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YOLOv8改进算法在油茶果分拣中的应用
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作者 刘姜毅 高自成 +2 位作者 刘怀粤 尹浇钦 罗媛尹 《林业工程学报》 北大核心 2025年第1期120-127,共8页
现有的油茶果分拣系统所依赖的YOLO等算法的目标检测、实例分割在低尺寸及密集型样本中鲁棒性较差,存在机械臂常抓取到枝叶、抓取不牢固、易脱落等问题。大部分系统使用目标识别,无法准确识别油茶果具体轮廓信息,不能对油茶果进行大小... 现有的油茶果分拣系统所依赖的YOLO等算法的目标检测、实例分割在低尺寸及密集型样本中鲁棒性较差,存在机械臂常抓取到枝叶、抓取不牢固、易脱落等问题。大部分系统使用目标识别,无法准确识别油茶果具体轮廓信息,不能对油茶果进行大小分类。针对这一问题,研究提出了YOWNet模型应对油茶果分拣的小目标、高密度识别任务。首先,研究了自动化边缘标注脚本,脚本调用零样本Segment Anything框架对原有已标注的油茶果目标检测框提取兴趣区间,将其自动转化为边缘标注信息;其次,为了提高模型对小目标的识别能力,研究摒弃了现有的固定感受野的卷积模块,针对油茶果特性提出三维注意力动态卷积模块用于捕捉特征图中的关键信息;最后,研究通过使用Wise⁃IoU损失函数,基于动态非单调聚焦机制的边界框损失,提升边框回归精度。总体网络模型命名为YOWNet,通过与YOLOv8在油茶果上的消融实验对比,试验结果表明:YOWNet模型能够快速准确地识别油茶果实例,在私有数据集上,准确度、Box_loss可达89.90%和0.523。 展开更多
关键词 油茶果 三维动态卷积 实例分割 YOLOv8 Segment Anything Model Wise⁃IoU
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基于SAM图像处理的堆石料级配计算方法及验证
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作者 张振伟 蔡可天 +3 位作者 高轩 贺一轩 王建 鲁洋 《水力发电》 2025年第2期80-86,共7页
堆石料级配检测是堆石坝施工过程中质量控制的重要环节,传统方法通常采用现场人工筛分法测量,存在检测样本少、效率低、干扰施工等问题。提出了一种基于图像处理的堆石料级配计算方法,采用国际最新Mata AI开源的通用图像分割大模型Segme... 堆石料级配检测是堆石坝施工过程中质量控制的重要环节,传统方法通常采用现场人工筛分法测量,存在检测样本少、效率低、干扰施工等问题。提出了一种基于图像处理的堆石料级配计算方法,采用国际最新Mata AI开源的通用图像分割大模型Segment Anything Model(SAM)对筑坝堆石料进行自动图像分割,提出堆石长宽比、面积比等堆石形态学几何参数用于提取堆石料图像中的堆石颗粒目标;同时,建立堆石形态数据库、堆石实例分割数据库,并分析参数取值和验证堆石图像级配计算方法的有效性;最后,试验验证结果表明该方法能够有效识别出图像中的堆石颗粒目标,实现级配曲线的智能识别,以及曲率、不均匀系数等级配指标的快速计算。该方法计算获得的级配与真实筛分法测的级配相关性可达0.94,平均绝对误差约5%,能够在堆石坝施工过程中有效辅助检测堆石料的颗粒级配信息,服务堆石坝的施工碾压质量控制。 展开更多
关键词 堆石料 级配 Segment Anything Model(SAM) 图像识别 快速检测
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基于SAM&ImageJ图像处理的堆石混凝土坝层面露石率研究 被引量:2
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作者 安宇 徐小蓉 +2 位作者 尹志刚 金峰 张喜喜 《水资源与水工程学报》 CSCD 北大核心 2024年第1期154-161,共8页
堆石混凝土坝层面的外露块石为上下层提供了重要的啮合作用,其投影面积比例是科学评价层间抗剪性能的重要指标。采用国际最新Meta AI模型segment anything model(SAM)对层面外露堆石进行自动图像分割,并基于ImageJ软件对SAM识别后的图... 堆石混凝土坝层面的外露块石为上下层提供了重要的啮合作用,其投影面积比例是科学评价层间抗剪性能的重要指标。采用国际最新Meta AI模型segment anything model(SAM)对层面外露堆石进行自动图像分割,并基于ImageJ软件对SAM识别后的图片进行再加工与图像计算,利用平滑、差分算法、中值滤波等方法精准标定外露堆石,二值化后计算得到层面露石率。结果表明:SAM图像预分割可识别约90%的外露堆石,经过ImageJ二次图像处理后可有效提高小粒径堆石的识别精度,对比手动标注结果误差在±3%以内。以贵州省两座水库的工程应用为例,对浇筑仓面进行分区预处理,结果发现靠近上游、中部、下游不同区域的露石率差别较大,计算得到的层面露石率以10%~30%居多,其中堆石入仓运输通道区域的露石率较低。研究内容与结论可为堆石混凝土结构层间界面抗剪力学性能和大坝蓄水安全稳定的研究提供参考与借鉴。 展开更多
关键词 堆石混凝土坝 segment anything model(SAM) 图像处理技术 露石率 层间抗剪性能
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APPROXIMATION TECHNIQUES FOR APPLICATION OF GENETIC ALGORITHMS TO STRUCTURAL OPTIMIZATION 被引量:1
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作者 金海波 丁运亮 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2003年第2期147-154,共8页
Although the genetic algorithm (GA) has very powerful robustness and fitness, it needs a large size of population and a large number of iterations to reach the optimum result. Especially when GA is used in complex str... Although the genetic algorithm (GA) has very powerful robustness and fitness, it needs a large size of population and a large number of iterations to reach the optimum result. Especially when GA is used in complex structural optimization problems, if the structural reanalysis technique is not adopted, the more the number of finite element analysis (FEA) is, the more the consuming time is. In the conventional structural optimization the number of FEA can be reduced by the structural reanalysis technique based on the approximation techniques and sensitivity analysis. With these techniques, this paper provides a new approximation model-segment approximation model, adopted for the GA application. This segment approximation model can decrease the number of FEA and increase the convergence rate of GA. So it can apparently decrease the computation time of GA. Two examples demonstrate the availability of the new segment approximation model. 展开更多
关键词 approximation techniques segment approximation model genetic algorithms structural optimization sensitivity analysis
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Development of ecoregion-based merchantable volume systems for Pinus brutia Ten. and Pinus nigra Arnold. in southern Turkey 被引量:4
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作者 Ramazan Ozcelik Yasin Karatepe +2 位作者 Nevzat Gurlevik Isabel Canellas Felipe Crecente-Campo 《Journal of Forestry Research》 SCIE CAS CSCD 2016年第1期101-117,共17页
