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Research on Urban End-Delivery Paths Considering the Consumer's Delivery Time Demand 考虑消费者配送时间需求的城市终端配送路径研究
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20221212144331
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引用次数: 0
Analysis and Forecast of Railway Freight Volume based on Prophet-Deep AR Model 基于Prophet-Deep AR模型的铁路货运量分析与预测
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20230226000383
Fan Zhao, Baotian Dong, Yuanyun Sun, Shiyao Huang
: The research on railway freight volume forecast is of great significance to the allocation of railway freight transport resources, the formulation of transport plans and the organization of railway freight transport. This study, by fully mining the railway freight ticket data information, put forward the precise forecast model of railway freight volume under different types of freight. Firstly, the railway freight ticket data are cleaned, regulated and integrated, and the time series of the daily number of railway freight trains are constructed, get the trend, periodicity and holiday data of railway traffic data, and set the parameters of Chinese holidays and rest days according to the demand characteristics of different categories. Secondly, the forecasting result of the Prophet is taken as a cooperative parameter. DeepAR is used to forecast, and a combined model of the Prophet-DeepAR is constructed. Finally, the combined model was validated with Shanghai Railway Bureau data from January 1, 2015 to December 31, 2018 for the food and tobacco category, and with Prophet-DeepAR, LSTM, Wavelet, BILSTM, and Prophet-LSTM, prophet-wavelet and Prophet-Bilstm are used to compare the prediction results. The results show that the Prophet-DeepAR model can extract the multi-dimensional periodicity of freight traffic and mine the trend information of freight traffic, and get the prediction result with high precision. It has better accuracy than other models.
铁路货运量预测研究对铁路货运资源配置、制定运输计划和组织铁路货运具有重要意义。本研究通过对铁路货票数据信息的充分挖掘,提出了不同货运类型下铁路货运量的精确预测模型。首先,对铁路货运票务数据进行清理、整理和整合,构建铁路货运车次日时间序列,得到铁路交通数据的趋势、周期性和节假日数据,并根据不同类别的需求特征设置中国节假日和休息日参数。其次,以Prophet的预测结果作为合作参数;利用DeepAR进行预测,构建了Prophet-DeepAR组合模型。最后,利用上海铁路局2015年1月1日至2018年12月31日的食品和烟草类数据对组合模型进行验证,并使用Prophet-DeepAR、LSTM、小波、BILSTM以及Prophet-LSTM、prophet-小波和Prophet-Bilstm对预测结果进行比较。结果表明,Prophet-DeepAR模型能够提取货运量的多维周期性,挖掘货运量的趋势信息,得到精度较高的预测结果。它比其他模型有更好的准确性。
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引用次数: 0
Implementation of Trajectory Planning Algorithms for Track Serving Mobile Robot in ROS 2 Ecosystem ros2生态系统中履带式移动机器人轨迹规划算法的实现
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20220823131848
: In this paper, our goal is to present the autonomous cone placing robot developed at SzéchenyiIstván University (Gy ő r, Hungary) and the main steps and parts of its design and preparation. Within this, rather complex task-sequence, we discuss the logic of software operation (embedded in the ROS 2 ecosystem), the main issues of environmental representation and we focus especially on the trajectory planner part of the entire system. The implemented algorithms-including our own innovative ideas are Dijkstra, A *, Hybrid A *, DWA and Elastic band.
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引用次数: 0
Smooth Regulation of DC Voltage in VSC-MTDC Systems Based on Optimal Adaptive Droop Control 基于最优自适应下垂控制的VSC-MTDC系统直流电压平滑调节
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20220806130349
: DC voltage stability and power balance are the key conditions for stable operation of DC transmission systems. The droop control does not depend on inter-station communication and has the advantage of multi-station cooperative unbalanced power dissipation, which has been widely used in the voltage source converter based multi-terminal direct current (VSC-MTDC) system. However, its control will cause DC voltage deviation, and there are a series of problems such as unstable system control and overload operation of the VSC-station due to improper setting of droop coefficient. In this paper, the infeasibility of DC voltage error-free correction under droop control mode is theoretically analyzed, and a VSC-MTDC cooperative optimization droop control strategy with DC voltage "quasi-error-free" adjustment ability is proposed. The strategy adjusts the droop coefficient in real-time by monitoring the DC voltage deviation and the power margin of the VSC-station to solve the problem of voltage deviation caused by unbalanced power consumption. At the same time, an additional DC voltage stabilizer is designed to automatically adjust the power reference value and restore the DC voltage. Finally, a five-terminal VSC-MTDC system is built under PSCAD/EMTDC to verify the feasibility of the proposed strategy.
