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Incidental finding of an undifferentiated sarcoma during lower limb Doppler ultrasound: A case report. 下肢多普勒超声检查意外发现未分化肉瘤:病例报告。
IF 4.5 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-01 Epub Date: 2023-08-30 DOI: 10.1177/1742271X231188659
Christopher Ekene Ilounoh, Rajuno Ernest Eteng, Yuriy Arlachov

Introduction: Undifferentiated sarcoma is considered a rare and aggressive type of soft tissue sarcoma with the lower extremity reported as the common site for soft tissue sarcomas.

Case presentation: We present a rare incidental finding of undifferentiated sarcoma during lower limb Doppler ultrasound with a presenting symptom of right thrombotic-like calf pain in a 49-year-old female.

Discussion: On ultrasound, the presented undifferentiated sarcoma appeared as a large heterogeneous, oval-shaped, soft tissue mass deeply seated in the right calf with involvement of the soleus muscle. The features on ultrasound mimicked those of a hematoma; however, the possibility of the lesion being a haematoma was promptly ruled out with the demonstration of internal vascularity on colour Doppler application. The case was then referred to a sarcoma triage multidisciplinary team for a review. Magnetic resonance imaging, computed tomography and biopsy were parts of the diagnostic workup for this case, histology confirmed the soft tissue lesion to be an undifferentiated sarcoma. Emergency above knee amputation of the right leg was performed as part of the patient's treatment.

Conclusion: This case report presents a rare incidental finding of undifferentiated sarcoma encountered during lower limb Doppler ultrasound causing thrombotic-like calf pain. Sonographers are encouraged to pay necessary attention and carefully examine any adjacent and incidental soft tissue lesion during lower limb Doppler ultrasound using compression, two-dimensional imaging and colour imaging, especially those that appear with characteristic features of malignancy; urgent referral should be made of such cases to a tertiary soft tissue sarcoma centre for further evaluation and management.

导言:未分化肉瘤被认为是一种罕见的侵袭性软组织肉瘤,下肢是软组织肉瘤的常见发病部位:病例介绍:我们介绍了一例在下肢多普勒超声检查中偶然发现的罕见未分化肉瘤,患者为一名49岁女性,主要症状为右侧血栓样小腿疼痛:在超声波检查中,该未分化肉瘤表现为一个巨大的异质、椭圆形软组织肿块,深位于右小腿,并累及比目鱼肌。超声波显示的特征与血肿相似,但彩色多普勒显示内部有血管,因此迅速排除了病变为血肿的可能性。随后,病例被转到肉瘤分诊多学科小组进行复查。磁共振成像、计算机断层扫描和活组织检查是该病例的诊断方法之一,组织学检查证实软组织病变为未分化肉瘤。作为治疗的一部分,对患者进行了紧急的右腿膝上截肢手术:本病例报告介绍了在下肢多普勒超声检查中偶然发现的未分化肉瘤,导致血栓性小腿疼痛的罕见病例。建议超声技师在进行下肢多普勒超声检查时,使用压迫、二维成像和彩色成像技术,对任何邻近和偶然发现的软组织病变,尤其是出现恶性肿瘤特征的病变给予必要的关注和仔细检查;应将此类病例紧急转诊至三级软组织肉瘤中心进行进一步评估和处理。
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引用次数: 0
Corrosion Rate Prediction in Oil and Gas Pipelines Based on Multiphase Flow Modelling 基于多相流建模的油气管道腐蚀率预测
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-brqaI1
Martins Obaseki, P. B. Alfred, P. T. Elijah, S. O. Okuma
Corrosion has severe consequences for the integrity of pipelines used in the petroleum industry. Modelling and optimising the parameters of a circulating fluid are two of the numerous methods for combating corrosion. The objective of this study was to develop a multiphase flow simulation model for estimating the corrosion rate of oil and gas pipelines, considering the erosional effect. In addition to carbon dioxide (CO2) and hydrogen sulphide (H2S) corrosion, the present model also takes into account the impacts of chloride concentrations. The current model evaluates and reflects a comprehensive understanding of corrosion in a saline environment, making it readily applicable for estimating corrosion rates for industrial applications. The model's results indicate a prediction accuracy of about 85%. Field data gathered under a broad range of environmental conditions confirms the model's prediction accuracy. The predictions from the present model are in good agreement with the field data. In addition, the present model was found to be more effective than the model created by Dewaard and Milliam. This research is likely to have widespread applications in the oil and gas industry for predicting more accurate corrosion rates.
