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Current Status of Research on Fill Mining Systems 填充采矿系统的研究现状
Q3 Engineering Pub Date : 2024-07-24 DOI: 10.2174/0118722121305570240722052730
Wei Wang, Rui Zhang, Qi Huang, Siyu Liu, Yu Liu
With the rapid development of society, the demand for coal in productionand daily life has been growing at an unprecedented rate. However, extensive coal mining has led tovarious environmental and safety issues. The gradual depletion of shallow mineral resources, theincreasing depth of mining operations leading to more challenging mining environments, the severepollution caused by the accumulation of large amounts of mining waste on the surface, and the continuousemphasis on green, environmentally friendly, and sustainable development concepts havenecessitated effective solutions. In response to these challenges, the adoption of backfill miningtechnology has emerged as a viable approach.This paper offers a comprehensive overview and classification of the methods and mechanicalsystems utilized in backfill mining within coal mines. It provides a succinct explanation ofthe implementation of diverse backfilling methods in mining activities and the present state of variousbackfilling mechanical systems. This information can assist researchers and businesses in understandingthe evolution of filling technology and serve as a crucial foundation for future research andinnovation.An evaluation of Backfill Mining Method Patents and Backfill Mechanical System Patentsand an Introduction to the Advantages and Disadvantages of Different Backfill Methods havebeen analyzed.Through the analysis and comparison of existing backfill methods, we can summarize thetypical characteristics of each technique. Finally, we discuss the future development trends of backfillmining.Backfill mining can effectively support rock strata, control ground pressure activity,and protect surface flora and fauna. It can also improve the stress state of mining pillars and maximizeresource recovery. Furthermore, it enables efficient handling of solid waste, reduces productioncosts, and achieves green and sustainable development. Each backfill mining system has its advantagesand disadvantages, therefore, it is necessary to consider multiple factors comprehensively inorder to choose the appropriate method.
随着社会的快速发展,生产和生活对煤炭的需求以前所未有的速度增长。然而,大量的煤炭开采导致了各种环境和安全问题。浅层矿产资源逐渐枯竭、开采深度不断增加导致开采环境更加恶劣、大量采矿废料在地表堆积造成严重污染,以及对绿色、环保和可持续发展理念的不断强调,都需要有效的解决方案。为应对这些挑战,采用回填采矿技术已成为一种可行的方法。本文对煤矿回填采矿中使用的方法和机械系统进行了全面概述和分类。本文对煤矿回填采矿中使用的方法和机械系统进行了全面概述和分类,简明扼要地说明了采矿活动中各种回填方法的实施情况以及各种回填机械系统的现状。通过对现有回填方法的分析和比较,我们可以总结出每种技术的典型特征。回填采矿可以有效地支撑岩层,控制地压活动,保护地表动植物。回填采矿可以有效支撑岩层、控制地压活动、保护地表动植物,还可以改善矿柱的受力状态,最大限度地提高资源回收率。此外,它还能有效处理固体废弃物,降低生产成本,实现绿色可持续发展。每种回填采矿系统都有其优缺点,因此需要综合考虑多种因素,以选择合适的方法。
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引用次数: 0
Overview of Patents on Diamond Polishing Apparatus 金刚石抛光装置专利概述
Q3 Engineering Pub Date : 2024-07-12 DOI: 10.2174/0118722121307776240606073455
Yudong Bao, Minwei Liu, Mingtao Wu
Diamond, with its unparalleled combination of physical and chemical attributes, occupiesa critical role in future technological domains; yet, the caliber of its surface quality is decisivelylinked to its performance within advanced applications. Thus, engaging in super-precision processingto elevate the surface integrity of diamond constitutes a central tenet for broadening its applicationpotential. This paper systematically dissects patents pertaining to diamond polishing apparatus, notonly revealing the distinctive strengths and pragmatic features inherent in contemporary diamondpolishing technology but also identifying limitations and avenues for refinement within current polishingmethodologies. With the continuous expansion and deepening of modern industrial sectors,there is a growing demand for diversified and specialized material performance. Diamond, as a pivotalraw material, exhibits immense potential in its composite applications with a variety of othermaterials, forming an entire industrial chain that has permeated numerous industries. Throughout thecomprehensive preparation process of diamond, from rough stone to finished product, polishingtechniques play a critical role, representing an indispensable step in enhancing the surface qualityand functional attributes of diamond products. This study provides a comprehensive review of representativepatents in the field of diamond polishing apparatus, analyzing the distinctive functionalattributes and performance characteristics of various diamond polishing devices. The study