首页 > 最新文献

Journal of the Acoustical Society of America最新文献

英文 中文
A comparison of methods for modeling soundscape dimensions based on different datasetsa). 基于不同数据的声景维度建模方法比较[j]。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2025-01-01 DOI: 10.1121/10.0034849
Siegbert Versümer, Patrick Blättermann, Fabian Rosenthal, Stefan Weinzierl

Soundscape studies vary considerably in study design, statistical methods, and model fit metrics used. Due to this confounding of data and methods, it is difficult to assess the suitability of statistical modelling techniques used in the literature. Therefore, five different methods and two performance metrics were applied to three existing soundscape datasets to model soundscape Pleasantness and Eventfulness based on seven acoustic and three sociodemographic predictors. Datasets differed in soundscape type (urban outdoor vs indoor), experimental setting (field- vs lab-based), size, and study design (site- vs person-centered). The fixed-effects and mixed-effects methods ranged from linear to nonlinear regression based on advanced machine learning approaches. Results showed that models performed better for Eventfulness than for Pleasantness in most cases, while performance as measured by the out-of-sample R2 was dependent on the total variance of the target, especially in both field studies with imbalanced targets and groups. Nonlinear methods consistently outperformed linear regression, with random forest and extreme gradient boosting performing particularly well, while the performance levels of all nonlinear methods remained comparable. Mixed-effects models provided a more generalized, albeit slightly smaller prediction performance when tested on unknown groups. Finally, this study motivates the use of cross-validation with special splitting for analyzing small imbalanced datasets.

声景研究在研究设计、统计方法和模型拟合指标方面差异很大。由于这种数据和方法的混淆,很难评估文献中使用的统计建模技术的适用性。因此,我们将五种不同的方法和两种性能指标应用于三个现有的声景数据集,基于七个声学和三个社会人口学预测因子来模拟声景愉悦性和事件性。数据集在声景类型(城市室外vs室内)、实验设置(现场vs实验室)、大小和研究设计(现场vs以人为中心)方面存在差异。固定效应和混合效应方法的范围从线性到非线性回归基于先进的机器学习方法。结果表明,在大多数情况下,模型对事件性的表现优于对愉悦性的表现,而由样本外R2测量的表现取决于目标的总方差,特别是在目标和组不平衡的实地研究中。非线性方法的表现始终优于线性回归,随机森林和极端梯度增强的表现特别好,而所有非线性方法的性能水平保持可比性。混合效应模型在对未知群体进行测试时提供了更广义的预测性能,尽管预测性能略小。最后,本研究鼓励使用特殊分割的交叉验证来分析小的不平衡数据集。
{"title":"A comparison of methods for modeling soundscape dimensions based on different datasetsa).","authors":"Siegbert Versümer, Patrick Blättermann, Fabian Rosenthal, Stefan Weinzierl","doi":"10.1121/10.0034849","DOIUrl":"https://doi.org/10.1121/10.0034849","url":null,"abstract":"<p><p>Soundscape studies vary considerably in study design, statistical methods, and model fit metrics used. Due to this confounding of data and methods, it is difficult to assess the suitability of statistical modelling techniques used in the literature. Therefore, five different methods and two performance metrics were applied to three existing soundscape datasets to model soundscape Pleasantness and Eventfulness based on seven acoustic and three sociodemographic predictors. Datasets differed in soundscape type (urban outdoor vs indoor), experimental setting (field- vs lab-based), size, and study design (site- vs person-centered). The fixed-effects and mixed-effects methods ranged from linear to nonlinear regression based on advanced machine learning approaches. Results showed that models performed better for Eventfulness than for Pleasantness in most cases, while performance as measured by the out-of-sample R2 was dependent on the total variance of the target, especially in both field studies with imbalanced targets and groups. Nonlinear methods consistently outperformed linear regression, with random forest and extreme gradient boosting performing particularly well, while the performance levels of all nonlinear methods remained comparable. Mixed-effects models provided a more generalized, albeit slightly smaller prediction performance when tested on unknown groups. Finally, this study motivates the use of cross-validation with special splitting for analyzing small imbalanced datasets.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"157 1","pages":"234-255"},"PeriodicalIF":2.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142983959","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An analysis of self-reported sleep disturbance from nighttime wind turbine noise suggests minimal effects but highlights the need for standardization in research designa). 一项对夜间风力涡轮机噪音引起的自我报告睡眠障碍的分析表明,影响很小,但强调了研究设计标准化的必要性。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2025-01-01 DOI: 10.1121/10.0034710
David S Michaud, Mireille Guay, Stephen E Keith, Allison Denning, James P McNamee