腐蚀会严重影响石油工业管道的完整性。建模和优化循环流体参数是抗腐蚀的众多方法中的两种。本研究的目的是开发一种多相流模拟模型,用于估算石油和天然气管道的腐蚀率,同时考虑侵蚀作用。除二氧化碳(CO2)和硫化氢(H2S)腐蚀外,本模型还考虑了氯化物浓度的影响。当前的模型评估并反映了对盐碱环境中腐蚀的全面理解,使其可随时用于估算工业应用中的腐蚀速率。该模型的结果表明,预测准确率约为 85%。在各种环境条件下收集的现场数据证实了该模型的预测准确性。本模型的预测结果与现场数据十分吻合。此外,本模型比 Dewaard 和 Milliam 创建的模型更有效。这项研究可能会在石油和天然气行业得到广泛应用,以预测更准确的腐蚀率。
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引用次数: 0
Recovery of Flared Natural Gas with High CO2 Content Using SOFC CHP System: Feasibility Study for Neem-Field, Sudan 利用 SOFC CHP 系统回收高二氧化碳含量的天然气:苏丹楝树田可行性研究
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-E7ehFB
Mohammed I. Bargo
Flared natural gas emissions are one of the main sources of environmental pollution and global warming. To recover this gas, the presence of impurities like CO2 in high concentrations forces oil producers to escape from investing in such intensive processing. Several implementations of no flaring methods have been reported in the literature, however, there have been limited concerning the bulk-CO2 natural gases. This research developed an innovative idea for the use of the SOFC CHP system to recover flared bulk-CO2 associated gas of Neem-Field in Western Sudan. The exergy of the system and the performance of the SOFCs are investigated in this paper, in addition to environmental and economic analysis. The simulation (Cycle-Tempo©) results demonstrate that the proposed system can generate 1 MW electrical power and 0.068 MW thermal energy with efficiency approached 43.3% (based on LHV). The exergy analysis showed that 38% of system losses occurred in the air preheaters. Instead of conventional gas-burning, recovering the flared gas reduced the equivalent CO2 GHGs emissions by 80%. Overall, the novel solution found to be environmentally friendly, and economically appealing with a total capital investment estimated to be US$1.175 million and a cost of electricity (COE) of 4.07 cents per kWh.
天然气燃烧排放是环境污染和全球变暖的主要来源之一。为了回收这种天然气,高浓度二氧化碳等杂质的存在迫使石油生产商放弃投资这种密集型加工。文献中已经报道了几种不燃烧方法,但有关大量二氧化碳天然气的报道却很有限。本研究提出了一个创新想法,即使用 SOFC CHP 系统回收苏丹西部楝树油田燃烧的大量二氧化碳伴生气。除环境和经济分析外,本文还对系统的放能和 SOFC 的性能进行了研究。模拟(Cycle-Tempo©)结果表明,拟议系统可产生 1 兆瓦电力和 0.068 兆瓦热能,效率接近 43.3%(基于 LHV)。放能分析表明,38% 的系统损耗发生在空气预热器中。与传统的天然气燃烧相比,回收燃烧的天然气可减少 80% 的二氧化碳温室气体排放。总体而言,该新型解决方案不仅环保,而且经济实惠,预计总投资为 117.5 万美元,电力成本(COE)为每千瓦时 4.07 美分。
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引用次数: 0
Optimization of the Impact of Dune Sand, Recycled Rubber Aggregates, and Clay Brick Waste on Eco-Mortar Mechanical Strength by the Taguchi Method 用田口方法优化沙丘砂、再生橡胶骨料和粘土砖废料对生态砂浆机械强度的影响
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-s0mYlB
Mohamed Zohair Kaab, B. Athamnia, Tarek Djedid, H. Khelaifa
Utilizing local materials and recycling waste has the potential to yield both ecological and economic advantages in the field of construction materials. In this context, the object of this work is to apply Taguchi's design of experiments on cement eco-mortar, which were designed using an L-9 orthogonal array, to optimize and model the effect of dune sand of the El Oued region, rubber aggregates, and crushed clay brick waste on the mechanical strength at 28 days. The different interactions were also investigated between the factors targeted in our study, namely: dune sand (DS) content, rubber aggregates (RA) content, and brick waste (BW) content. The results of the analysis of variation (ANOVA) as well as the mathematical models developed in this study showed that the BW factor content has a positive effect on compressive strength and a negative effect on flexural strength. In addition, the interactions between DS and BW contents and between RA and BW contents have a negative effect on the compressive strength of eco-mortar. With regard to flexural strength, the results showed that the interaction between the factors DS and RA contents has a negative effect on flexural strength, in contrast to the interaction between the RA and BW contents, which has a positive effect.