classifiespolishing devices according to their design characteristics and application domains into five distinctcategories: polishing apparatuses specifically designed for single-crystal diamonds, systems tailoredfor the polishing of complex curved surface diamonds, laser-assisted diamond polishing setups,structurally-enhanced diamond polishing equipment, and functionally-specialized diamond polishingtools. The analysis underscores the unique innovative aspects and advantages demonstrated by eachpatent in addressing the inherent limitations of traditional polishing devices. Moreover, it elucidatesthe technological constraints and developmental gaps that exist within each respective area. Presently,the essence of polishing technology research revolves around the precision and efficacy in polishingsingle-crystal diamonds and intricate curved diamond surfaces, alongside the structural innovationand functional refinement of polishing apparatuses. Predominant among these devices are thosethat largely depend on mechanical polishing methods integrated with laser-assisted and chemicalmechanical polishing methodologies, where patent advancements are mainly geared towards boostingefficiency, guaranteeing surface integrity, fortifying adaptability across different operating scenarios,and incorporating multiple functionalities. Concurrently, considerable attention is given toenhancing the ecological p
金刚石具有无与伦比的物理和化学属性组合,在未来技术领域中扮演着至关重要的角色;然而,其表面质量的好坏与其在先进应用领域中的性能有着决定性的联系。因此,进行超精密加工以提高金刚石的表面完整性是扩大其应用潜力的核心原则。本文系统地剖析了与金刚石抛光设备有关的专利,不仅揭示了当代金刚石抛光技术固有的独特优势和实用特征,还指出了当前抛光方法的局限性和改进途径。随着现代工业领域的不断扩大和深化,对材料性能多样化和专业化的要求越来越高。金刚石作为一种重要的原材料,在与其他多种材料的复合应用中展现出巨大的潜力,形成了一条完整的产业链,并渗透到众多行业中。在金刚石从毛坯到成品的整个制备过程中,抛光技术起着至关重要的作用,是提高金刚石产品表面质量和功能属性不可或缺的一步。本研究全面回顾了钻石抛光设备领域的代表性专利,分析了各种钻石抛光设备的独特功能属性和性能特点。研究根据抛光设备的设计特点和应用领域将其分为五个不同的类别:专为单晶金刚石设计的抛光设备、为复杂曲面金刚石抛光量身定制的系统、激光辅助金刚石抛光装置、结构增强型金刚石抛光设备和功能专用型金刚石抛光工具。分析强调了每项专利在解决传统抛光设备固有局限性方面的独特创新性和优势。此外,分析还阐明了每个领域存在的技术限制和发展差距。目前,抛光技术研究的实质是围绕抛光单晶金刚石和复杂曲面金刚石表面的精度和效率,以及抛光设备的结构创新和功能完善。在这些设备中,最主要的是那些主要依靠机械抛光方法与激光辅助抛光和化学机械抛光方法相结合的设备,这些设备的专利进步主要是为了提高效率、保证表面完整性、增强在不同操作环境下的适应性,以及集成多种功能。与此同时,提高这些系统的生态性能也受到了极大关注。在热化学抛光和离子束抛光等先进技术中,金刚石抛光设备的开发和广泛应用仍然严重不足。这一差距为抛光技术的创新突破和多样化发展提供了巨大潜力。因此,亟需加大投资力度,推动自动控制系统、智能监控和新材料在抛光技术中的开发和集成,从而实现更高级别的自动化和智能化金刚石抛光解决方案,以达到更高效、更精确和更环保的抛光目标。
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引用次数: 0
Evaluation of Land Subsidence Susceptibility in Kunming Basin Based onRemote Sensing Interpretation and Convolutional Neural Network 基于遥感解译和卷积神经网络的昆明盆地土地沉降易感性评价
Q3 Engineering Pub Date : 2024-07-03 DOI: 10.2174/0118722121326150240628071328
Fa-long Wang, A. Fa-you, Chuan-bing Zhu, Hua Zhang, Rao-sheng He, Rui Wang, Zhang-zhen Liu
This study aims to utilize the Machine Learning (ML) model to produce highprecisionmaps of urban ground subsidence susceptibility, providing a scientific basis for disasterprevention and mitigation efforts in the Kunming Basin.In this patent study, remote sensing interpretation of Kunming City was conducted usingSBAS-InSAR technology to acquire subsidence data. Based on the frequency ratio method, ten evaluativefactors with strong correlations were selected to establish an evaluation index system for thesubsidence susceptibility of the Kunming Basin. Five models, including CNN, Back PropagationNeural Network (BPNN), Genetic Algorithm optimized BPNN (GA-BPNN), Particle Swarm Optimizationoptimized BPNN (PSO-BPNN), and Radial Basis Function Neural Network (RBFNN),were employed. The frequency ratio method and the ROC curve were used to compare the effectivenessand precision of these models.The frequency ratio method indicated that the CNN model had the highest values in the veryhigh and high susceptibility areas, reaching 4.10, which was the highest among all models; in thevery low and low susceptibility areas, its value was 0.34, which was the lowest among the models.The ROC curve demonstrated that the CNN model, based on deep learning (AUC = 0.952), wasmore precise than the machine learning-based models such as BPNN (AUC = 0.896), RBFNN (AUC= 0.917), GA-BPNN (AUC = 0.890), and PSO-BPNN (AUC = 0.906).The CNN model has predicted that 81.06% of the ground subsidence grid cells fall intothe very high and high susceptibility categories, demonstrating good predictive performance. Accordingto the established evaluation index system for ground subsidence susceptibility, the fundamentalcauses of ground subsidence in the Kunming Basin are identified as poor soil mechanicalproperties and low bearing capacity, while construction activities have exacerbated the developmentof ground subsidence.
