降解增加,而倍半氧化物组成随着CSAC的添加而略有下降。当CSAC含量为3.5%时,TPH从(2045)mg/kg显著降低至447)mg/kg,峰值TPH降解率为78.14%。因此,CSAC显著增强了污染土壤对石油烃的吸附和降解。
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引用次数: 0
Strain hardening exponent and strain rate sensitivity exponent of dual-phase steels at quasi-static strain rates during tensile testing 双相钢在准静态应变速率下的应变硬化指数和应变速率敏感性指数
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-31 DOI: 10.1080/23311916.2023.2274548
W. Khraisat
The effects of quasi-static strain rates on the tensile properties of two commercial ferrite-martensite dual-phase DP 600 and DP 800 steels were investigated using strip-shaped samples. The investigation was done by uniaxial tensile tests, covering applicable quasi-static strain rates. The two dual-phase steels show positive strain rate sensitivity. It is found that, as the flow stress increases, the strain-rate sensitivity exponent m decreases. The drop in the strain-rate sensitivity exponent m with strain is largely attributed to the decreased true strain rate caused by the increased instantaneous length of the specimen as the deformation progresses. To better describe the flow behavior of DP steels, a relationship combining the effect of both strain hardening exponent n and strain-rate sensitivity exponent m on the slope of the stress-strain is correlated. A good agreement between the extended Hollomon model and experimental tensile test data from stress-strain measurements is found.
采用条形试样研究了准静态应变速率对两种铁素体-马氏体双相钢DP 600和DP 800拉伸性能的影响。研究是通过单轴拉伸试验完成的,涵盖了适用的准静态应变率。两种双相钢均表现出正应变速率敏感性。结果表明,随着流变应力的增大,应变率敏感指数m减小。应变率敏感指数m随应变的下降,主要是由于变形过程中试样瞬时长度的增加导致真应变率的降低。为了更好地描述DP钢的流变行为,建立了应变硬化指数n和应变率敏感指数m对应力-应变斜率的影响关系。扩展Hollomon模型与应力-应变试验数据吻合较好。
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引用次数: 0
Effect of ionic surfactants on shallow trench isolation for chemical mechanical polishing using ceria-based slurries 离子表面活性剂对氧化铈基化学机械抛光浅沟隔离的影响
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-30 DOI: 10.1080/23311916.2023.2272354
Lifei Zhang, Lile Xie, Xinchun Lu
As the development of technology nodes proceeds to 7 nm node, chemical mechanical polishing (CMP) slurries for shallow trench isolation (STI) cannot fully meet the technical requirements. Higher goals are put forward for the polished surface qualities and the removal selectivity control. The polishing liquid exhibits issues such as easy agglomeration, removal rate of Si3N4 exceeding 50 Å/min, removal selectivity ratio of SiO2/Si3N4 below 20, increased surface scratches and roughness of SiO2 and Si3N4 after polishing exceeding 1 nm. Here, attention is given to studying the STI CMP process by introducing various ionic surfactants in ceria slurries, aiming to control removal rates, selectivity, as well as surface qualities. The findings of ball milling and settling tests were used as a starting point for choosing the effective surfactants, searching the minimal delamination phenomenon. Then the impact of surfactants on removal rates, selectivity and surface characteristics were next investigated in polishing trials at various pH levels. Depth of scratches on polished wafers and corresponding surface roughness, as well as morphology of ceria abrasive particles were characterized. Action mechanisms of selected ionic surfactants in ceria slurries have been revealed by solid-liquid interface adsorption characterization, thermogravimetric analysis and zeta potential tests. Through research finding the addition of piperazine and 2-methylpiperazine surfactant can reduce the number and depth of scratches on the surfaces of SiO2 and Si3N4 after polishing, and it exhibits better dispersibility in alkaline environment compared to acidic environment.
