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Potential Bio-Fuel from Refinery Waste through Anaerobic Digestion 通过厌氧消化从炼油厂废物中提取潜在的生物燃料
Pub Date : 2022-01-04 DOI: 10.3390/engproc2021012068
Sophia Nawaz Gishkori, Ghulam Abbas, A. Shah, S. Rahman, M. S. Haider, Fahid Nisar
In this study we report biofuel potential in waste cake obtained from oil refinery. The sample was analyzed for its calorific value using auto bomb calorimeter (LECO AC-500), proximate analysis using Thermogravimetric analyzer (LECO 701) and elemental analysis using CHNS analyzer (LECO Tru-Spec). The elemental analysis of dry waste cake vs wet cake depicted the percentage composition of carbon (49.8%, 40.8%), hydrogen (7.9%, 6.0%), nitrogen (2.8%, 1.9%), Sulphur (1.9%, 0.5%) and oxygen content (37.6%, 40.4%). As for as the thermal degradation behavior of dry and wet cake in TGA is concerned, higher moisture contents (68.50%) found in wet cake and lower in dry cake (40.1%). Whereas the volatile matter in dry cake (30.9%) and low volatile in wet cake (14.3%). Similarly, %age of ash become high in dry cake (17.3%) and low in wet cake (5.11%). The results reflected that higher heating value of dry waste cake is higher (22.5 MJ/kg) than wet waste cake (20.5 MJ/kg) and commonly used sugarcane bagasse (17.88 MJ/kg).
在本研究中,我们报告了从炼油厂获得的废饼生物燃料的潜力。采用汽车炸弹量热计(LECO AC-500)、热重分析仪(LECO 701)和CHNS分析仪(LECO tru_spec)对样品进行热值分析。干废饼和湿废饼的元素分析分别描述了碳(49.8%、40.8%)、氢(7.9%、6.0%)、氮(2.8%、1.9%)、硫(1.9%、0.5%)和氧(37.6%、40.4%)的百分比组成。对于干饼和湿饼在TGA中的热降解行为,湿饼的含水率较高(68.50%),干饼的含水率较低(40.1%)。干饼中挥发物含量为30.9%,湿饼中挥发物含量低,为14.3%。同样,灰的年龄在干饼中变得高(17.3%),在湿饼中变得低(5.11%)。结果表明,干废饼的热值(22.5 MJ/kg)高于湿废饼(20.5 MJ/kg)和常用甘蔗渣(17.88 MJ/kg)。
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引用次数: 0
Energy Efficient Strategy Development of Steam Turbine through Vibration Reduction Using ANN and SVM Approaches 基于神经网络和支持向量机方法的汽轮机减振节能策略开发
Pub Date : 2022-01-04 DOI: 10.3390/engproc2021012065
Yasir Rafique, A. Hussain
The energy efficiency of a power plant is largely determined by the vibrations of bearings that hold the shaft rotating at high speed which need to be critically controlled. This study presents the relative vibration modeling of a shaft bearing that is installed in a 660 MW supercritical steam turbine system. The operational data in raw form after being cleaned using machine learning based visualization and extensive data processing helped in training and validation of SVM and ANN models which are then compared by external validation tests. The model with best results is then used for the simulations of constructed operating scenarios. The ANN has been further tested for the complete operational load range (353 MW to 662 MW) which predicted the reduction in relative vibrations. Moreover, the validated ANN model has been used to develop many strategies of vibration reduction which helped in achieving more than 4% reduction in relative vibrations. Subsequently, an operational strategy that predicts a significant reduction in the bearing vibration levels is selected. For confirmation of the accuracy of prediction by ANN process model, the selected strategy has been used with the actual power plant. This assures the significant reduction of bearing vibration less than the alarm limit.
