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Predicting Energy Generation in Large Wind Farms: A Data-Driven Study with Open Data and Machine Learning 预测大型风电场的发电量:基于开放数据和机器学习的数据驱动研究
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-11 DOI: 10.3390/inventions8050126
Matheus Paula, Wallace Casaca, Marilaine Colnago, José R. da Silva, Kleber Oliveira, Mauricio A. Dias, Rogério Negri
Wind energy has become a trend in Brazil, particularly in the northeastern region of the country. Despite its advantages, wind power generation has been hindered by the high volatility of exogenous factors, such as weather, temperature, and air humidity, making long-term forecasting a highly challenging task. Another issue is the need for reliable solutions, especially for large-scale wind farms, as this involves integrating specific optimization tools and restricted-access datasets collected locally at the power plants. Therefore, in this paper, the problem of forecasting the energy generated at the Praia Formosa wind farm, an eco-friendly park located in the state of Ceará, Brazil, which produces around 7% of the state’s electricity, was addressed. To proceed with our data-driven analysis, publicly available data were collected from multiple Brazilian official sources, combining them into a unified database to perform exploratory data analysis and predictive modeling. Specifically, three machine-learning-based approaches were applied: Extreme Gradient Boosting, Random Forest, and Long Short-Term Memory Network, as well as feature-engineering strategies to enhance the precision of the machine intelligence models, including creating artificial features and tuning the hyperparameters. Our findings revealed that all implemented models successfully captured the energy-generation trends, patterns, and seasonality from the complex wind data. However, it was found that the LSTM-based model consistently outperformed the others, achieving a promising global MAPE of 4.55%, highlighting its accuracy in long-term wind energy forecasting. Temperature, relative humidity, and wind speed were identified as the key factors influencing electricity production, with peak generation typically occurring from August to November.
风能在巴西已经成为一种趋势,特别是在该国的东北部地区。尽管风力发电具有优势,但由于天气、温度和空气湿度等外生因素的高度波动性,风力发电一直受到阻碍,这使得长期预测成为一项极具挑战性的任务。另一个问题是需要可靠的解决方案,特别是对于大型风电场,因为这涉及到集成特定的优化工具和在发电厂本地收集的限制访问数据集。因此,在本文中,预测在普拉亚福尔摩沙风电场产生的能量的问题,位于巴西塞埃尔州的一个环保公园,产生约7%的国家电力,是解决。为了继续进行数据驱动分析,我们从多个巴西官方来源收集了公开可用的数据,并将其合并到一个统一的数据库中,以进行探索性数据分析和预测建模。具体来说,应用了三种基于机器学习的方法:极端梯度增强、随机森林和长短期记忆网络,以及特征工程策略来提高机器智能模型的精度,包括创建人工特征和调整超参数。我们的研究结果表明,所有实施的模型都成功地从复杂的风数据中捕获了能源产生的趋势、模式和季节性。然而,我们发现基于lstm的模型始终优于其他模型,实现了4.55%的有希望的全球MAPE,突出了其在长期风能预测中的准确性。温度、相对湿度和风速是影响发电量的关键因素,峰值通常发生在8 - 11月。
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引用次数: 0
Experimental Validation of the Numerical Model for Oil–Gas Separation 油气分离数值模型的实验验证
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-10 DOI: 10.3390/inventions8050125
Sorin Gabriel Tomescu, Ion Mălăel, Rareș Conțiu, Sebastian Voicu
The oil and gas sector is important to the global economy because it covers the exploration, production, processing, transportation, and distribution of oil and natural gas resources. Despite constant innovation and development of technologies to improve efficiency, reduce environmental impact, and optimize operations in the gas and oil industry over the last few decades, there is still room to increase the efficiency of the industry’s equipment in order to reduce its carbon footprint. The separation of gas from oil is a critical stage in the technological production chain, and it is carried out using high-performance multi-phase separators to limit greenhouse gas emissions and have a low impact on the environment. In this study, an improved gas–oil separator configuration was established utilizing CFD techniques. Two separator geometry characteristics were studied. Both cases have the same number of subdomains, two porous media, and four fluid zones, but with a difference in the pitch of the cyclone from the inlet subdomain. The streamlines in a cross-plan of the separator and the distribution of the oil volume fraction from the intake to the outlet were two of the numerical results that were shown as numeric outcomes. The validation of these results was performed using an experimental testing campaign that had the purpose of determining the amount of lubricating oil that is discharged together with the compressed gas at the separator outlet.