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引用次数: 0
Evaluation of the Ecological Quality of the Taishan Region Based on Landsat Series of Satellite Images 基于Landsat系列卫星影像的泰山地区生态质量评价
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20230301000391
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引用次数: 0
Wind Load of Low-Rise Building Based on Fluent Equilibrium Atmospheric Boundary Layer 基于流畅平衡大气边界层的低层建筑风荷载
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20230205000324
Li Zhao, LI Yuxue
: The accurate simulation of the self-sustaining equilibrium atmospheric boundary layer is essential in computational wind engineering. In order to solve the problem of poor self-sustaining equilibrium atmospheric boundary layer, the method of adding source terms to the transport equation of the turbulence model was adopted to make the inlet profiles of average wind and turbulence wind consistent with the turbulence model. The consistency of the average wind profiles, turbulent characteristics of the three models at several different positions with and without considering the source terms were investigated respectively according to the corresponding CFD numerical example. Take the TTU low-rise building as an example, the proposed method of numerical simulations of the wind load on the structure surface. The results show that by adding source terms to the transport equations of the SST k-ω turbulence model can better achieve the self-sustaining of the atmospheric boundary layer. The velocity profiles and turbulence characteristics profiles of TTU low-rise building at the entrance and exit have high consistency when adding the source terms. The numerical simulation results of the wind pressure coefficient on the surface of the structure are in good agreement with the wind tunnel tests and field measurement results. It is shown that the method can effectively improve the accuracy simulation of the self-sustaining equilibrium of atmospheric boundary layer. The study conclusion proposes a new idea or research method for modeling the equilibrium atmosphere boundary layer and also provides further CFD simulations in structural wind engineering with theoretical and actual values.
大气边界层自维持平衡的精确模拟在计算风工程中是必不可少的。为了解决大气边界层自持平衡差的问题,采用在湍流模型输运方程中加入源项的方法,使平均风和湍流风的入口廓线与湍流模型一致。根据相应的CFD数值算例,分别研究了考虑源项和不考虑源项时三种模式在不同位置的平均风廓线一致性和湍流特性。以TTU低层建筑为例,提出了结构表面风荷载的数值模拟方法。结果表明,在SST k-ω湍流模式的输运方程中加入源项可以更好地实现大气边界层的自维持。加入源项后,TTU低层建筑的入口和出口速度廓线和湍流特性廓线具有较高的一致性。结构表面风压系数的数值模拟结果与风洞试验和现场实测结果吻合较好。结果表明,该方法可以有效地提高大气边界层自维持平衡的模拟精度。研究结论为平衡大气边界层的模拟提供了新的思路或研究方法,也为进一步的结构风工程CFD模拟提供了理论和实际价值。
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引用次数: 0
A Novelty Method for Identifying Risk Factors of Sudden Food Safety Event 食品安全突发事件风险因素识别的新方法
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20230207000329
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引用次数: 0
Intelligent Intrusion Detection System using Enhanced Arithmetic Optimization Algorithm with Deep Learning Model 基于深度学习模型的增强型算法优化智能入侵检测系统
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20221128071759
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引用次数: 3
Application of Cargo Distribution Computation in Airbus A330 Cargo Aircraft with Optimization Algorithms 优化算法在空客A330货机货物分配计算中的应用
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-15 DOI: 10.17559/tv-20221023193735
: Weight and balance problems are one of the main reasons for cargo aircraft accidents including around 30% of accidents that are due to Center of Gravity (CG). Because the pilots often calculate CG index using Load & Trim Sheets manually or use a set of simple formulas, in these calculations, it is only checked whether CG index is within the safe zone instead of determining the ideal value. In order for the safety and fuel economy to be maximized in an aircraft, CG index should be calculated at the ideal value given in the Aircraft Handling Manual. Due to safety and cost concerns, airline companies prefer non-commercial optimization solutions. Therefore, we proposed new heuristic approaches that have been motivated by a real-world application for a major airline company. First, we applied standard GA, WSA, PSO algorithms to obtain a solution that is as close as possible to the ideal CG index in an Airbus A330 cargo plan. Then, we modified standard WSA and PSO algorithms to decrease the error value and to better achieve the ideal CG index. These proposed heuristic solutions have the potential to help the pilots flying cargo aircraft with maximum safety and minimum fuel consumption.
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引用次数: 0
Effect of Carbon Particles on Aerodynamic Performance of a Radial Inflow Turbine in Closed Brayton Cycle 碳颗粒对闭式布雷顿循环径向入流涡轮气动性能的影响
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-06-15 DOI: 10.17559/tv-20220615051758
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引用次数: 0
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Tehnicki Vjesnik-Technical Gazette
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