本研究旨在利用机器学习(ML)模型绘制高精度的城市地面沉降易感性图,为昆明盆地防灾减灾工作提供科学依据。在本专利研究中,利用SBAS-InSAR技术对昆明市进行遥感解译,获取沉降数据。该专利研究利用 SBAS-InSAR 技术获取了昆明市的地表沉降数据,利用频率比方法选取了 10 个相关性较强的评价因子,建立了昆明盆地地表沉降易感性评价指标体系。采用 CNN、反向传播神经网络(Back PropagationNeural Network,BPNN)、遗传算法优化的 BPNN(GA-BPNN)、粒子群优化的 BPNN(Particle Swarm Optimization,PSO-BPNN)和径向基函数神经网络(Radial Basis Function Neural Network,RBFNN)等五种模型对昆明盆地塌陷易感性进行评价。频率比方法表明,CNN 模型在极高和高易感区域的数值最高,达到 4.10,是所有模型中最高的;在极低和低易感区域,其数值为 0.34,是所有模型中最低的。ROC 曲线表明,基于深度学习的 CNN 模型(AUC = 0.952)比基于机器学习的 BPNN(AUC = 0.896)、RBFNN(AUC = 0.917)、GA-BPNN(AUC = 0.CNN 模型预测出 81.06% 的地面沉降网格单元属于极高和高易感类别,显示出良好的预测性能。根据已建立的地面沉降易感性评价指标体系,昆明盆地地面沉降的根本原因是土壤力学性质差、承载力低,而建设活动加剧了地面沉降的发展。
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引用次数: 0
Development and Prospects of Lander Vibration-Damping Structures 着陆器减震结构的发展与展望
Q3 Engineering Pub Date : 2024-07-03 DOI: 10.2174/0118722121314310240624043755
Yuan Zhang, Bingru Zhao, Yupeng Yang, Tianyu Li
Active shock absorbers and more sophisticated cushioning materials are being used inlander vibration-damping design due to the requirement for space exploration and scientific study.This has allowed landers to land on more planetary surfaces and carry out a range of intricate scientificstudies. As a result, lander damping structure design and optimization are now crucial. To categorizethe lander shock absorption structures based on the various structural configurations and principlesof operation, to enumerate the features of each, and to forecast the direction of future development.An analysis is conducted on the present state of many sample patents concerning structuresthat absorb shock during landings. The development stage of currently available shock-absorbingstructures is examined in accordance with their properties, and the most recent patented technologiesare explained and contrasted. The development stage of currently available shock-absorbing structuresis examined in accordance with their properties and the most recent patented methods are explainedand contrasted. Problems of the vibration-damping structure are analyzed, and its developmenttrend is prospected. Results showed that Large landers and heavy loads are best served by mechanicaldamping; medium-sized loads and environments requiring high damping control are bestserved by magnetorheological fluid damping; complex environments and medium-to-large-sizedloads are best served by hydraulic damping; small loads and low damping requirements are bestserved by collapsed-method damping.