石油和天然气行业对全球经济至关重要,因为它涵盖了石油和天然气资源的勘探、生产、加工、运输和分销。尽管在过去的几十年里,为了提高效率、减少对环境的影响、优化油气行业的运营,技术不断创新和发展,但为了减少碳足迹,行业设备的效率仍有提高的空间。油气分离是技术生产链中的关键阶段,采用高性能多相分离器进行,限制温室气体排放,对环境影响小。在本研究中,利用CFD技术建立了一种改进的气油分离器配置。研究了两种分离器的几何特性。这两种情况都具有相同数量的子域,两个多孔介质和四个流体区,但旋风器的螺距与入口子域不同。分离器交叉平面上的流线和从进气到出口的油体积分数分布是数值结果中的两个,显示为数值结果。这些结果的验证是通过一个实验测试活动进行的,目的是确定在分离器出口与压缩气体一起排出的润滑油量。
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引用次数: 0
Obtaining Vortex Formation in Blood Flow by Particle Tracking: Echo-PV Methods and Computer Simulation 通过粒子跟踪获得血流中的漩涡形成:回声- pv方法和计算机模拟
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-09 DOI: 10.3390/inventions8050124
Ilya Starodumov, Sergey Sokolov, Ksenia Makhaeva, Pavel Mikushin, Olga Dinislamova, Felix Blyakhman
Micrometer-sized particles are widely introduced as fluid flow markers in experimental studies of convective flows. The tracks of such particles demonstrate a high contrast in the optical range and well illustrate the direction of fluid flow at local vortices. This study addresses the theoretical justification on the use of large particles for obtaining vortex phenomena and its characterization in stenotic arteries by the Echo Particle Velocimetry method. Calcite particles with an average diameter of 0.15 mm were chosen as a marker of streamlines using a medical ultrasound device. The Euler–Euler model of particle motion was applied to simulate the mechanical behavior of calcite particles and 20 µm aluminum particles. The accuracy of flow measurement at vortex regions was evaluated by computational fluid dynamics methods. The simulation results of vortex zone formation obtained by Azuma and Fukushima (1976) for aluminum particles with the use of the optical velocimetry method and calcite particles were compared. An error in determining the size of the vortex zone behind of stenosis does not exceed 5%. We concluded that the application of large-size particles for the needs of in vitro studies of local hemodynamics is possible.
在对流流动的实验研究中,微米级颗粒作为流体流动标记物被广泛地引入。这些粒子的轨迹在光学范围内表现出很高的对比度,并很好地说明了局部涡旋处流体流动的方向。本文研究了回声粒子测速法在狭窄动脉中使用大粒子获取漩涡现象及其表征的理论依据。选用平均直径为0.15 mm的方解石颗粒作为医用超声仪流线标记物。采用欧拉-欧拉粒子运动模型模拟方解石颗粒和20µm铝颗粒的力学行为。用计算流体力学方法对涡区流量测量的精度进行了评价。比较了Azuma和Fukushima(1976)用光学测速法和方解石粒子对铝粒子涡区形成的模拟结果。在确定狭窄后涡区的大小时,误差不超过5%。我们的结论是,大尺寸颗粒的应用需要局部血流动力学的体外研究是可能的。
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引用次数: 0
Fault Location Method for Overhead Power Line Based on a Multi-Hypothetical Sequential Analysis Using the Armitage Algorithm 基于Armitage算法的多假设序列分析架空电力线路故障定位方法
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-27 DOI: 10.3390/inventions8050123
Aleksandr Kulikov, Pavel Ilyushin, Anton Loskutov, Sergey Filippov
The use of modern methods for determining the fault location (FL) on overhead power lines (OHPLs), which have high accuracy and speed, contributes to the reliable operation of power systems. Various physical principles are used in FL devices for OHPLs, as well as various algorithms for calculating the distance to the FL. Some algorithms for FL on OHPLs use emergency mode parameters (EMP); other algorithms use measurement results based on wave methods. Many random factors that determine the magnitude of the error in calculating the distance to the FL affect the operation of FL devices by EMP. Methods based on deterministic procedures used in well-known FL devices for OHPLs do not take into account the influence of random factors, which significantly increases the time to search for the fault. The authors have developed a method of FL on OHPLs based on a multi-hypothetical sequential analysis using the Armitage algorithm. The task of recognizing a faulted section of an OHPL is formulated as a statistical problem. To do this, the inspection area of the OHPL is divided into many sections, followed by the implementation