The World Health Organization Environmental Noise Guidelines provide source-based nighttime sound level (Lnight) recommendations. For non-aircraft sources, the recommended Lnight is where the absolute prevalence of high sleep disturbance (HSD) equals 3%. The Guideline Development Group did not provide an Lnight for wind turbines due to inadequate data. In the current study, calculated outdoor wind turbine Lnight levels ranged from <20.5 to 41.5 dB(A). Between May and September 2013, questionnaires were completed by 606 males and 632 females, 18-79 years of age, randomly selected from households 0.25 to 11.22 km from operational wind turbines. When the source of sleep disturbance was unspecified, the mean prevalence of HSD was 13.3% overall and unrelated to Lnight (p = 0.53). As Lnight increased, identifying wind turbines as one of the causes of HSD increased from 0% below 20.5 dB(A) to 3.8% between 35.5-41.5 dB(A) (p = 0.01). The 3%HSD benchmark was observed where Lnight was 33.5 dB(A) [95% confidence interval (CI) 31.1-36.1 dB(A)]. Results affirm findings from Health Canada's Community Noise and Health Study of minimal impacts of wind turbines on sleep [Michaud et al. (2016a). "Effects of wind turbine noise on self-reported and objective measures of sleep," Sleep 39(1), 97-109], yet noted uncertainties and limitations are discussed, including the suggestion that the HSD benchmark for wind turbines may be too low.

世界卫生组织环境噪声指南提供了基于噪声源的夜间声级(Lnight)建议。对于非飞机来源,建议的夜间高度睡眠障碍(HSD)的绝对患病率等于3%。由于数据不足,指南制定小组没有提供风力涡轮机的指南。在目前的研究中,计算出的室外风力涡轮机的Lnight水平从
{"title":"An analysis of self-reported sleep disturbance from nighttime wind turbine noise suggests minimal effects but highlights the need for standardization in research designa).","authors":"David S Michaud, Mireille Guay, Stephen E Keith, Allison Denning, James P McNamee","doi":"10.1121/10.0034710","DOIUrl":"https://doi.org/10.1121/10.0034710","url":null,"abstract":"<p><p>The World Health Organization Environmental Noise Guidelines provide source-based nighttime sound level (Lnight) recommendations. For non-aircraft sources, the recommended Lnight is where the absolute prevalence of high sleep disturbance (HSD) equals 3%. The Guideline Development Group did not provide an Lnight for wind turbines due to inadequate data. In the current study, calculated outdoor wind turbine Lnight levels ranged from <20.5 to 41.5 dB(A). Between May and September 2013, questionnaires were completed by 606 males and 632 females, 18-79 years of age, randomly selected from households 0.25 to 11.22 km from operational wind turbines. When the source of sleep disturbance was unspecified, the mean prevalence of HSD was 13.3% overall and unrelated to Lnight (p = 0.53). As Lnight increased, identifying wind turbines as one of the causes of HSD increased from 0% below 20.5 dB(A) to 3.8% between 35.5-41.5 dB(A) (p = 0.01). The 3%HSD benchmark was observed where Lnight was 33.5 dB(A) [95% confidence interval (CI) 31.1-36.1 dB(A)]. Results affirm findings from Health Canada's Community Noise and Health Study of minimal impacts of wind turbines on sleep [Michaud et al. (2016a). \"Effects of wind turbine noise on self-reported and objective measures of sleep,\" Sleep 39(1), 97-109], yet noted uncertainties and limitations are discussed, including the suggestion that the HSD benchmark for wind turbines may be too low.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"157 1","pages":"275-287"},"PeriodicalIF":2.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142983962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effect of spaced vs massed repetition on variability phonetic training among Saudi English as foreign language learners. 间隔重复与密集重复对沙特英语学习者变异性语音训练的影响。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2025-01-01 DOI: 10.1121/10.0034853
Ahmed Alfotais, Hassan Saleh Mahdi, Reem Alkhammash

This study investigated the effects of spaced and massed repetition on the acquisition and retention of English /b/ and /p/ sounds among Saudi English as a foreign language (EFL) learners. Forty-nine university students participated in a quasi-experimental design comparing two learning conditions: massed repetition and spaced repetition. Participants were taught the pronunciation of 40 new English words containing the target sounds through video-based instruction. The experiment utilized a within-subjects design, where each participant in both the control and experimental groups was exposed to a total of 40 words: 20 words taught using massed repetition and 20 words taught using spaced repetition. Pronunciation performance was assessed through tests administered immediately after the treatment (Time 1) and after 4 weeks post-treatment (Time 2). The study also explored the interaction between repetition type and input variability by incorporating High Variability Phonetic Training and Low Variability Phonetic Training conditions. Results revealed significant differences between spaced and massed repetition, with spaced repetition showing superior outcomes in both immediate and delayed tests. The study revealed no significant differences were found between High Variability Phonetic Training and Low Variability Phonetic Training conditions. These findings contribute to our understanding of effective pronunciation training methods in EFL contexts and highlight the importance of distributed practice in language learning.