由于太空探索和科学研究的需要,主动减震器和更复杂的缓冲材料正被用于着陆器的减震设计。因此,着陆器减震结构的设计和优化变得至关重要。根据不同的结构配置和工作原理,对着陆器减震结构进行分类,列举每种结构的特点,并预测未来的发展方向。根据现有减震结构的特性,对其发展阶段进行了研究,并对最新的专利技术进行了解释和对比。根据现有减震结构的特性对其发展阶段进行了研究,并对最新的专利技术进行了解释和对比。分析了减震结构存在的问题,并对其发展趋势进行了展望。结果表明,大型着陆器和重型载荷最好采用机械减震;中型载荷和对减震控制要求较高的环境最好采用磁流变流体减震;复杂环境和中大型载荷最好采用液压减震;小型载荷和对减震要求较低的环境最好采用塌陷法减震。
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引用次数: 0
Comparative Study of Machining Parameters of Single and DoubleCutting Tools During Turning of AISI 1045 Steel AISI 1045 钢车削过程中单刀和双刀加工参数的比较研究
Q3 Engineering Pub Date : 2024-07-02 DOI: 10.2174/0118722121310810240621095952
Atomsa Demiso Hirpa, Endalkachew Mosisa Gutema, Hirpa G. Lemu, Mahesh Gopal
The patent of cutting operations is carried out with a cutting tool that is fedparallel to or at right angles to the work axis. The main objective of this study is to minimize surfaceroughness and MRR.The effect of cutting parameters on surface roughness and material removal rate is investigatedusing AISI 1045 steel as a workpiece material, and single and double carbide cutting tools areused under dry machining conditions.The cutting speed, feed rate, and depth of cut are considered input parameters for experimentalpurposes. Taguchi L9 orthogonal array design of experiments is used for designing the experiments.Parameters are optimized using Taguchi L9 orthogonal design of experiments and Analysisof Variance (ANOVA). MINITAB 17 software is used to solve the coefficients of the regressionmodel.The result indicates that the cutting speed was the most significant influencing factor thataffects the surface roughness, followed by feed rate and depth of cut for both single and doublecuttingtools.The minimum surface finish for the best cutting parameter was 0.95 μm for a single and0.92 μm for a double-turning tool. The highest material removal rates for single and double turningwere 6456 mm3/min and 6603 mm3/min. The result shows that while using double tools, the rate ofmaterial removal rate increased and the machining time decreased.
切削操作专利是使用与工件轴线平行或成直角的切削刀具进行的。以 AISI 1045 钢为工件材料,在干式加工条件下使用单硬质合金和双硬质合金刀具,研究了切削参数对表面粗糙度和材料去除率的影响。实验设计采用田口 L9 正交阵列设计,参数优化采用田口 L9 正交实验设计和方差分析(ANOVA)。结果表明,切削速度是影响表面粗糙度最显著的影响因素,其次是单刀和双刀的进给量和切削深度。最佳切削参数的最小表面粗糙度为:单刀 0.95 μm,双刀 0.92 μm。单车刀和双车刀的最高材料去除率分别为 6456 mm3/min 和 6603 mm3/min。结果表明,使用双刀具时,材料去除率提高,加工时间缩短。
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引用次数: 0
Recent Patents on Closed Coal Storage Systems and Research of SimilarExperimental 封闭式储煤系统的最新专利及类似实验研究
Q3 Engineering Pub Date : 2024-07-02 DOI: 10.2174/0118722121300623240626042915
Xinlei He, Xiang Li, Ke Lin, Zhangtao Wu, Jie Hui, Dao-long Yang
Coal storage and conveying are key aspects of the coal industry, includingcoal stacking management systems and conveying systems. The traditional method of coal storagewill easily lead to coal’s spontaneous combustion, which decreases the safety and reliability of storage.Meanwhile, problems are waiting to be solved with current conveying technologies, such as lowlevels of conveying efficiency.To enhance the efficiency of coal conveying while improving safety and reducing environmentalpollution, and promote the application of closed coal storage systems and pneumatic conveyingtechnology.The patents and research proposed by many scholars analyzed the problems in coal transportation.Adopting pneumatic conveying technology and utilizing a similar experimental bench, bycontrolling the angle of the suction feeder and the height from the bottom, getting the optimal suctionangle and position via experiment, which improves the efficiency of coal pneumatic feeding anddischarging.A pneumatic feeding and discharging system and method are proposed for a coal storagesilo with a high degree of integration and safety. Through similar experiments, it is concluded thatthe conveying efficiency is highest when the suction feeder is 30 mm high from the bottom, and theangle of the suction feeder is 45°. This provides theoretical support for the specific application of thedevice.By analyzing patents and researching similar experiments, the proposed closed storagesystem for coal can improve coal conveying efficiency, reduce environmental pollution caused bycoal particles during conveying, and decrease the possibility of spontaneous combustion and explosionof coal dust. The system is highly automated, easy to operate, and widely applicable.