of the procedure for FL. The developed method makes it possible to adapt the distortions of currents and voltages on the emergency mode oscillograms to the conditions for estimating their parameters. The results of the calculations proved that the implementation of the developed method has practically no effect on the speed of the FL algorithm for the OHPL by EMP. This ensures the uniqueness of determining the faulted section of the OHPL under the influence of random factors, which leads to a significant reduction in the inspection area of the OHPL. The application of the developed method in FL devices for OHPLs will ensure the required reliability of power supply to consumers and reduce losses from power outages by minimizing the time to search for a fault.
采用现代方法对架空电力线路进行故障定位,精度高、速度快,有助于电力系统的可靠运行。ohpl上的FL装置采用了各种物理原理,以及各种计算到FL距离的算法。ohpl上的FL有些算法使用紧急模式参数(EMP);其他算法使用基于波动方法的测量结果。许多随机因素决定了计算到FL距离误差的大小,这些随机因素会影响EMP下FL装置的运行,众所周知的ohpl FL装置采用的基于确定性程序的方法没有考虑随机因素的影响,这大大增加了故障搜索时间。作者利用阿米蒂奇算法开发了一种基于多假设序列分析的ohpl FL方法。识别OHPL故障部分的任务被表述为一个统计问题。为此,将OHPL的检测区域划分为许多部分,然后执行FL程序。所开发的方法可以使应急模式示波器上的电流和电压畸变适应于估计其参数的条件。计算结果表明,该方法的实施几乎不影响EMP对OHPL的FL算法的速度,从而保证了在随机因素影响下确定OHPL故障截面的唯一性,从而大大减少了OHPL的检测面积。所开发的方法在用于ohpl的FL设备中的应用将确保向消费者提供所需的可靠性,并通过最小化搜索故障的时间来减少停电造成的损失。
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引用次数: 0
Sensing Spontaneous Combustion in Agricultural Storage Using IoT and ML 利用物联网和机器学习检测农业储存中的自燃
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-26 DOI: 10.3390/inventions8050122
Umar Farooq Shafi, Imran Sarwar Bajwa, Waheed Anwar, Hina Sattar, Shabana Ramzan, Aqsa Mahmood
The combustion of agricultural storage represents a big hazard to the safety and quality preservation of crops during lengthy storage times. Cotton storage is considered more prone to combustion for many reasons, i.e., heat by microbial growth, exothermic and endothermic reactions in storage areas, and extreme weather conditions in storage areas. Combustion not only increases the chances of a big fire outbreak in the long run, but it may also affect cotton’s quality factors like its color, staple length, seed quality, etc. The cotton’s quality attributes may divert from their normal range in the presence of combustion. It is difficult to detect, monitor, and control combustion. The Internet of Things (IoT) offers efficient and reliable solutions for numerous research problems in agriculture, healthcare, business analytics, and industrial manufacturing. In the agricultural domain, the IoT provides various applications for crop monitoring, warehouse protection, the prevention of crop diseases, and crop yield maximization. We also used the IoT for the smart and real-time sensing of spontaneous combustion inside storage areas in order to maintain cotton quality during lengthy storage. In the current research, we investigate spontaneous combustion inside storage and identify the primary reasons for it. Then, we proposed an efficient IoT and machine learning (ML)-based solution for the early sensing of combustion in storage in order to maintain cotton quality during long storage times. The proposed system provides real-time sensing of combustion-causing factors with the help of the IoT-based circuit and prediction of combustion using an efficient artificial neural network (ANN) model. The proposed smart sensing of combustion is verified by a different set of experiments. The proposed ANN model showed a 99.8% accuracy rate with 95–98% correctness and 97–99% completeness. The proposed solution is very efficient in detecting combustion and enables storage owners to become aware of combustion hazards in a timely manner; hence, they can improve the storage conditions for the preservation of cotton quality in the long run. The whole article consists of five sections.