本研究探讨了间隔重复和大量重复对沙特阿拉伯英语学习者习得和保留英语/b/和/p/音的影响。49名大学生参加了一项准实验设计,比较了两种学习条件:大量重复和间隔重复。参与者通过视频学习40个包含目标发音的新英语单词的发音。实验采用了受试者内部设计,对照组和实验组的每个参与者都接触到总共40个单词:20个单词使用大量重复教学,20个单词使用间隔重复教学。发音表现通过治疗后立即(时间1)和治疗后4周(时间2)进行的测试来评估。研究还通过结合高变异性语音训练和低变异性语音训练条件来探索重复类型和输入变异性之间的相互作用。结果显示,间隔重复和大量重复之间存在显著差异,间隔重复在即时和延迟测试中都表现出更好的结果。研究发现,高变异性语音训练和低变异性语音训练条件之间没有显著差异。这些发现有助于我们理解在英语环境下有效的发音训练方法,并强调了分布式练习在语言学习中的重要性。
{"title":"The effect of spaced vs massed repetition on variability phonetic training among Saudi English as foreign language learners.","authors":"Ahmed Alfotais, Hassan Saleh Mahdi, Reem Alkhammash","doi":"10.1121/10.0034853","DOIUrl":"https://doi.org/10.1121/10.0034853","url":null,"abstract":"<p><p>This study investigated the effects of spaced and massed repetition on the acquisition and retention of English /b/ and /p/ sounds among Saudi English as a foreign language (EFL) learners. Forty-nine university students participated in a quasi-experimental design comparing two learning conditions: massed repetition and spaced repetition. Participants were taught the pronunciation of 40 new English words containing the target sounds through video-based instruction. The experiment utilized a within-subjects design, where each participant in both the control and experimental groups was exposed to a total of 40 words: 20 words taught using massed repetition and 20 words taught using spaced repetition. Pronunciation performance was assessed through tests administered immediately after the treatment (Time 1) and after 4 weeks post-treatment (Time 2). The study also explored the interaction between repetition type and input variability by incorporating High Variability Phonetic Training and Low Variability Phonetic Training conditions. Results revealed significant differences between spaced and massed repetition, with spaced repetition showing superior outcomes in both immediate and delayed tests. The study revealed no significant differences were found between High Variability Phonetic Training and Low Variability Phonetic Training conditions. These findings contribute to our understanding of effective pronunciation training methods in EFL contexts and highlight the importance of distributed practice in language learning.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"157 1","pages":"265-274"},"PeriodicalIF":2.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142983965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Are there individual acoustic signatures in the damselfish Dascyllus albisella? 小雀鲷有单独的声学特征吗?
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2025-01-01 DOI: 10.1121/10.0034790
Salomé Laboury, Eric Parmentier, Phillip S Lobel

Many animal species are known to show individuality in their acoustic communication. This variation in individual male signatures can be decisive for female choice. Within the damselfishes, Dascyllus species are known for prolific sound production during the realization of movements associated with courtship (i.e., the signal jump) and spawning (mating sounds). However, the ability to distinguish the individuality of male Dascyllus sound signatures is unknown. We investigated the variability in the courtship and mating sounds of 17 males of Dascyllus albisella at Johnston Atoll, Central Pacific Ocean, to determine whether it was possible to distinguish them from one another and thus have information on their ability to convey individual information. Acoustic analyses confirmed that courtship sounds differed from mating sounds. Comparative analyses suggest that acoustic signals cannot serve as distinctive traits unless the individuals are of different sizes. Males of D. albisella do not use individual signatures in a reproductive behavioral context. However, it cannot be ruled out that variations in the sound production rate may serve as a discriminative feature.

众所周知,许多动物物种在它们的声音交流中表现出个性。男性个体特征的这种差异对女性的选择具有决定性作用。在豆娘鱼中,Dascyllus物种以在实现与求爱(即信号跳跃)和产卵(交配声音)相关的动作时产生大量声音而闻名。然而,区分雄性达西卢斯声音特征的能力是未知的。本文研究了太平洋中部约翰斯顿环礁17只雄性白丝蝶的求偶和交配声音的变化,以确定它们是否有可能相互区分,从而获得它们传达个体信息的能力。声学分析证实,求偶声与交配声不同。比较分析表明,除非个体大小不同,否则声音信号不能作为显著特征。雄性白纹蝶在生殖行为中不使用个体特征。然而,不能排除声音产生率的变化可能是一种区别特征。
{"title":"Are there individual acoustic signatures in the damselfish Dascyllus albisella?","authors":"Salomé Laboury, Eric Parmentier, Phillip S Lobel","doi":"10.1121/10.0034790","DOIUrl":"https://doi.org/10.1121/10.0034790","url":null,"abstract":"<p><p>Many animal species are known to show individuality in their acoustic communication. This variation in individual male signatures can be decisive for female choice. Within the damselfishes, Dascyllus species are known for prolific sound production during the realization of movements associated with courtship (i.e., the signal jump) and spawning (mating sounds). However, the ability to distinguish the individuality of male Dascyllus sound signatures is unknown. We investigated the variability in the courtship and mating sounds of 17 males of Dascyllus albisella at Johnston Atoll, Central Pacific Ocean, to determine whether it was possible to distinguish them from one another and thus have information on their ability to convey individual information. Acoustic analyses confirmed that courtship sounds differed from mating sounds. Comparative analyses suggest that acoustic signals cannot serve as distinctive traits unless the individuals are of different sizes. Males of D. albisella do not use individual signatures in a reproductive behavioral context. However, it cannot be ruled out that variations in the sound production rate may serve as a discriminative feature.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"157 1","pages":"48-56"},"PeriodicalIF":2.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142950657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transmission loss of surface-reflected ray arrivals underneath seasonally varying sea ice in the Canada Basin during 2016-2017. 2016-2017年加拿大盆地季节性变化海冰下表面反射射线到达的透射损失。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2024-12-01 DOI: 10.1121/10.0034618
Peter F Worcester, Matthew A Dzieciuch, John A Colosi, Richard A Krishfield, Heriberto J Vazquez, John N Kemp