煤炭储存和输送是煤炭工业的关键环节,包括煤炭堆放管理系统和输送系统。传统的储煤方式容易导致煤炭自燃,降低了储煤的安全性和可靠性,同时现有的输送技术也存在输送效率低等问题亟待解决。为了在提高煤炭输送效率的同时提高安全性,减少环境污染,推广应用封闭式储煤系统和气力输送技术。采用气力输送技术,利用类似的实验台,通过控制吸入式给料机的角度和离底部的高度,通过实验得到最佳的吸入角度和位置,提高了煤炭气力给料和卸料的效率。通过类似实验得出,当吸入式给料机距底部高度为 30 毫米,吸入式给料机的角度为 45°时,输送效率最高;当吸入式给料机距底部高度为 30 毫米,吸入式给料机的角度为 45°时,输送效率最低。通过专利分析和类似实验研究,所提出的煤炭密闭储存系统可以提高煤炭输送效率,减少输送过程中煤炭颗粒对环境造成的污染,降低煤尘自燃和爆炸的可能性。该系统自动化程度高,操作简便,适用范围广。
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引用次数: 0
Study on Integrated Systems for Enhanced Forest Fire Prevention: AnEmbedded Intelligent Video Analysis and Collaborative IoT–Fog–CloudFramework Approach 加强森林防火的集成系统研究:嵌入式智能视频分析和物联网-雾-云框架协作方法
Q3 Engineering Pub Date : 2024-07-02 DOI: 10.2174/0118722121294357240624114638
Kaushal Mehta, Sachin Sharma
Forest fires have been a major hazard to forest management, needingsophisticated monitoring and management techniques. By creating an embedded intelligent videoanalysis system, this research proposed a complete strategy for addressing this difficulty.The system's hardware architecture was explained, and the operating system softwarewas detailed, using a software and hardware design based on the ZynqSoC. At the same time, anemphasis on forest fire prevention applications was maintained. Furthermore, the study investigateda unique technique for forest fire detection using Arduino as a field data collector and afuzzy logic algorithm to improve accuracy.The proposed IoT-Fog-Cloud collaboration infrastructure offered a patented contributionto real-time wildfire monitoring, prediction, and forecasting. The framework achieved excellentaccuracy in determining wildfire proneness levels and real-time alert production by utilizingfuzzy K-nearest-neighbor classification and Holt-Winter's forecasting model.The findings demonstrated the integrated system's ability to reduce the impact ofwildfires, serving as a significant reference for future forest fire prevention scenarios.
森林火灾一直是森林管理的一大隐患,需要复杂的监测和管理技术。本研究通过创建嵌入式智能视频分析系统,提出了解决这一难题的完整策略。该系统采用基于 ZynqSoC 的软硬件设计,对系统的硬件架构进行了说明,并详细介绍了操作系统软件。与此同时,该研究继续强调森林防火应用。此外,研究还探讨了一种独特的森林火灾检测技术,该技术使用 Arduino 作为现场数据收集器,并使用模糊逻辑算法来提高准确性。该框架利用模糊K-近邻分类和Holt-Winter预测模型,在确定野火易发等级和实时警报生成方面实现了极高的准确性。研究结果表明,该集成系统能够降低野火的影响,为未来的森林防火方案提供了重要参考。
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引用次数: 0
Exploring Hybrid Techniques for Enhanced Pitch Estimation in SpeechProcessing 探索在语音处理中增强音高估计的混合技术
Q3 Engineering Pub Date : 2024-07-02 DOI: 10.2174/0118722121312618240612093010
S. K. B. Sangeetha, K. Chandran, S. Mathivanan, Hariharan Rajadurai, Basu Dev Shivahare
1. To develop a hybrid approach combining the Pitch Estimation Filter (PEF) and Cepstrum Pitch Determination (CPD) methods for pitch detection in audio signals.2. To conduct comparative analysis with existing pitch detection methodologies, including Normalized Correlation Function (NCF), Pitch Estimation Filter (PEF), Log-Harmonic Summation (LHS), Summation of Residual Harmonics (SRH) and Cepstrum Pitch Determination (CEP), to assess the performance and accuracy of the proposed hybrid approach.3. To evaluate the effectiveness of the hybrid approach in various real-world applications such as speech recognition and music transcription, using performance metrics including Gross Pitch Error (GPE) and classification accuracy through a K-Nearest Neighbors (KNN) classifier.The study discussed the difficulties in assessing pitch detection algorithms in real-world applications, especially when it comes to audio synthesis and music production. Prominent performance metrics and criteria pertinent to pitch tracking in interactive music applications were identified by the authors through comprehensive user studies and surveys with audio engineers and professional musicians. The results demonstrated the need for user-centered design approaches in algorithm development and evaluation by emphasizing the significance of taking user preferences and practical requirements into account when evaluating the effectiveness of pitch detection algorithms.1. To develop a hybrid approach combining the Pitch Estimation Filter (PEF) and Cepstrum Pitch Determination (CPD) methods for pitch detection in audio signals.2. To conduct comparative analysis with existing pitch detection methodologies, including Normalized Correlation Function (NCF), Pitch Estimation Filter (PEF), Log-Harmonic Summation (LHS), Summation of Residual Harmonics (SRH) and Cepstrum Pitch Determination (CEP), to assess the performance and accuracy of the proposed hybrid approach.3. To evaluate the effectiveness of the hybrid approach in various real-world applications such as speech recognition and music transcription, using performance metrics including Gross Pitch Error (GPE) and classification accuracy through a K-Nearest Neighbors (KNN) classifier.Proposed PEF+CEPFinally, a comparison and analysis of different pitch detection techniques revealed how well they performed in terms of important evaluation metrics like accuracy, specificity, sensitivity, and gross pitch error (GPE). Conventional methods such as Normalized Correlation Function (NCF), Pitch Estimation Filter (PEF), Log-Harmonic Summation (LHS), Summation of Residual Harmonics(SRH) and Cepstrum Pitch Determination (CEP) perform admirably in terms of specificity and accuracy, but they are not very effective in terms of sensitivity and GPE. On the other hand, the suggested hybrid approach, Proposed PEF+CEP, offers a noteworthy enhancement in accuracy, attaining a remarkable 98.8%, in addition to a sensitivity of 99.2%. The h
1.2. 与现有的音高检测方法进行比较分析,包括归一化相关函数(NCF)、音高估计滤波器(PEF)、对数谐波求和(LHS)、残余谐波求和(SRH)和倒频谱音高确定(CEP),以评估所提出的混合方法的性能和准确性。该研究讨论了在实际应用中评估音高检测算法的困难,尤其是在音频合成和音乐制作方面。作者通过对音频工程师和专业音乐家进行全面的用户研究和调查,确定了与交互式音乐应用中音高跟踪相关的主要性能指标和标准。研究结果表明,在算法开发和评估中需要采用以用户为中心的设计方法,强调了在评估音高检测算法的有效性时考虑用户偏好和实际要求的重要性。 开发一种结合音高估计滤波器(PEF)和倒频谱音高确定(CPD)方法的混合方法,用于音频信号中的音高检测。与现有的音高检测方法进行比较分析,包括归一化相关函数(NCF)、音高估计滤波器(PEF)、对数谐波求和(LHS)、残余谐波求和(SRH)和倒频谱音高确定(CEP),以评估所提出的混合方法的性能和准确性。最后,对不同音高检测技术的比较和分析表明了它们在准确度、特异性、灵敏度和总音高误差 (GPE) 等重要评估指标方面的表现。归一化相关函数 (NCF)、音高估计滤波器 (PEF)、对数谐波求和 (LHS)、残余谐波求和 (SRH) 和倒频谱音高确定 (CEP) 等传统方法在特异性和准确性方面表现出色,但在灵敏度和总音高误差方面效果不佳。另一方面,建议的 PEF+CEP 混合方法显著提高了准确度,达到了 98.8%,灵敏度也达到了 99.2%。该混合方法的 GPE 略高于某些传统方法,但其在准确度和灵敏度方面的显著提高抵消了这些微小的偏差。此外,拟议的 PEF+CEP 方法在计算效率、训练时间、模型大小和收敛速度之间取得了很好的平衡,因此是语音处理应用中可靠、准确的音高检测的一种有前途的解决方案。所建议的方法通过利用 PEF 和 CEP 技术的优势,解决了单独方法的缺点,从而显著提高了音高检测的准确性和可靠性。最后,对不同音高检测技术的比较和分析显示了它们在准确性、特异性、灵敏度和总音高误差(GPE)等重要评估指标方面的表现。归一化相关函数 (NCF)、音高估计滤波器 (PEF)、对数谐波求和 (LHS)、残余谐波求和 (SRH) 和倒频谱音高确定 (CEP) 等传统方法在特异性和准确性方面表现出色,但在灵敏度和总音高误差方面效果不佳。另一方面,建议的 PEF+CEP 混合方法显著提高了准确度,达到了 98.8%,灵敏度也达到了 99.2%。混合方法的 GPE 略高于某些传统方法,但其在准确性和灵敏度方面的显著提高抵消了这些微小的偏差。
{"title":"Exploring Hybrid Techniques for Enhanced Pitch Estimation in Speech\u0000Processing","authors":"S. K. B. Sangeetha, K. Chandran, S. Mathivanan, Hariharan Rajadurai, Basu Dev Shivahare","doi":"10.2174/0118722121312618240612093010","DOIUrl":"https://doi.org/10.2174/0118722121312618240612093010","url":null,"abstract":"\u0000\u00001. To develop a hybrid approach combining the Pitch Estimation Filter (PEF) and Cepstrum Pitch Determination (CPD) methods for pitch detection in audio signals.\u00002. To conduct comparative analysis with existing pitch detection methodologies, including Normalized Correlation Function (NCF), Pitch Estimation Filter (PEF), Log-Harmonic Summation (LHS), Summation of Residual Harmonics (SRH) and Cepstrum Pitch Determination (CEP), to assess the performance and accuracy of the proposed hybrid approach.\u00003. To evaluate the effectiveness of the hybrid approach in various real-world applications such as speech recognition and music transcription, using performance metrics including Gross Pitch Error (GPE) and classification accuracy through a K-Nearest Neighbors (KNN) classifier.\u0000\u0000\u0000\u0000The study discussed the difficulties in assessing pitch detection algorithms in real-world applications, especially when it comes to audio synthesis and music production. Prominent performance metrics and criteria pertinent to pitch tracking in interactive music applications were identified by the authors through comprehensive user studies and surveys with audio engineers and professional musicians. The results demonstrated the need for user-centered design approaches in algorithm development and evaluation by emphasizing the significance of taking user preferences and practical requirements into account when evaluating the effectiveness of pitch detection algorithms.\u0000\u0000\u0000\u00001. To develop a hybrid approach combining the Pitch Estimation Filter (PEF) and Cepstrum Pitch Determination (CPD) methods for pitch detection in audio signals.