发电厂的能源效率很大程度上取决于轴承的振动,这些轴承使轴高速旋转,需要严格控制。本文研究了660mw超临界汽轮机系统轴轴承的相对振动模型。使用基于机器学习的可视化和广泛的数据处理清理后的原始形式的操作数据有助于训练和验证支持向量机和人工神经网络模型,然后通过外部验证测试进行比较。然后将结果最佳的模型用于所构建的操作场景的模拟。人工神经网络已经在整个运行负荷范围(353兆瓦至662兆瓦)进行了进一步测试,预测了相对振动的减少。此外,经过验证的人工神经网络模型已被用于开发许多减振策略,这些策略有助于实现相对振动减少4%以上。随后,选择预测轴承振动水平显着降低的操作策略。为了验证人工神经网络过程模型预测的准确性,将所选择的策略与实际电厂进行了比较。这保证了显著降低轴承振动小于报警限制。
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引用次数: 0
Single Stage Active Power Factor Correction Circuit for Street LED Light with Battery Backup 带备用电池的LED路灯单级有源功率因数校正电路
Pub Date : 2022-01-04 DOI: 10.3390/engproc2021012069
Asad Muneer, Ahsan Fayyaz, Shabab Iqbal, M. W. Jabbar, Arslan Qaisar, Faisal Farooq
This paper introduces and uses a single-phase, high-power LED driver with a battery backup. The buck–boost converter and reverse converter are both combined to achieve optimal performance. In the first part of the integrated circuit, the buck–boost converter is simply used to adjust the power when operating in the non-continuous operating mode. The reverse converter provides free voltage to the LEDs when released as a remote DC–DC converter. The battery backup cycle directly charges the battery at the same power as the LED driver required and provides charging power when there is no electricity. This paper demonstrates the functionality of the entire system and proves that it is an effective solution for new lighting applications.
本文介绍并使用了一种带备用电池的单相大功率LED驱动器。降压-升压变换器和反向变换器相结合,以达到最佳性能。在集成电路的第一部分中,升压变换器仅用于在非连续工作模式下工作时调节功率。反向转换器作为远程DC-DC转换器释放时为led提供自由电压。电池备用循环直接以与LED驱动器所需的相同功率为电池充电,并在无电时提供充电电源。本文演示了整个系统的功能,并证明了它是一种有效的解决方案,用于新的照明应用。
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引用次数: 2
Characterizing Terminal Airspace Operational States and Detecting Airspace-Level Anomalies 终端空域操作状态表征与空域异常探测
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021013009
S. Corrado, Tejas G. Puranik, D. Mavris
Global modernization efforts focus on increasing aviation system capacity and efficiency, while maintaining high levels of safety. To accomplish these objectives, new analysis methods are required that consider Air Traffic Management (ATM) system operations at both the flight level and the airspace level. With the expansion of ADS-B technology, open-source flight tracking data has become more readily available to enable larger-scale analyses of aircraft operations. Specifically, anomaly detection has been identified as being paramount. However, previous analyses of airspace-level operational states have not considered the observation of transitional (transitioning between two distinct airspace-level operational patterns) or anomalous operational states. Therefore, a method is proposed in which the time-series trajectory data of all aircraft operating within a terminal airspace during a specified time period is aggregated to generate a representation of the airspace-level operational states such that a recursive DBSCAN procedure to characterize airspace-level operational states as either nominal, transitional, or anomalous as well as to identify the distinct nominal operational patterns. This method is demonstrated on one year of ADS-B trajectory data for aircraft arriving at San Francisco International Airport (KSFO). Overall, visual inspection of results indicate the method’s promise in assisting ATM system operators, decision-makers, and planners in designing the implementation of new operational concepts.