农业储存库在长时间的储存库中燃烧对农作物的安全和质量保存造成了很大的危害。棉花储存被认为更容易燃烧,原因有很多,即微生物生长产生的热量,储存区域的放热和吸热反应,以及储存区域的极端天气条件。从长远来看,燃烧不仅增加了发生大火的可能性,而且还可能影响棉花的品质因素,如颜色、短绒长度、种子质量等。在燃烧过程中,棉花的质量属性可能偏离其正常范围。很难检测、监测和控制燃烧。物联网(IoT)为农业、医疗保健、商业分析和工业制造领域的众多研究问题提供了高效可靠的解决方案。在农业领域,物联网为作物监测、仓库保护、作物病害预防和作物产量最大化提供了各种应用。我们还使用物联网对储存区域内的自燃进行智能实时感知,以便在长时间储存期间保持棉花的质量。在目前的研究中,我们研究了储存库内的自燃,并确定了其主要原因。然后,我们提出了一种高效的基于物联网和机器学习(ML)的解决方案,用于早期感知储存中的燃烧,以便在长时间储存期间保持棉花的质量。该系统利用基于物联网的电路实时感知引起燃烧的因素,并利用高效的人工神经网络(ANN)模型预测燃烧。通过一组不同的实验验证了所提出的燃烧智能传感。该模型的准确率为99.8%,正确率为95-98%,完整性为97-99%。建议的解决方案在检测燃烧方面非常有效,使储存业主能够及时意识到燃烧危害;因此,从长远来看,它们可以改善棉花品质的储存条件。全文由五个部分组成。
{"title":"Sensing Spontaneous Combustion in Agricultural Storage Using IoT and ML","authors":"Umar Farooq Shafi, Imran Sarwar Bajwa, Waheed Anwar, Hina Sattar, Shabana Ramzan, Aqsa Mahmood","doi":"10.3390/inventions8050122","DOIUrl":"https://doi.org/10.3390/inventions8050122","url":null,"abstract":"The combustion of agricultural storage represents a big hazard to the safety and quality preservation of crops during lengthy storage times. Cotton storage is considered more prone to combustion for many reasons, i.e., heat by microbial growth, exothermic and endothermic reactions in storage areas, and extreme weather conditions in storage areas. Combustion not only increases the chances of a big fire outbreak in the long run, but it may also affect cotton’s quality factors like its color, staple length, seed quality, etc. The cotton’s quality attributes may divert from their normal range in the presence of combustion. It is difficult to detect, monitor, and control combustion. The Internet of Things (IoT) offers efficient and reliable solutions for numerous research problems in agriculture, healthcare, business analytics, and industrial manufacturing. In the agricultural domain, the IoT provides various applications for crop monitoring, warehouse protection, the prevention of crop diseases, and crop yield maximization. We also used the IoT for the smart and real-time sensing of spontaneous combustion inside storage areas in order to maintain cotton quality during lengthy storage. In the current research, we investigate spontaneous combustion inside storage and identify the primary reasons for it. Then, we proposed an efficient IoT and machine learning (ML)-based solution for the early sensing of combustion in storage in order to maintain cotton quality during long storage times. The proposed system provides real-time sensing of combustion-causing factors with the help of the IoT-based circuit and prediction of combustion using an efficient artificial neural network (ANN) model. The proposed smart sensing of combustion is verified by a different set of experiments. The proposed ANN model showed a 99.8% accuracy rate with 95–98% correctness and 97–99% completeness. The proposed solution is very efficient in detecting combustion and enables storage owners to become aware of combustion hazards in a timely manner; hence, they can improve the storage conditions for the preservation of cotton quality in the long run. The whole article consists of five sections.","PeriodicalId":14564,"journal":{"name":"Inventions","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134958607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developments in the Use of Hinfinity Control and μ-Analysis for Reducing Vibration in Intelligent Structures 无穷度控制与微分析在智能结构减振中的应用进展