在建筑材料领域,利用当地材料和回收废物有可能产生生态和经济优势。在此背景下,本研究采用田口试验设计法对水泥生态砂浆进行试验,试验设计采用 L-9 正交阵列,以优化和模拟埃尔韦德地区沙丘砂、橡胶骨料和碎粘土砖废料对 28 天机械强度的影响。我们还研究了沙丘砂(DS)含量、橡胶集料(RA)含量和砖块废料(BW)含量这几个目标因素之间的相互作用。变异分析(ANOVA)和本研究建立的数学模型的结果表明,BW 因子含量对抗压强度有正向影响,而对抗折强度有负向影响。此外,DS 和 BW 含量之间以及 RA 和 BW 含量之间的交互作用对生态砂浆的抗压强度有负面影响。在抗折强度方面,结果表明 DS 和 RA 含量之间的交互作用对抗折强度有负面影响,而 RA 和 BW 含量之间的交互作用则有正面影响。
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引用次数: 0
Evaluating Thermal Performance and Environmental Impact of Compressed Earth Blocks with Cocos and Canarium Aggregates: A Study in Douala, Cameroon 评估使用可可树和金丝雀骨料的压缩土块的热性能和环境影响:喀麦隆杜阿拉研究
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-71UmdZ
B. M. Ganou Koungang, Luc Courard, Ulrich Tatchum Defo, D. Ndapeu, E. Njeugna, Shady Attia
A novel low-cost earthen construction system integrating biosourced aggregates is proposed for houses’ erection of low-income households. This study is based on in-situ measurements on two representative test cells constructed in Douala, with a typical hot and humid climate. One of these buildings is made with a hollow cement block as a reference, and the other with biosourced earth bricks modified with Cocos nucifera and Canarium schweinfurthii aggregates. Dynamic thermal simulations of the two test cells were performed using the EnergyPlus building performance simulation program. The results are based on measuring air temperature and humidity, and the simulation leads to defining the discomfort hours and the annual energy consumption. The adaptive ASHRAE 55 thermal comfort model was used to evaluate the comfort conditions. The results show that air conditioning systems provide the best comfort systems with minimums of about 95% for plastered and unplastered wall construction systems. Biosourced compressed earth brick constructions offered the best thermal performance with comfort ranges of around 96% and 44% for air conditioning and natural ventilation, respectively. In terms of energy consumed, there was a gain of about 100 kWh over the year. Energy consumption is lower in the biosourced compressed earth brick building than in the hollowed cement block building: this one offered the lowest comfort range of about 40% in natural ventilation. The construction provisions were considered for the life cycle assessment, and two scenarios describing the origin of the cement raw materials were considered. It can be seen that cement accounts for more than 95% of the impacts for both construction systems, as well as for the scenarios of its origin. In all situations, the hollowed cement block construction presented the highest impact on the global warming potential: 66 KgCO2eq and 89 KgCO2eq, respectively, without plaster and with plaster. It can also be seen that the plastered layer had a carbon footprint (in terms of Green House Gas Emissions (GHG emissions)) of almost 40% on the overall functional unit. Canarium Schweinfurthii and Cocos Nucifera materials accounted for only 1% of the overall impact.