During the 2016-2017 Canada Basin Acoustic Propagation Experiment, an ocean acoustic tomography array with a radius of 150 km measured the impulse responses of the ocean every 4 hr at a variety of ranges and bearings using broadband signals with center frequencies from 172.5 to 275 Hz. Ice-profiling sonar data showed a gradual increase in ice draft over the winter with daily median ice drafts reaching maxima of about 1.5 m and daily standard deviations reaching maxima of about 1.2 m. The travel-time variability of early, resolved arrivals from refracted-surface-reflected rays with lower turning depths below 500 m was reported in a previous paper [Worcester et al. (2023). J. Acoust. Soc. Am. 153, 2621-2636]. Here, the transmission loss of these same ray arrivals is analyzed. The transmission loss was lowest when open water was present and increased as the ice draft increased. The excess transmission loss per surface reflection, defined as the increase in transmission loss relative to open water conditions, increased with center frequency and surface grazing angle. The combination of transmission loss measurements for resolved ray arrivals and ice drafts from the ice-profiling sonars provides an excellent dataset for testing ice-scattering models.

在2016-2017年加拿大盆地声传播实验期间,一个半径为150公里的海洋声层析成像阵列使用中心频率为172.5至275 Hz的宽带信号,每4小时测量一次海洋在各种范围和方位的脉冲响应。冰廓线声纳数据显示,冬季冰流逐渐增加,日冰流中值达到最大值约1.5 m,日标准差达到最大值约1.2 m。之前的一篇论文[Worcester et al.(2023)]报道了500米以下较低转弯深度的折射表面反射光线的早期、已分解到达的旅行时间变异性。j . Acoust。Soc。[j].自然科学学报,2004,23(2):444 - 444。这里,分析了这些相同的射线到达的传输损耗。当存在开阔水域时,传输损失最小,并随着冰吃水的增加而增加。每次表面反射的额外透射损失,定义为相对于开阔水域条件下的透射损失的增加,随着中心频率和表面掠角的增加而增加。结合冰剖面声呐对分辨射线到达和冰流的传输损耗测量,为测试冰散射模型提供了一个很好的数据集。
{"title":"Transmission loss of surface-reflected ray arrivals underneath seasonally varying sea ice in the Canada Basin during 2016-2017.","authors":"Peter F Worcester, Matthew A Dzieciuch, John A Colosi, Richard A Krishfield, Heriberto J Vazquez, John N Kemp","doi":"10.1121/10.0034618","DOIUrl":"https://doi.org/10.1121/10.0034618","url":null,"abstract":"<p><p>During the 2016-2017 Canada Basin Acoustic Propagation Experiment, an ocean acoustic tomography array with a radius of 150 km measured the impulse responses of the ocean every 4 hr at a variety of ranges and bearings using broadband signals with center frequencies from 172.5 to 275 Hz. Ice-profiling sonar data showed a gradual increase in ice draft over the winter with daily median ice drafts reaching maxima of about 1.5 m and daily standard deviations reaching maxima of about 1.2 m. The travel-time variability of early, resolved arrivals from refracted-surface-reflected rays with lower turning depths below 500 m was reported in a previous paper [Worcester et al. (2023). J. Acoust. Soc. Am. 153, 2621-2636]. Here, the transmission loss of these same ray arrivals is analyzed. The transmission loss was lowest when open water was present and increased as the ice draft increased. The excess transmission loss per surface reflection, defined as the increase in transmission loss relative to open water conditions, increased with center frequency and surface grazing angle. The combination of transmission loss measurements for resolved ray arrivals and ice drafts from the ice-profiling sonars provides an excellent dataset for testing ice-scattering models.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"156 6","pages":"4181-4192"},"PeriodicalIF":2.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142864733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Environmentally and statistically robust matched-field source localization based on information geometry principles. 基于信息几何原理的环境和统计鲁棒匹配场源定位。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2024-12-01 DOI: 10.1121/10.0034560
Jingwei Yin, Xuan Zhou, Ran Cao, Chunlong Huang, Dewen Li, Jiarui Yin

Matched-field processing (MFP) achieves underwater source localization by measuring the correlation between the array and replica signals, with traditional MFP being equivalent to estimating the Euclidean distance between the data cross-spectral density matrix (CSDM) and replica matrices. However, in practical applications, random inhomogeneities in the marine environment and inaccurate estimation of CSDM reduce MFP performance. The traditional minimum variance matched-field processor with environmental perturbation constraints perturbs a priori environment parameters to obtain linear constraints and yields the optimal weight vectors as the replica vectors. In this paper, within the framework of information geometry, the geometric properties of CSDMs as semi-positive definite and Hermitian enable CSDMs to be described as points in a Riemannian manifold. Source localization can be achieved by quantifying the similarity between the CSDMs as the geodesic distance between the points on the manifold. This paper introduces a constrained replica CSDM composed of perturbed replica vectors and proposes a robust matched-field processor based on two non-Euclidean distances: the Riemannian distance and the modified Jensen-Shannon distance. Simulations and experimental results demonstrate that the proposed processors are more robust against environmental and statistical mismatches than traditional processors and can also reduce sidelobe level and improve the resolution.