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-25 DOI: 10.3390/inventions8050119
Amalia Moutsopoulou, Georgios E. Stavroulakis, Markos Petousis, Anastasios Pouliezos, Nectarios Vidakis
During the past few years, there has been a notable surge of interest in the field of smart structures. An intelligent structure is one that automatically responds to mechanical disturbances by minimizing oscillations after intelligently detecting them. In this study, a smart design that contains integrated actuators and sensors that can dampen oscillations is shown. A finite element analysis is used in conjunction with the application of dynamic loads such as wind force. The dynamic-loading-induced vibration of the intelligent piezoelectric structure is aimed to be mitigated using a μ-controller. The controller’s robustness against uncertainties in the parameters to address vibration-related concerns is showcased. This article offers a thorough depiction of the benefits stemming from μ-analysis and active vibration control in the behavior of intelligent structures. The gradual surmounting of these challenges is attributed to the increasing affordability and enhanced capability of electronic components used for control implementation. The advancement of μ-analysis and robust control for vibration reduction in intelligent structures is amply demonstrated in this study.
在过去的几年中,人们对智能结构领域的兴趣显著增加。智能结构是在智能检测到机械干扰后,通过最小化振动来自动响应的结构。在本研究中,展示了一种包含集成致动器和传感器的智能设计,可以抑制振荡。有限元分析与动态载荷(如风力)的应用相结合。采用微控制器对智能压电结构的动载振动进行了抑制。该控制器对参数的不确定性具有鲁棒性,可以解决与振动相关的问题。本文全面介绍了μ-分析和主动振动控制在智能结构行为中的好处。这些挑战的逐步克服归功于用于控制实施的电子元件的可负担性和能力的提高。该研究充分证明了μ-分析和鲁棒控制在智能结构减振方面的进步。
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引用次数: 0
A Dynamic Control Model of the Blades Position for the Vertical-Axis Wind Generator by a Program Method 应用程序建立了垂直轴风力发电机叶片位置动态控制模型
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-25 DOI: 10.3390/inventions8050120
Ivaylo Stoyanov, Teodor Iliev, Alina Fazylova, Gulsara Yestemessova
This article discusses the construction of a dynamic model for controlling the position of the blades of a vertical-axis wind generator using an automatic approach; a method is presented that relates the rotation of the motor to the position of the blades, which allows the optimization of the operation of the control system. In the research process, an automatic approach is used, which makes it possible to carry out numerical calculations that predict the behavior of the system at various values of motor rotation. The model allows us to analyze the dependence of the position of the blades on the rotation of the motor and determine the optimal parameters of the mathematical control model. The main goal of our study is to develop a mathematical model of the mechanism for further adjustment of the wind turbine blade position control system depending on the wind speed.