本研究提出了一种新型低成本土建系统,该系统集成了生物资源骨料,适用于低收入家庭的房屋建造。这项研究基于在杜阿拉(Douala)典型的湿热气候条件下建造的两个具有代表性的测试单元进行的现场测量。其中一个测试单元以空心水泥砖为参照物,另一个测试单元则以添加了可可豆和五味子骨料的生物质土砖为参照物。使用 EnergyPlus 建筑性能模拟程序对两个测试单元进行了动态热模拟。模拟结果以测量空气温度和湿度为基础,通过模拟确定了不适时间和年能耗。自适应 ASHRAE 55 热舒适度模型用于评估舒适度条件。结果表明,空调系统提供了最佳的舒适系统,抹灰和非抹灰墙体建筑系统的最低舒适度约为 95%。生物质压缩土砖建筑的热性能最好,空调和自然通风的舒适度分别为 96% 和 44%。在能源消耗方面,一年可节省约 100 千瓦时。生物质压缩土砖建筑的能耗低于空心水泥砖建筑:自然通风的舒适度最低,约为 40%。生命周期评估考虑了建筑规定,并考虑了水泥原材料来源的两种情况。可以看出,水泥对两种建筑系统以及水泥来源的影响都超过了 95%。在所有情况下,空心水泥砌块建筑对全球升温潜能值的影响最大:在不抹灰和抹灰的情况下,分别为 66 千克二氧化碳当量和 89 千克二氧化碳当量。还可以看出,抹灰层的碳足迹(温室气体排放量)几乎占整个功能单元的 40%。Canarium Schweinfurthii 和 Cocos Nucifera 材料仅占总体影响的 1%。
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引用次数: 0
Numerical Study of the Opening Angle Incidence in Michell-Banki Turbine’s Performance without Guide Blades 米歇尔-班基涡轮机无导叶性能中的开口角入射数值研究
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-EO6We7
Freddy Sotto Capera, Juan Gonzalo Ardila Marín, Camila Cerquera Sandoval
Technologies that take advantage of alternative sources, such as Michell-Banki turbines, can improve electric power conditions in rural or non-interconnected areas with low environmental impact, but they need to be further studied to better understand their phenomenology and ways to increase their performance. The numerical evaluation of rotors under specific operating conditions results in efficiency curves for the evaluated prototypes such that devices that take full advantage of the flow conditions of a given location are proposed. Considering the above, the main objective of this work was to design the rotor and the injector of a Michell-Banki turbine and to evaluate it numerically for the conditions of 0.24 m3/s and 18 m of head available at a point with potential energy use in the irrigation district Canal Iguá in Huila - Colombia. The design was made following OLADE recommendations, and the simulations were made utilizing computational fluid dynamics, the k- ω turbulence model was used and the torque was monitored, then the GCI and TCI were calculated to establish the numerical uncertainty of the results. Finally, the numerical curves of efficiency versus rotor speed were created. Both the design and simulation results show that the design is feasible for the operating conditions and meets the expectations of serving for the installation of a 20 kW micro-hydroelectric power plant at the site, but the design predicted an atypically high 86.3% efficiency, while the simulation reported an atypically low 51.8%, being 78% the average reported according to OLADE.