匹配场处理(matchedfield processing, MFP)通过测量阵列信号与复制信号之间的相关性来实现水下源定位,传统的匹配场处理相当于估计数据交叉谱密度矩阵(cross-spectral density matrix, CSDM)与复制矩阵之间的欧氏距离。然而,在实际应用中,海洋环境的随机不均匀性和CSDM估计的不准确降低了MFP的性能。传统的带有环境扰动约束的最小方差匹配场处理器对先验的环境参数进行扰动得到线性约束,并得到最优权向量作为复制向量。本文在信息几何的框架内,利用csdm的半正定和厄米几何性质,将csdm描述为黎曼流形中的点。源定位可以通过将csdm之间的相似性量化为流形上点之间的测地线距离来实现。介绍了一种由摄动复制向量组成的约束复制CSDM,并提出了一种基于黎曼距离和改进Jensen-Shannon距离的鲁棒匹配场处理器。仿真和实验结果表明,与传统处理器相比,该处理器对环境和统计不匹配具有更强的鲁棒性,并且可以降低副瓣电平,提高分辨率。
{"title":"Environmentally and statistically robust matched-field source localization based on information geometry principles.","authors":"Jingwei Yin, Xuan Zhou, Ran Cao, Chunlong Huang, Dewen Li, Jiarui Yin","doi":"10.1121/10.0034560","DOIUrl":"https://doi.org/10.1121/10.0034560","url":null,"abstract":"<p><p>Matched-field processing (MFP) achieves underwater source localization by measuring the correlation between the array and replica signals, with traditional MFP being equivalent to estimating the Euclidean distance between the data cross-spectral density matrix (CSDM) and replica matrices. However, in practical applications, random inhomogeneities in the marine environment and inaccurate estimation of CSDM reduce MFP performance. The traditional minimum variance matched-field processor with environmental perturbation constraints perturbs a priori environment parameters to obtain linear constraints and yields the optimal weight vectors as the replica vectors. In this paper, within the framework of information geometry, the geometric properties of CSDMs as semi-positive definite and Hermitian enable CSDMs to be described as points in a Riemannian manifold. Source localization can be achieved by quantifying the similarity between the CSDMs as the geodesic distance between the points on the manifold. This paper introduces a constrained replica CSDM composed of perturbed replica vectors and proposes a robust matched-field processor based on two non-Euclidean distances: the Riemannian distance and the modified Jensen-Shannon distance. Simulations and experimental results demonstrate that the proposed processors are more robust against environmental and statistical mismatches than traditional processors and can also reduce sidelobe level and improve the resolution.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"156 6","pages":"3893-3908"},"PeriodicalIF":2.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142801231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparing neural networks against click train detectors to reveal temporal trends in passive acoustic sperm whale detections. 比较神经网络与点击列车探测器,揭示被动声学抹香鲸探测的时间趋势。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2024-12-01 DOI: 10.1121/10.0034602
Laia Garrobé Fonollosa, Thomas Webber, José Maria Brotons, Margalida Cerdà, Douglas Gillespie, Enrico Pirotta, Luke Rendell

Passive acoustic monitoring (PAM) is an increasingly popular tool to study vocalising species. The amount of data generated by PAM studies calls for robust automatic classifiers. Deep learning (DL) techniques have been proven effective in identifying acoustic signals in challenging datasets, but due to their black-box nature their underlying biases are hard to quantify. This study compares human analyst annotations, a multi-hypothesis tracking (MHT) click train classifier and a DL-based acoustic classifier to classify acoustic recordings based on the presence or absence of sperm whale (Physeter macrocephalus) click trains and study the temporal and spatial distributions of the Mediterranean sperm whale subpopulation around the Balearic Islands. The MHT and DL classifiers showed agreements with human labels of 85.7% and 85.0%, respectively, on data from sites they were trained on, but both saw a drop in performance when deployed on a new site. Agreement rates between classifiers surpassed those between human experts. Modeled seasonal and diel variations in sperm whale detections for both classifiers showed compatible results, revealing an increase in occurrence and diurnal activity during the summer and autumn months. This study highlights the strengths and limitations of two automatic classification algorithms to extract biologically useful information from large acoustic datasets.