本文讨论了用自动控制方法建立垂直轴风力发电机叶片位置的动态模型;提出了一种将电机的转速与叶片的位置联系起来的方法,从而可以优化控制系统的运行。在研究过程中,使用了自动方法,这使得可以进行数值计算,预测系统在不同电机旋转值下的行为。该模型允许我们分析叶片位置对电机旋转的依赖关系,并确定数学控制模型的最优参数。本研究的主要目标是建立风力机叶片位置控制系统随风速进一步调整机制的数学模型。
{"title":"A Dynamic Control Model of the Blades Position for the Vertical-Axis Wind Generator by a Program Method","authors":"Ivaylo Stoyanov, Teodor Iliev, Alina Fazylova, Gulsara Yestemessova","doi":"10.3390/inventions8050120","DOIUrl":"https://doi.org/10.3390/inventions8050120","url":null,"abstract":"This article discusses the construction of a dynamic model for controlling the position of the blades of a vertical-axis wind generator using an automatic approach; a method is presented that relates the rotation of the motor to the position of the blades, which allows the optimization of the operation of the control system. In the research process, an automatic approach is used, which makes it possible to carry out numerical calculations that predict the behavior of the system at various values of motor rotation. The model allows us to analyze the dependence of the position of the blades on the rotation of the motor and determine the optimal parameters of the mathematical control model. The main goal of our study is to develop a mathematical model of the mechanism for further adjustment of the wind turbine blade position control system depending on the wind speed.","PeriodicalId":14564,"journal":{"name":"Inventions","volume":"2013 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135863879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Liquid Natural Gas Cold Energy Recovery for Integration of Sustainable District Cooling Systems: A Thermal Performance Analysis 可持续区域供冷系统集成的液态天然气冷能回收:热性能分析
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-25 DOI: 10.3390/inventions8050121
Yang Luo, Xuesong Lu, Yi Chen, John Andresen, Mercedes Maroto-Valer
This paper investigates the heat transfer properties of liquefied natural gas (LNG) in a corrugated plate heat exchanger and explores its application in cold energy recovery for enhanced energy efficiency. The study aims to integrate this technology into a 500 MW gas-fired power plant and a district cooling system to contribute to sustainable city development. Using computational fluid dynamics simulations and experimental validation, the heat transfer behaviour of LNG in the corrugated plate heat exchanger is examined, emphasising the significance of the gas film on the channel wall for efficient heat transfer between LNG and water/ethylene glycol. The study analyses heat exchange characteristics below and above the critical point of LNG. Below the critical point, the LNG behaves as an incompressible fluid, whereas above the critical point, the compressible supercritical state enables a substantial energy recovery and temperature rise at the outlet, highlighting the potential for cold energy recovery. The results demonstrate the effectiveness of cold energy recovery above the critical point, leading to significant energy savings and improved efficiency compared to conventional systems. Optimal operational parameters, such as the number of channels and flow rate ratios, are identified for successful cold energy recovery. This research provides valuable insights for sustainable city planning and the transition towards low-carbon energy systems, contributing to the overall goal of creating environmentally friendly and resilient urban environments.
研究了液化天然气(LNG)在波纹板换热器中的传热特性,并探讨了其在冷能回收中的应用,以提高能效。该研究旨在将该技术整合到500兆瓦的燃气发电厂和区域冷却系统中,以促进城市的可持续发展。通过计算流体动力学模拟和实验验证,研究了液化天然气在波纹板换热器中的传热行为,强调了管道壁上的气膜对液化天然气与水/乙二醇之间有效传热的重要性。研究分析了液化天然气临界点以下和临界点以上的换热特性。在临界点以下,LNG表现为不可压缩流体,而在临界点以上,可压缩超临界状态能够实现大量的能量回收和出口温度升高,突出了冷能回收的潜力。结果表明,与传统系统相比,在临界点以上进行冷能回收是有效的,可以显著节省能源并提高效率。确定了成功回收冷能的最佳操作参数,如通道数和流量比。这项研究为可持续城市规划和向低碳能源系统过渡提供了宝贵的见解,有助于创造环境友好和有弹性的城市环境的总体目标。
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引用次数: 0
Effect of Support Stiffness Nonlinearity on the Low-Frequency Vibro-Acoustic Characteristics for a Mechanical Equipment—Floating Raft—Underwater Cylindrical Shell Coupled System 支撑刚度非线性对机械设备-浮筏-水下圆柱壳耦合系统低频振声特性的影响
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-21 DOI: 10.3390/inventions8050118
Likang Wang, Rui Huo
The low-frequency vibro-acoustic characteristics of a mechanical equipment—floating raft—cylindrical shell—underwater acoustic field coupled system with nonlinear supports are studied in this paper. Firstly, the state space equations were established by a modal superposition theory for the coupled system, and a modal parameter identification method was deduced and verified for the cylindrical shell—underwater acoustic field coupled subsystem. On this basis, the formulas were derived for transmitted power flow in the coupled system, and the nonlinear stiffness constitutive relation of the vibration isolation supports was expressed by softening and hardening characteristics. Finally, dynamic simulations were carried out by the Runge—Kutta method to analyze the effect of nonlinear stiffness characteristic parameters on the low-frequency vibration modes and vibro-acoustic transfer characteristics in the coupled system. The research shows that a superharmonic phenomenon is common in the steady vibration mode of the coupled system with a nonlinear softening (or hardening) stiffness characteristic under harmonic excitation. The stronger the softening (or hardening) stiffness characteristic is, the more complex the vibration form is, and the smaller (or larger) the low-frequency vibro-acoustic transfer level in resonance regions is.