全球现代化努力的重点是提高航空系统的能力和效率,同时保持高水平的安全。为了实现这些目标,需要新的分析方法来考虑空中交通管理(ATM)系统在飞行层和空域层的运行。随着ADS-B技术的扩展,开放源代码的飞行跟踪数据变得更容易获得,从而可以对飞机运行进行更大规模的分析。特别地,异常检测被认为是最重要的。然而,以前对空级作战状态的分析没有考虑到对过渡(在两种不同的空级作战模式之间的过渡)或异常作战状态的观察。因此,本文提出了一种方法,该方法将在指定时间段内在终端空域内运行的所有飞机的时间序列轨迹数据汇总,以生成空域级运行状态的表示,从而通过递归DBSCAN程序将空域级运行状态表征为正常、过渡或异常状态,并识别不同的名义运行模式。该方法在到达旧金山国际机场(KSFO)的飞机一年的ADS-B轨迹数据上进行了验证。总体而言,对结果的目视检查表明,该方法有望帮助ATM系统操作员、决策者和规划者设计实施新的操作概念。
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引用次数: 0
Lemon Grading and Sorting Using Computer Vision 利用计算机视觉对柠檬进行分级和分拣
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021012055
Talha Mukhtar, Sunil Jamil, Usman Arif, Waleed Razzaq, Muhammad Wasif
This paper presents an automatic system for sorting and grading lemons using computer vision. It eliminates human errors in sorting processes. Lemons are sorted into three categories; ripe, semi-ripe, and a combined class of defective and unripe. A camera is used to capture an image of the lemon, and image analysis is done using Raspberry Pi. A conveyor belt system and a mechanical pusher put the lemon into its respective class.
本文介绍了一种基于计算机视觉的柠檬自动分类分级系统。它消除了排序过程中的人为错误。柠檬分为三类;成熟的,半成熟的,有缺陷的和未成熟的一类。使用相机捕捉柠檬的图像,并使用树莓派完成图像分析。传送带系统和机械推手将柠檬放入各自的类别中。
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引用次数: 2
Automatic Processing Pipeline for Collecting and Annotating Air-Traffic Voice Communication Data 空中交通话音通信数据采集与标注自动处理管道
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021013008
M. Kocour, Karel Veselý, Igor Szöke, Santosh Kesiraju, Juan Zuluaga-Gómez, Alexander Blatt, Amrutha Prasad, Iuliia Nigmatulina, P. Motlícek, D. Klakow, Allan Tart, H. Atassi, Pavel, Kolčárek, Honza Černocký, Claudia Cevenini, K. Choukri, M. Rigault, Fabian Landis, Saeed, Sarfjoo, Chloe Salamin
This document describes our pipeline for automatic processing of ATCO pilot audio communication we developed as part of the ATCO2 project. So far, we collected two thousand hours of audio recordings that we either preprocessed for the transcribers or used for semi-supervised training. Both methods of using the collected data can further improve our pipeline by retraining our models. The proposed automatic processing pipeline is a cascade of many standalone components: (a) segmentation, (b) volume control, (c) signal-to-noise ratio filtering, (d) diarization, (e) ‘speech-to-text’ (ASR) module, (f) English language detection, (g) call-sign code recognition, (h) ATCO—pilot classification and (i) highlighting commands and values. The key component of the pipeline is a speech-to-text transcription system that has to be trained with real-world ATC data; otherwise, the performance is poor. In order to further improve speech-to-text performance, we apply both semi-supervised training with our recordings and the contextual adaptation that uses a list of plausible callsigns from surveillance data as auxiliary information. Downstream NLP/NLU tasks are important from an application point of view. These application tasks need accurate models operating on top of the real speech-to-text output; thus, there is a need for more data too. Creating ATC data is the main aspiration of the ATCO2 project. At the end of the project, the data will be packaged and distributed by ELDA.