被动声监测(PAM)是一种越来越受欢迎的研究发声物种的工具。PAM研究生成的大量数据需要健壮的自动分类器。深度学习(DL)技术在识别具有挑战性的数据集中的声音信号方面已被证明是有效的,但由于其黑箱性质,其潜在的偏差很难量化。本研究比较了人类分析注释、多假设跟踪(MHT)点击序列分类器和基于语音分类器的声学分类器,根据抹香鲸(Physeter macrocephalus)点击序列的存在与否对录音进行分类,并研究了巴利阿里群岛周围地中海抹香鲸亚群的时空分布。MHT和DL分类器在训练站点的数据上与人类标签的一致性分别为85.7%和85.0%,但在部署到新站点时,两者的性能都有所下降。分类器之间的识别率超过了人类专家之间的识别率。两种分类器在抹香鲸检测中模拟的季节和日变化显示出相容的结果,揭示了夏季和秋季月份抹香鲸的发生和日活动的增加。本研究强调了两种自动分类算法在从大型声学数据集中提取生物学有用信息方面的优势和局限性。
{"title":"Comparing neural networks against click train detectors to reveal temporal trends in passive acoustic sperm whale detections.","authors":"Laia Garrobé Fonollosa, Thomas Webber, José Maria Brotons, Margalida Cerdà, Douglas Gillespie, Enrico Pirotta, Luke Rendell","doi":"10.1121/10.0034602","DOIUrl":"https://doi.org/10.1121/10.0034602","url":null,"abstract":"<p><p>Passive acoustic monitoring (PAM) is an increasingly popular tool to study vocalising species. The amount of data generated by PAM studies calls for robust automatic classifiers. Deep learning (DL) techniques have been proven effective in identifying acoustic signals in challenging datasets, but due to their black-box nature their underlying biases are hard to quantify. This study compares human analyst annotations, a multi-hypothesis tracking (MHT) click train classifier and a DL-based acoustic classifier to classify acoustic recordings based on the presence or absence of sperm whale (Physeter macrocephalus) click trains and study the temporal and spatial distributions of the Mediterranean sperm whale subpopulation around the Balearic Islands. The MHT and DL classifiers showed agreements with human labels of 85.7% and 85.0%, respectively, on data from sites they were trained on, but both saw a drop in performance when deployed on a new site. Agreement rates between classifiers surpassed those between human experts. Modeled seasonal and diel variations in sperm whale detections for both classifiers showed compatible results, revealing an increase in occurrence and diurnal activity during the summer and autumn months. This study highlights the strengths and limitations of two automatic classification algorithms to extract biologically useful information from large acoustic datasets.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"156 6","pages":"4073-4084"},"PeriodicalIF":2.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142846922","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Estimation of the spatial variability of the New England Mud Patch geoacoustic properties using a distributed array of hydrophones and deep learninga). 利用分布式水听器阵列和深度学习估算新英格兰泥块地质声学特性的空间变异性a)。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2024-12-01 DOI: 10.1121/10.0034707
Ariel Vardi, Peter H Dahl, David Dall'Osto, David Knobles, Preston Wilson, John Leonard, Julien Bonnel

This article presents a spatial environmental inversion scheme using broadband impulse signals with deep learning (DL) to model a single spatially-varying sediment layer over a fixed basement. The method is applied to data from the Seabed Characterization Experiment 2022 (SBCEX22) in the New England Mud-Patch (NEMP). Signal Underwater Sound (SUS) explosive charges generated impulsive signals recorded by a distributed array of bottom-moored hydrophones. The inversion scheme is first validated on a range-dependent synthetic test set simulating SBCEX22 conditions, then applied to experimental data to predict the lateral spatial structure of sediment sound speed and its ratio with the interfacial water sound speed. Traditional geoacoustic inversion requires significant computational resources. Here, a neural network enables rapid single-signal inversion, allowing the processing of 1836 signals along 722 tracks. The method is applied to both synthetic and experimental data. Results from experimental data suggest an increase in both absolute compressional sound speed and sound speed ratio from southwest to northeast in the NEMP, consistent with published coring surveys and geoacoustic inversion results. This approach demonstrates the potential of DL for efficient spatial geoacoustic inversion in shallow water environments.