研究了具有非线性支撑的机械设备-浮筏-圆柱壳-水声耦合系统的低频振动声特性。首先,利用模态叠加理论建立了耦合系统的状态空间方程,推导并验证了圆柱壳-水声耦合子系统的模态参数辨识方法。在此基础上,推导了耦合系统中传输潮流的计算公式,并用软化和硬化特性表示隔振支座的非线性刚度本构关系。最后,采用龙格-库塔法进行了动力学仿真,分析了非线性刚度特性参数对耦合系统低频振动模态和振声传递特性的影响。研究表明,在谐波激励下,具有非线性软化(或硬化)刚度特性的耦合系统在稳态振动模式中普遍存在超谐波现象。软化(或硬化)刚度特性越强,振动形式越复杂,共振区低频振声传递能级越小(或越大)。
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引用次数: 0
Optimal Siting and Sizing of Electric Vehicle Energy Supplement Infrastructure in Highway Networks 公路网电动汽车能源补充基础设施的最优选址与规模
Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-09-15 DOI: 10.3390/inventions8050117
Ding Jin, Huayu Zhang, Bing Han, Gang Liu, Fei Xue, Shaofeng Lu
The electric vehicle (EV) market is expanding rapidly to achieve the future goal of eco-friendly transportation. The scientific planning of energy supplement infrastructures (ESIs), with appropriate locations and capacity, is imperative to develop the EV industry. In this research, a mixed integer linear programming (MILP) model is proposed to optimize the location and capacity of ESIs, including vehicle charging stations (VCSs), battery swapping stations (BSSs), and battery charging stations (BCSs), in highway networks. The objective of this model is to minimize the total cost with the average waiting time for EVs being constrained. In this model, battery swapping and transportation behaviors are optimized such that the EV average waiting time can be reduced, and the average queue and service process waiting time is estimated by the M/M/1 model. Real-world data, i.e., from the London M25 highway network system, are used as a case study to test the effectiveness of the proposed method. The results show that considering battery transportation behaviors is more cost efficient, and the results are sensitive to the EV average waiting time tolerance, battery cost, and charging demand.
电动汽车(EV)市场正在迅速扩大,以实现环保交通的未来目标。科学规划合适的位置和容量的能源补充基础设施是发展电动汽车产业的必要条件。本文提出了一种混合整数线性规划(MILP)模型,用于优化公路网络中车辆充电站(VCSs)、电池交换站(bss)和电池充电站(BCSs)的位置和容量。该模型的目标是在限制电动汽车平均等待时间的情况下使总成本最小化。在该模型中,对换电池行为和运输行为进行优化,使电动汽车平均等待时间减少,并通过M/M/1模型估计平均排队和服务过程等待时间。真实世界的数据,即来自伦敦M25高速公路网系统,被用作一个案例研究,以测试所提出的方法的有效性。结果表明,考虑电池运输行为更具成本效益,且结果对电动汽车平均等待时间容限、电池成本和充电需求较为敏感。
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引用次数: 0
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Inventions
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