本文档描述了我们作为ATCO2项目的一部分开发的ATCO先导音频通信的自动处理管道。到目前为止,我们收集了2000小时的录音,我们要么为转录员进行预处理,要么用于半监督训练。这两种使用收集数据的方法都可以通过重新训练我们的模型来进一步改进我们的管道。提出的自动处理管道是许多独立组件的级联:(a)分割,(b)音量控制,(c)信噪比滤波,(d)拨号,(e)“语音到文本”(ASR)模块,(f)英语语言检测,(g)呼号代码识别,(h) ATCO-pilot分类,(i)高亮命令和值。管道的关键组成部分是语音到文本的转录系统,必须与现实世界的ATC数据进行训练;否则,性能很差。为了进一步提高语音到文本的性能,我们对录音进行了半监督训练,并使用来自监视数据的似是而非的呼号列表作为辅助信息的上下文适应。从应用程序的角度来看,下游NLP/NLU任务很重要。这些应用任务需要在真实的语音到文本输出之上运行精确的模型;因此,也需要更多的数据。创建ATC数据是ATCO2项目的主要目标。在项目结束时,数据将由ELDA进行打包和分发。
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引用次数: 9
Machine Learning Techniques in Agricultural Flood Assessment and Monitoring Using Earth Observation and Hydromorphological Analysis 基于地球观测和水文形态分析的农业洪水评估与监测中的机器学习技术
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021009040
Lampros Tasiopoulos, M. Stefouli, Yorghos Voutos, Phivos Mylonas, E. Charou
Climate change could exacerbate floods on agricultural plains by increasing the frequency of extreme and adverse meteorological events. Flood extent maps could be a valuable source of information for agricultural land decision makers, risk management and emergency planning. We propose a method that combines various types of data and processing techniques in order to achieve accurate flood extent maps. The application aims to find the percentage of agricultural land that is covered by the floods through an automatic map estimation methodology based on the freely available Sentinel-2 (S2) satellite images and machine learning techniques.
气候变化可能会增加极端和不利气象事件的频率,从而加剧农业平原的洪水。洪水范围图可成为农业用地决策者、风险管理和应急规划的宝贵信息来源。我们提出了一种结合各种类型数据和处理技术的方法,以获得准确的洪水范围图。该应用程序旨在通过基于免费提供的Sentinel-2 (S2)卫星图像和机器学习技术的自动地图估计方法,找到被洪水覆盖的农业用地的百分比。
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引用次数: 1
A Theoretical Framework for Multi-Hazard Risk Mapping on Agricultural Areas Considering Artificial Intelligence, IoT, and Climate Change Scenarios 考虑人工智能、物联网和气候变化情景的农业多灾种风险制图理论框架
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021009039
R. Silva, M. C. Fava, A. Saraiva, E. Mendiondo, C. Cugnasca, A. Delbem
This work proposes a data-driven theoretical framework for addressing: (i) extreme climate events prediction through multi-hazard risk mapping using remote sensing, artificial intelligence, and hydrological models, considering multiple hazards; and (ii) environmental monitoring using on-site data collection and IoT technologies. The framework considers the possibility of evaluating multiple climate change scenarios for improving decision-making in terms of Government policies and farm planning. Its main requirements are gathered based on a literature review. Several essential metrics that can be evaluated, considering both supervised and unsupervised metrics and key performance indicators considering the triple bottom line aspects, are also proposed. The framework also adopts multi-hazard (considering several hazards) and multi-risk (considering several relevant stakeholders) aspects and can be used to simulate different scenarios, an essential task for improving decision-making.
这项工作提出了一个数据驱动的理论框架,用于解决:(i)考虑多种灾害,通过使用遥感、人工智能和水文模型的多灾害风险绘图来预测极端气候事件;(ii)利用现场数据收集和物联网技术进行环境监测。该框架考虑了评估多种气候变化情景的可能性,以便在政府政策和农业规划方面改进决策。在文献综述的基础上收集了其主要需求。还提出了几个可以评估的基本指标,考虑监督和非监督指标以及考虑三重底线方面的关键绩效指标。该框架还采用多危害(考虑几种危害)和多风险(考虑几个相关利益相关者)方面,可用于模拟不同的情景,这是改进决策的基本任务。
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引用次数: 2
Helicopter Flight Manoeuvre Statistics via ADS-B: An Initial Investigation Using the OpenSky Network 通过ADS-B的直升机飞行机动统计:使用开放天空网络的初步调查
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021013010
J. Hoole, J. Booker, Jonathan Cooper
Significant challenges exist when defining the usage spectra of helicopter components due to the wide range of missions and manoeuvres flown by helicopters in-service. Automatic Dependent Surveillance-Broadcast (ADS-B) trajectories provide a means of constructing helicopter flight manoeuvre statistics across entire in-service fleets. This paper explores the feasibility of characterising helicopter manoeuvres by applying rule-based algorithms to ADS-B trajectories from a fleet of twin-seat training helicopters. Despite challenges relating to low-altitude ADS-B coverage, a comprehensive set of flight manoeuvre statistics was generated, which highlighted that significant variability exists in helicopter flight manoeuvre occurrences. The generated statistics can also support validation activities concerning design usage spectra assumptions.