利用替代能源的技术,如 Michell-Banki 涡轮机,可以改善农村或非互联地区的电力条件,同时对环境影响较小,但这些技术还需要进一步研究,以更好地了解其现象和提高其性能的方法。通过对特定运行条件下的转子进行数值评估,可以得出所评估原型的效率曲线,从而提出充分利用特定地点水流条件的设备。考虑到上述情况,这项工作的主要目标是设计米歇尔-班基水轮机的转子和喷射器,并对其进行数值评估,评估条件为 0.24 立方米/秒和 18 米水头,该点位于哥伦比亚威拉省伊瓜运河灌区,具有潜在的能源利用价值。设计遵循 OLADE 的建议,利用计算流体动力学进行模拟,使用 k- ω 湍流模型并监测扭矩,然后计算 GCI 和 TCI,以确定结果的数值不确定性。最后,绘制了效率与转子转速的数值曲线。设计和模拟结果都表明,该设计在运行条件下是可行的,并满足了在现场安装 20 千瓦微型水力发电厂的预期要求,但设计预测的效率异常高,为 86.3%,而模拟报告的效率异常低,为 51.8%,是 OLADE 报告的平均值的 78%。
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引用次数: 0
Comparative Analysis of Energy Production and Simulation Software for Photovoltaic Systems in Multiple Moroccan Sites 摩洛哥多个地点光伏系统的能源生产和模拟软件比较分析
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-j5vhDU
Younes Faouzi, Omkaltoume El Fatni, A. Maftouh, Bouchra Laarabi, A. Barhdadi
This paper presents a comprehensive study conducted as part of the Propre.ma's project, comparing data from several identical photovoltaic systems installed at multiple sites in Morocco. The project capitalizes on twenty distinct locations equipped with the same solar photovoltaic system and three varieties of solar modules (Mono-si, Poly-si, and Amorphous-si) with nearly identical rated power (2kWp) and a standardized 2 kW inverter. The main objectives are to compare the energy production of different solar photovoltaic systems over two years (2015 to 2016) and to assess the performance of PVsyst and SAM simulation software, renowned for their precision. The study reveals that Mono-si and Poly-si systems produce higher energy outputs than Amorphous-si. Moreover, PVsyst demonstrates closer alignment with real-world energy production rates across all technologies (Mono-si, Poly-si, and Amorphous-si) compared to SAM. This research represents a pioneering effort in evaluating simulation software for photovoltaic systems deployed across multiple sites, providing valuable insights for future solar energy projects and technological advancements.
本文介绍了作为 Propre.ma 项目一部分而开展的一项综合研究,该研究比较了安装在摩洛哥多个地点的几个相同光伏系统的数据。该项目利用了二十个不同的地点,这些地点配备了相同的太阳能光伏系统和三种太阳能组件(Mono-si、Poly-si 和 Amorphous-si),其额定功率(2kWp)和标准化的 2 kW 逆变器几乎完全相同。研究的主要目的是比较不同太阳能光伏系统在两年内(2015 年至 2016 年)的发电量,并评估 PVsyst 和 SAM 仿真软件的性能,这两款软件以其精确性而著称。研究显示,Mono-si 和 Poly-si 系统的能量产出高于 Amorphous-si。此外,与 SAM 相比,PVsyst 在所有技术(Mono-si、Poly-si 和 Amorphous-si)上都显示出更接近真实世界的能源生产率。这项研究开创性地评估了多站点光伏系统的仿真软件,为未来的太阳能项目和技术进步提供了有价值的见解。
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引用次数: 0
Effect of Water Cooling on the Microhardness of Friction Stir Welded High-Density Polyethylene Sheets: Experimental Study 水冷对摩擦搅拌焊接高密度聚乙烯板材显微硬度的影响:实验研究
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-QPbA1o
B. Moulai Ali, Djilali Bouha, Abdellah Kaou, El Bahri Ould Chikh, H. Meddah, Athmane Khalifa Bouha
The objective of the current work is to analyze the influence of water cooling of high density polyethylene (HDPE) sheet welding by friction stir process (FSW) on mechanical strength, based on microhardness tests. In the present work, the process using the conventional tool (C-FSW) is presented with the new procedure developed for FSW for HDPE, called water conventional friction stir welding (W-FSW). Test results for water-cooled and non-cooled welded samples were compared. HDPE sheets were initially welded by FSW process, and intensive water cooling was performed to weld after the tool exceeded the initial welding position by 30mm. The tool rotation speed of 1100 rpm and welding speed of 26 mm/min was used. The results were compared and evaluated with the hardness tests. A decrease in the hardness was observed when the sheets were treated by quenching, especially in the weld cores. It was found that the average hardness was much lower than that of untreated welded plates. Additionally, there is a region outside the core that has more or less the same stiffness value. The use of intensive quenching and conventional tooling has proven to be of great importance in improving surface finish, reducing defects, and increasing the mechanical strength of welds. The resulting recrystallization modified the hardness and thus increased the efficiency of the joint. These findings indicate the welding quality of the studied polyethylene.