随着技术节点向7nm节点发展,用于浅沟隔离(STI)的化学机械抛光(CMP)浆料不能完全满足技术要求。对抛光表面质量和去除选择性控制提出了更高的目标。抛光液表现出易团聚、SiO2/Si3N4去除率大于50 Å/min、SiO2/Si3N4去除率选择比小于20、抛光超过1 nm后SiO2和Si3N4表面划痕和粗糙度增加等问题。本文重点研究了在氧化铈浆料中引入各种离子表面活性剂的STI CMP工艺,以控制其去除率、选择性和表面质量。以球磨和沉降试验的结果为出发点,选择有效的表面活性剂,寻找最小的分层现象。然后在不同pH值的抛光试验中研究了表面活性剂对去除率、选择性和表面特性的影响。对抛光晶片的划痕深度、表面粗糙度以及氧化铈磨粒形貌进行了表征。通过固液界面吸附表征、热重分析和zeta电位测试,揭示了所选离子表面活性剂在氧化铈浆料中的作用机理。通过研究发现,加入哌嗪和2-甲基哌嗪表面活性剂可以减少抛光后SiO2和Si3N4表面划痕的数量和深度,并且在碱性环境中表现出比酸性环境更好的分散性。
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引用次数: 0
Spatial analysis of road traffic accidents: Identifying hotspots for improved road safety in Addis Ababa, Ethiopia 道路交通事故的空间分析:确定埃塞俄比亚亚的斯亚贝巴改善道路安全的热点
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-26 DOI: 10.1080/23311916.2023.2269655
Yetay Berhanu, Dietrich Schroeder, Bikila Teklu, Esayas Alemayehu
Safety on road networks is the utmost important factor to consider for public well-being and transportation efficiency. This study introduces a new approach that combines Getis-Ord spatial statistics and crash rate analysis to identify significant road traffic accidents (RTAs) characterized by hotspots on road segments in Addis Ababa’s road network. The study’s results visually portray the crash locations, associating them with the underlying road network, which demonstrates a notable concentration of accident hotspots, between the years from 2014 to 2019 on Addis Ababa’s roads network. The RTAs spatial analysis resulted in the identification of hotspots on 33 road segments, 3 intersections, and 10 roundabouts/squares. Among the identified hotspots, the road segment recognized as Djibouti Street, extending from Bole Edna Mall to the 22 “mazoriya” roundabouts, stands out as the most significant accident hotspot. It exhibits an average of 37.5 crashes per kilometer per year, encompassing a road segment length of 1141 m. Using both methods in this study is crucial for validating findings by identifying high-crash segments and enhancing their reliability and hotspot accuracy. This unique validation method links each traffic accident’s spatial data with the road network using both crash rate and spatial statistical analysis, effectively pinpointing accident hotspots. Given the limited resources, this approach enhances awareness of accident-prone locations, enabling the prioritization of safety measures to improve road safety. It effectively addresses spatial analysis gaps related to RTAs in Ethiopia and holds practical significance by identifying and prioritizing safety measures aimed at reducing accidents within Addis Ababa’s road network.
道路网络的安全是考虑公共福利和交通效率的最重要因素。本研究引入了一种结合Getis-Ord空间统计和碰撞率分析的新方法,以识别亚的斯亚贝巴道路网络中以热点路段为特征的重大道路交通事故(rta)。该研究的结果直观地描绘了事故地点,并将其与基础道路网络联系起来,这表明2014年至2019年亚的斯亚贝巴道路网络上的事故热点明显集中。通过空间分析,确定了33个路段、3个交叉路口和10个环形交叉路口/广场的热点区域。在确定的热点中,被认定为吉布提街的路段,从伯乐埃德娜购物中心延伸到22个“马佐里亚”环形交叉路口,是最重要的事故热点。每年平均每公里发生37.5起撞车事故,路段长度为1141米。在本研究中使用这两种方法对于通过识别高碰撞段并提高其可靠性和热点准确性来验证研究结果至关重要。这种独特的验证方法将每个交通事故的空间数据与道路网络联系起来,使用碰撞率和空间统计分析,有效地确定事故热点。在资源有限的情况下,这种方法提高了对易发生事故地点的认识,使安全措施能够优先考虑,以改善道路安全。它有效地解决了与埃塞俄比亚区域运输协定有关的空间分析差距,并通过确定和优先考虑旨在减少亚的斯亚贝巴道路网络内事故的安全措施,具有实际意义。
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引用次数: 0
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Cogent Engineering
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