由于现役直升机飞行的任务和机动范围广泛,在定义直升机部件的使用谱时存在重大挑战。自动相关监视-广播(ADS-B)轨迹提供了一种构建整个服役机队的直升机飞行机动统计的方法。本文探讨了将基于规则的算法应用于双座训练直升机机队的ADS-B轨迹来表征直升机机动的可行性。尽管在低空ADS-B覆盖方面存在挑战,但仍产生了一套全面的飞行机动统计数据,其中强调了直升机飞行机动发生的显著变化。生成的统计数据还可以支持有关设计使用谱假设的验证活动。
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引用次数: 1
An Ontology Based Approach for Regulatory Compliance of EU Reg. No 995/2010 in Greece 基于本体的欧盟法规遵从性研究方法。希腊第995/2010号
Pub Date : 2021-12-31 DOI: 10.3390/engproc2021009038
E. Lallas, A. Karageorgos, G. Ntalos
Illegal logging has always been considered as a major environmental and social global concern, as it is directly associated with deforestation and climate change. Nowadays, EU Regulation No 995/2010 has been successfully enforced to impede the placement of illegally produced timber within the EU market and therefore to efficiently enhance sustainable forest management and restore ecosystem balance. However, EU 995 regulatory compliance and enforcement itself is quite complex, since it requires long-term conformity, on a common basis for various heterogeneous groups and communities of stakeholders, in a global, even beyond EU, rule regulation framework. To make things worse, such a framework must be applied to the entire supply distribution chain and a wide variety of wood products, ranging from paper pulp to solid wood and flooring. Hence, in such complex and multivariate information environments, an ontological approach can more efficiently support regulatory compliance and knowledge management, due to its openness and richness of semantics for representing, analyzing, interpreting and managing such kind of information. In this paper, a rule-based regulatory compliance ontology is proposed, which fully captures EU Regulation No 995/2010 concepts and compliance rules and guidelines, as well as Greek legislations governing wood trade. The proposed ontology can be the basis for a computerized system providing automated support for illegal wood trade and monitoring EU regulation information provision and audit information storage and analysis.
非法采伐一直被认为是一个主要的全球环境和社会问题,因为它与森林砍伐和气候变化直接相关。如今,欧盟第995/2010号法规已成功实施,以阻止非法生产的木材进入欧盟市场,从而有效地加强可持续森林管理,恢复生态系统平衡。然而,欧盟995法规遵从和执行本身是相当复杂的,因为它需要长期的一致性,在各种异质群体和利益相关者社区的共同基础上,在全球,甚至超越欧盟,规则监管框架。更糟糕的是,这样的框架必须适用于整个供应链和各种木制品,从纸浆到实木和地板。因此,在这种复杂和多元的信息环境中,本体方法可以更有效地支持法规遵从性和知识管理,因为它具有表示、分析、解释和管理这类信息的开放性和丰富的语义。本文提出了一个基于规则的法规遵从本体,该本体充分捕捉了欧盟法规No 995/2010的概念、遵从规则和指导方针,以及希腊有关木材贸易的立法。提出的本体可以作为计算机化系统的基础,为非法木材贸易和监测欧盟法规信息提供以及审计信息存储和分析提供自动化支持。
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引用次数: 1
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