当前工作的目的是根据显微硬度测试结果,分析搅拌摩擦焊接工艺(FSW)水冷却高密度聚乙烯(HDPE)板材焊接对机械强度的影响。在本研究中,介绍了使用传统工具(C-FSW)的工艺和为高密度聚乙烯 FSW 开发的新程序,即水冷传统搅拌摩擦焊(W-FSW)。对水冷和非水冷焊接样品的测试结果进行了比较。高密度聚乙烯板材最初采用 FSW 工艺进行焊接,在工具超出初始焊接位置 30 毫米后进行密集水冷却焊接。工具转速为 1100 rpm,焊接速度为 26 mm/min。结果与硬度测试进行了比较和评估。在对板材进行淬火处理时,发现硬度有所下降,尤其是焊芯。结果发现,平均硬度远低于未处理的焊接板材。此外,焊芯外有一个区域的硬度值大致相同。事实证明,使用强化淬火和传统工具对改善表面光洁度、减少缺陷和提高焊缝的机械强度非常重要。由此产生的再结晶改变了硬度,从而提高了接头的效率。这些研究结果表明了所研究聚乙烯的焊接质量。
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引用次数: 0
International Journal of Engineering Research in Africa Vol. 67 非洲工程研究国际期刊》第 67 卷
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/b-sr8gxf
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引用次数: 0
A Machine Learning Scheme for Speed Prediction in Intelligent Transportation Systems Using a Bi-LSTM Based Model 基于 Bi-LSTM 模型的智能交通系统速度预测机器学习方案
IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.4028/p-FZ0iNi
A. Njoya, Alice Wangui Wachira, A. A. Abba Ari, Rockefeller Rockefeller, A. Guéroui, Christopher Thron, Sondes Khemiri Kallel, Wahabou Abdou, Emmanuel Tonye
Congestion has become a big issue in major cities throughout the world. Numerous transportation activities have been affected, and travel times have increased as a result of many travelers spending lengthy hours on the road. To overcome these challenges, the Intelligent Transportation System (ITS), which provides efficient traffic service and management, has sparked widespread attention. Collection and analysis of traffic data has been made possible by the algorithms implemented by the ITS. Huge volumes of data are produced by the vast wide range of sensors used in the Internet of Things (IoT), enabling the collection of a variety of traffic information. Development of short-term traffic speed prediction, has been made possible using deep learning models such as Long Short Term Memory (LSTM) and Bidirectional LSTM. Numerous variables, including the weather, the state of the roads, and traffic congestion, can have long-term dependencies and influence traffic speed. The bidirectional architecture of Bi-LSTMs enables them to handle long-term dependencies in sequences and efficiently capture both past and future context in a sequence, which is crucial for producing accurate forecasts of traffic speed. In this paper, the upstream and downstream flow of traffic speed on various pathways has been investigated using a traffic path planning algorithm based on Bi-LSTM models. The algorithm considers the factors affecting the flow of traffic at different seasons and time of the day and tries to predict the average speed associated to that path several timeslots ahead. The experimental results demonstrated that the Bi-LSTM model has the benefit of predicting speed for various timeslots while retaining a high level of accuracy.
交通拥堵已成为世界各大城市的一个大问题。许多交通活动受到影响,旅行时间也因许多旅行者长时间在路上奔波而增加。为了克服这些挑战,提供高效交通服务和管理的智能交通系统(ITS)引起了广泛关注。智能交通系统采用的算法使交通数据的收集和分析成为可能。物联网(IoT)中使用的各种传感器产生了大量数据,使各种交通信息的收集成为可能。利用长短期记忆(LSTM)和双向 LSTM 等深度学习模型,短期交通速度预测的开发成为可能。包括天气、道路状况和交通拥堵在内的许多变量都可能具有长期依赖性并影响交通速度。双向 LSTM 的双向架构使其能够处理序列中的长期依赖关系,并有效捕捉序列中的过去和未来背景,这对于准确预测交通速度至关重要。本文使用基于 Bi-LSTM 模型的交通路径规划算法,研究了不同路径上交通速度的上下游流向。该算法考虑了不同季节和一天中不同时间段的交通流量影响因素,并尝试预测与该路径相关的未来几个时段的平均车速。实验结果表明,Bi-LSTM 模型的优点是可以预测不同时段的速度,同时保持较高的准确度。
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引用次数: 0
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