\u00002. To conduct comparative analysis with existing pitch detection methodologies, including Normalized Correlation Function (NCF), Pitch Estimation Filter (PEF), Log-Harmonic Summation (LHS), Summation of Residual Harmonics (SRH) and Cepstrum Pitch Determination (CEP), to assess the performance and accuracy of the proposed hybrid approach.\u00003. To evaluate the effectiveness of the hybrid approach in various real-world applications such as speech recognition and music transcription, using performance metrics including Gross Pitch Error (GPE) and classification accuracy through a K-Nearest Neighbors (KNN) classifier.\u0000\u0000\u0000\u0000Proposed PEF+CEP\u0000\u0000\u0000\u0000Finally, a comparison and analysis of different pitch detection techniques revealed how well they performed in terms of important evaluation metrics like accuracy, specificity, sensitivity, and gross pitch error (GPE). Conventional methods such as Normalized Correlation Function (NCF), Pitch Estimation Filter (PEF), Log-Harmonic Summation (LHS), Summation of Residual Harmonics(SRH) and Cepstrum Pitch Determination (CEP) perform admirably in terms of specificity and accuracy, but they are not very effective in terms of sensitivity and GPE. On the other hand, the suggested hybrid approach, Proposed PEF+CEP, offers a noteworthy enhancement in accuracy, attaining a remarkable 98.8%, in addition to a sensitivity of 99.2%. The h","PeriodicalId":40022,"journal":{"name":"Recent Patents on Engineering","volume":"6 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141688645","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
Utilizing Optimized Machine Learning Techniques to Predict theCompressive Strength of Concrete through Non-Destructive TestingMethodologies 利用优化的机器学习技术通过无损检测方法预测混凝土的抗压强度
Q3 Engineering Pub Date : 2024-05-20 DOI: 10.2174/0118722121285572240510100826
Swati, Rajesh Gupta, Ravindra Nagar
Examining the concrete quality in its original location and optimizing machinelearning models for precise forecasting of concrete compressive strength(fc) is crucial. Currentresearch advocates the fine tuning of hyperparameters within machine learning methodologies intandem with non-destructive testing techniques to forecast the compressive strength of concrete.This study aimsto incorporate age as a crucial factor by utilizing data spanning from 3days to 365 days. This approach enhances the study’s applicability for real-time forecasting purposes.In the methodology of this current research, three machine learning (ML) models—specifically, Multi-Linear Regression (MLR), Decision Tree Regressor (DTR), and Random ForestRegressor (RFR)—are introduced within the context of age as a significant factor influencing measurementsobtained from the Rebound Hammer (RN) and Ultra Sonic Pulse Velocity (UPV). TheseML models were sequentially applied, followed by a meticulous process of hyperparameter finetuningconducted through grid search Cross-Validation (CV). To gain insights into the predictiveresults, the study also employed SHapley Additive exPlanations (SHAP) for interpretation purposes.The results of this study reveal the development of an empirical relationship using Multi-Linear Regression, which yielded an R2 value of 0.88. Furthermore, the evaluation showed that RandomForest Regression outperformed other models with an R2 value of 0.95 in the training and 0.92in the testing datasets. These models hold promise for facilitating decisions about qualitative analysesbased on UPV and Rebound Hammer measurements relative to the age of the concrete. Rigorousvalidation of the models was conducted through standard cross-validation techniques.The research has created and validated hyper tunned machine learning models with thehelp of grid search cross-validation function, with Random Forest Regression being the most effective.These models can potentially guide decisions regarding qualitative analyses using UPV andRebound Hammer measurements concerning concrete age. They provide a valuable tool for on-siteassessments in construction and structural evaluations. The primary objective of the research is tointroduce age as a significant feature. To achieve this, data ranging from 3 days to 365 days wasintegrated. This inclusion aims to enhance real-time decision-making in construction processes, facilitatingactions like the prompt removal of formwork in high-speed construction projects.