本文提出了一种利用宽带脉冲信号和深度学习(DL)来模拟固定基底上单个空间变化沉积层的空间环境反演方案。该方法应用于新英格兰泥地(NEMP)海底表征实验2022 (SBCEX22)的数据。信号水声(SUS)爆炸药产生脉冲信号,由分布式底系泊水听器阵列记录。首先在模拟SBCEX22条件的距离相关综合试验集上对反演方案进行了验证,然后将其应用于实验数据,预测了沉积物声速的横向空间结构及其与界面水声速的比值。传统的地球声反演需要大量的计算资源。在这里,一个神经网络可以实现快速的单信号反演,允许沿着722条轨道处理1836个信号。该方法适用于合成数据和实验数据。实验数据表明,NEMP的绝对压缩声速和声速比从西南向东北增加,与已发表的取心调查和地球声学反演结果一致。这种方法证明了DL在浅水环境中有效的空间地球声反演的潜力。
{"title":"Estimation of the spatial variability of the New England Mud Patch geoacoustic properties using a distributed array of hydrophones and deep learninga).","authors":"Ariel Vardi, Peter H Dahl, David Dall'Osto, David Knobles, Preston Wilson, John Leonard, Julien Bonnel","doi":"10.1121/10.0034707","DOIUrl":"https://doi.org/10.1121/10.0034707","url":null,"abstract":"<p><p>This article presents a spatial environmental inversion scheme using broadband impulse signals with deep learning (DL) to model a single spatially-varying sediment layer over a fixed basement. The method is applied to data from the Seabed Characterization Experiment 2022 (SBCEX22) in the New England Mud-Patch (NEMP). Signal Underwater Sound (SUS) explosive charges generated impulsive signals recorded by a distributed array of bottom-moored hydrophones. The inversion scheme is first validated on a range-dependent synthetic test set simulating SBCEX22 conditions, then applied to experimental data to predict the lateral spatial structure of sediment sound speed and its ratio with the interfacial water sound speed. Traditional geoacoustic inversion requires significant computational resources. Here, a neural network enables rapid single-signal inversion, allowing the processing of 1836 signals along 722 tracks. The method is applied to both synthetic and experimental data. Results from experimental data suggest an increase in both absolute compressional sound speed and sound speed ratio from southwest to northeast in the NEMP, consistent with published coring surveys and geoacoustic inversion results. This approach demonstrates the potential of DL for efficient spatial geoacoustic inversion in shallow water environments.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"156 6","pages":"4229-4241"},"PeriodicalIF":2.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142882423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on similarity law of the flow-induced noise of the submarine. 潜艇流动诱发噪声相似性规律研究。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2024-12-01 DOI: 10.1121/10.0034606
Yang Song, Pingjian Ming, Bo Xun

Flow-induced noise is a complex source that significantly impacts submarines' stealth performance. While previous studies have provided valuable insights into the acoustic radiation of scaled-down submarine models, addressing the flow noise of full-scale prototypes has remained a daunting challenge. To bridge this gap, the research team undertook an extensive investigation to unveil the elusive similarity law of flow noise in both small and large-scale submarine models. By leveraging computational algorithms and turbulence models, the flow field of the submarine model was simulated, and the Kirchhoff and Ffowcs Williams-Hawkings model was employed to calculate the submarine's flow noise. This comprehensive study meticulously considered various influential factors, including Mach number, Reynolds number, etc., ultimately formulating a similarity correlation formula for submarine flow noise. The findings of this study revealed several key insights, including the minimal impact of accessories on submarine flow noise similarity, the adherence of the frequency of submarine flow noise to the Helmholtz number, and the intricate relationship between sound pressure level similarity law with Mach and Reynolds number. Ultimately, this study introduces and summarizes the submarine flow noise similarity law. This law enables the estimation of real-scale model flow noise by using small-scale model flow noise as a reference.

流动噪声是一个复杂的噪声源,对潜艇的隐身性能有很大影响。虽然以前的研究为缩小潜艇模型的声辐射提供了宝贵的见解,但解决全尺寸原型的流动噪声问题仍然是一项艰巨的挑战。为了弥补这一差距,研究团队进行了广泛的调查,以揭示小型和大型潜艇模型中流动噪声难以捉摸的相似性规律。通过利用计算算法和湍流模型,模拟了潜艇模型的流场,并采用基尔霍夫和 Ffowcs Williams-Hawkings 模型计算了潜艇的流动噪声。这项综合研究细致地考虑了各种影响因素,包括马赫数、雷诺数等,最终制定了潜艇流动噪声的相似性相关公式。这项研究的结果揭示了几个重要的观点,包括附件对潜艇流动噪声相似性的影响极小、潜艇流动噪声的频率与亥姆霍兹数的关系密切、声压级相似性规律与马赫数和雷诺数之间的关系错综复杂。最后,本研究介绍并总结了海底流噪声相似性定律。通过该定律,可以以小尺度模型流噪声为参考,估算真实尺度模型流噪声。
{"title":"Research on similarity law of the flow-induced noise of the submarine.","authors":"Yang Song, Pingjian Ming, Bo Xun","doi":"10.1121/10.0034606","DOIUrl":"https://doi.org/10.1121/10.0034606","url":null,"abstract":"<p><p>Flow-induced noise is a complex source that significantly impacts submarines' stealth performance. While previous studies have provided valuable insights into the acoustic radiation of scaled-down submarine models, addressing the flow noise of full-scale prototypes has remained a daunting challenge. To bridge this gap, the research team undertook an extensive investigation to unveil the elusive similarity law of flow noise in both small and large-scale submarine models. By leveraging computational algorithms and turbulence models, the flow field of the submarine model was simulated, and the Kirchhoff and Ffowcs Williams-Hawkings model was employed to calculate the submarine's flow noise. This comprehensive study meticulously considered various influential factors, including Mach number, Reynolds number, etc., ultimately formulating a similarity correlation formula for submarine flow noise. The findings of this study revealed several key insights, including the minimal impact of accessories on submarine flow noise similarity, the adherence of the frequency of submarine flow noise to the Helmholtz number, and the intricate relationship between sound pressure level similarity law with Mach and Reynolds number. Ultimately, this study introduces and summarizes the submarine flow noise similarity law. This law enables the estimation of real-scale model flow noise by using small-scale model flow noise as a reference.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"156 6","pages":"4010-4023"},"PeriodicalIF":2.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142829147","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling of deep ocean ambient noise and sound-ray-arrival-grazing-angle estimation for shallow receivers. 深海环境噪声建模及浅层接收机声射线到达掠角估计。
IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Pub Date : 2024-12-01 DOI: 10.1121/10.0034546
Qi Zhang, Chao Wang, Lianglong Da, Rongxin Zhu

The ambient noise model of isotropic fields is not applicable to shallow-located platforms in the deep ocean, and the conventional methods for estimating the sound-ray-arrival-grazing-angle of targets do not account for the effects of surface noise. Therefore, target parameter estimation methods based on a single vector hydrophone are explored in this study. The approach used in this study integrates the hydroacoustic physical model, signal processing method, and ocean ambient. A time-domain model of the vector field of deep ocean ambient noise was developed for receivers positioned at shallow depths, followed by derivation of the covariance matrix of the single vector hydrophone based on this model. Subsequently, a target signal-to-noise ratio (SNR) estimation method using the covariance matrix derived from the single vector hydrophone was formulated. This method effectively addresses the challenge of distinguishing between target signal and noise by transforming the power estimation problem into a covariance matrix solving the task. Finally, a refined approach for estimating the sound-ray-arrival-grazing-angle of target is proposed, aiming to theoretically mitigate the impact of surface noise on the target signal. The experimental data obtained from a deep ocean region in the South China Sea indicate that the findings obtained using the method proposed in this study are consistent with the reference values derived from automatic identification system information. The method also demonstrates reliable estimation results even when the SNR exceeds -5 dB. The conceptual framework developed for SNR and sound-ray-arrival-grazing-angle estimation in this study can be readily applied to other ambient models, indicating potential applications in engineering field. The primary objective of the study was to enhance and augment underwater acoustic signal processing methods for shallow receivers deployed in the deep ocean.

各向同性场的环境噪声模型不适用于深海中的浅层平台,而估算目标的声射线到达-眩光-角度的传统方法没有考虑到表面噪声的影响。因此,本研究探讨了基于单一矢量水听器的目标参数估计方法。本研究采用的方法综合了水声物理模型、信号处理方法和海洋环境。针对浅层接收器建立了深海环境噪声矢量场时域模型,然后根据该模型推导出单矢量水听器的协方差矩阵。随后,利用从单矢量水听器推导出的协方差矩阵,制定了目标信噪比(SNR)估算方法。该方法通过将功率估算问题转化为协方差矩阵来解决任务,从而有效地解决了区分目标信号和噪声的难题。最后,提出了一种估算目标声射线到达-光栅化-角度的改进方法,旨在从理论上减轻表面噪声对目标信号的影响。从南海深海区域获得的实验数据表明,使用本研究提出的方法得出的结论与自动识别系统信息中得出的参考值一致。即使信噪比超过 -5 dB,该方法也能获得可靠的估计结果。本研究为信噪比和声射线到达-光栅角度估算开发的概念框架可随时应用于其他环境模型,这表明它在工程领域具有潜在的应用价值。这项研究的主要目的是为部署在深海的浅层接收器改进和增强水下声学信号处理方法。
{"title":"Modeling of deep ocean ambient noise and sound-ray-arrival-grazing-angle estimation for shallow receivers.","authors":"Qi Zhang, Chao Wang, Lianglong Da, Rongxin Zhu","doi":"10.1121/10.0034546","DOIUrl":"https://doi.org/10.1121/10.0034546","url":null,"abstract":"<p><p>The ambient noise model of isotropic fields is not applicable to shallow-located platforms in the deep ocean, and the conventional methods for estimating the sound-ray-arrival-grazing-angle of targets do not account for the effects of surface noise. Therefore, target parameter estimation methods based on a single vector hydrophone are explored in this study. The approach used in this study integrates the hydroacoustic physical model, signal processing method, and ocean ambient. A time-domain model of the vector field of deep ocean ambient noise was developed for receivers positioned at shallow depths, followed by derivation of the covariance matrix of the single vector hydrophone based on this model. Subsequently, a target signal-to-noise ratio (SNR) estimation method using the covariance matrix derived from the single vector hydrophone was formulated. This method effectively addresses the challenge of distinguishing between target signal and noise by transforming the power estimation problem into a covariance matrix solving the task. Finally, a refined approach for estimating the sound-ray-arrival-grazing-angle of target is proposed, aiming to theoretically mitigate the impact of surface noise on the target signal. The experimental data obtained from a deep ocean region in the South China Sea indicate that the findings obtained using the method proposed in this study are consistent with the reference values derived from automatic identification system information. The method also demonstrates reliable estimation results even when the SNR exceeds -5 dB. The conceptual framework developed for SNR and sound-ray-arrival-grazing-angle estimation in this study can be readily applied to other ambient models, indicating potential applications in engineering field. The primary objective of the study was to enhance and augment underwater acoustic signal processing methods for shallow receivers deployed in the deep ocean.</p>","PeriodicalId":17168,"journal":{"name":"Journal of the Acoustical Society of America","volume":"156 6","pages":"3797-3808"},"PeriodicalIF":2.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142801256","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of the Acoustical Society of America
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1