在原址检测混凝土质量并优化机器学习模型以精确预测混凝土抗压强度(fc)至关重要。目前的研究主张在机器学习方法中结合非破坏性测试技术对超参数进行微调,以预测混凝土的抗压强度。本研究旨在利用 3 天至 365 天的数据,将龄期作为一个关键因素纳入其中。在本研究的方法论中,引入了三种机器学习(ML)模型,即多线性回归模型(MLR)、决策树回归模型(DTR)和随机森林回归模型(RFR),将龄期作为影响回弹仪(RN)和超音速脉冲速度(UPV)测量结果的重要因素。我们依次应用了这些模型,然后通过网格搜索交叉验证(CV)对超参数进行了细致的微调。为了深入了解预测结果,研究还采用了 SHapley Additive exPlanations(SHAP)进行解释。研究结果表明,使用多线性回归建立了经验关系,R2 值为 0.88。此外,评估结果表明,随机森林回归在训练数据集和测试数据集上的 R2 值分别为 0.95 和 0.92,优于其他模型。这些模型有助于根据与混凝土龄期相关的 UPV 和回弹锤测量结果做出定性分析决策。通过标准的交叉验证技术对模型进行了严格的验证。该研究在网格搜索交叉验证功能的帮助下创建并验证了超调机器学习模型,其中随机森林回归最为有效。它们为建筑和结构评估中的现场评估提供了宝贵的工具。研究的主要目的是将龄期作为一个重要特征。为此,我们整合了从 3 天到 365 天的数据。纳入这些数据的目的是加强施工过程中的实时决策,促进在高速施工项目中及时拆除模板等操作。
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引用次数: 0
A Review on Structural Configurations of Magnetorheological Clutch 磁流变离合器结构配置综述
Q3 Engineering Pub Date : 2024-05-20 DOI: 10.2174/0118722121304883240509064305
Baopeng Liu, Ran Ma, Chong Chen, Jiahao Tang
In recent years, with the development of "smart materials", magnetorheological fluidshave been widely used in the fields of mechanical transmission, aerospace, construction, and medicaltreatment because of the unique rheological properties that can occur under the action of an appliedmagnetic field. Magnetorheological clutches with magnetorheological fluid as the working mediumhave the advantages of simple structure, low noise, fast response, and easy control compared withtraditional clutches. In order to provide an overview of the issues encountered by magnetorheologicalclutches in their current applications and to summarize the optimization designs implemented toaddress these issues, with the aim of promoting the widespread application of magnetorheologicalclutches. The basic theory of magnetorheological fluid and magnetorheological clutch design methodis introduced. The related patents of magnetorheological clutch structure design are reviewed. Thecharacteristics and advantages of magnetorheological clutch in different working modes are summarized.This study introduces the basic theory of magnetorheological fluid. The problems existing inthe application of magnetorheological clutch are explained. The characteristics of magnetorheologicalclutch based on shear mode, shear-extrusion mode and heat dissipation mode are described. Thedevelopment trend of magnetorheological clutch is discussed. This paper provides an important basisfor the design and application of magnetorheological clutch, offers specific guidance for improvingthe torque transmission capacity and heat dissipation capacity of magnetorheological clutch, and laysa theoretical foundation for the wide application of magnetorheological clutch in the future.
近年来,随着 "智能材料 "的发展,磁流变流体因其在外加磁场作用下产生的独特流变特性,被广泛应用于机械传动、航空航天、建筑和医疗等领域。与传统离合器相比,以磁流变液为工作介质的磁流变离合器具有结构简单、噪音低、响应快、易于控制等优点。为了概述磁流变离合器在当前应用中所遇到的问题,并总结为解决这些问题而实施的优化设计,以促进磁流变离合器的广泛应用。介绍了磁流变流体的基本理论和磁流变离合器的设计方法。综述了磁流变离合器结构设计的相关专利。总结了磁流变离合器在不同工作模式下的特点和优势。阐述了磁流变离合器应用中存在的问题。阐述了基于剪切模式、剪切挤压模式和散热模式的磁流变离合器的特点。讨论了磁流变离合器的发展趋势。本文为磁流变离合器的设计和应用提供了重要依据,为提高磁流变离合器的扭矩传递能力和散热能力提供了具体指导,为今后磁流变离合器的广泛应用奠定了理论基础。
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Recent Patents on Engineering
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