Estimating individual tree volume is one of the essential building blocks in forest growth and yield models. Ecologically based taper equations provide accurate vol- ume predictions and allow classification by mer- ch... Estimating individual tree volume is one of the essential building blocks in forest growth and yield models. Ecologically based taper equations provide accurate vol- ume predictions and allow classification by mer- chantable sizes, assisting in sustainable forest management. In the present study, ecoregion-based compatible volume systems for brutian pine and black pine in the three ecoregions of southern Turkey were developed. Several well-known taper functions were evaluated. A second- order continuous-time autoregressive error structure was used to correct the inherent autocorrelation in the hierar- chical data, allowing the model to be applied to irregularly spaced and unbalanced data. The compatible segmented model of Fang et al. (For Sci 46:1-12, 2000) best described the experimental data. It is therefore recommended for estimating diameter at a specific height, height to a specific diameter, merchantable volume, and total volume for the three ecoregions and two species analyzed. The nonlinearextra sum of squares method indicated differences in ecoregion and tree-specific taper functions. A different taper function should therefore be used for each pine spe- cies and ecoregion in southern Turkey. Using ecoregion- specific taper equations allows making more robust esti- mations and, therefore, will enhance the accuracy of diameter at different heights and volume predictions. 展开更多
关键词 Taper function Segmented model Brutianpine Black pine. Ecoregion PINACEAE
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Stem taper equations for poplars growing on farmland in Sweden 被引量:1
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作者 Birger Hjelm 《Journal of Forestry Research》 SCIE CAS CSCD 2013年第1期15-22,共8页
We developed a simple polynomial taper equation for poplars growing on former farmland in Sweden and also evaluated the performance of some well-known taper equations. In Sweden there is an increasing interest in the ... We developed a simple polynomial taper equation for poplars growing on former farmland in Sweden and also evaluated the performance of some well-known taper equations. In Sweden there is an increasing interest in the use of poplar. Effective management of poplar plantations for high yield production would be facilitated by taper equations providing better predictions of stem volume than currently available equations. In the study a polynomial stem taper equation with five parameters was established for individual poplar trees growing on former farmland. The outputs of the polynomial taper equation were compared with five published equations. Data for fitting the equations were collected from 69 poplar trees growing at 37 stands in central and southern Sweden (lat. 55–60° N). The mean age of the stands was 21 years (range 14–43), the mean density 984 stems·ha?1 (198–3,493), and the mean diameter at breast height (outside bark) 25 cm (range 12–40). To verify the tested equations, performance of accuracy and precision diameter predictions at seven points along the stem was closely analyzed. Statistics used for evaluation of the equations indicated that the variable exponent taper equation presented by Kozak (1988) performed best and can be recommended. The stem taper equation by Kozak (1988) recommended in the study is likely to be beneficial for optimising the efficiency and profitability of poplar plantation management. The constructed polynomial equation and the segmented equation presented by Max & Burkhart (1976) were second and third ranked. Due to the statistical complexity of Kozak’s equation, the constructed polynomial equation is alternatively recommended when a simple model is requested and larger bias is accepted. 展开更多
关键词 POPLAR variable exponent taper equation segmented model simple taper equation forest management
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Estimation of Springing Response for 550 000 DWT Ore Carrier 被引量:1
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作者 Christiaan Adika Adenya Huilong Ren +1 位作者 Hui Li Di Wang 《Journal of Marine Science and Application》 CSCD 2016年第3期260-268,共9页
The desire to benefit from economy of scale is one of the major driving forces behind the continuous growth in ship sizes. However, models of new large ships need to be thoroughly investigated to determine the carrier... The desire to benefit from economy of scale is one of the major driving forces behind the continuous growth in ship sizes. However, models of new large ships need to be thoroughly investigated to determine the carrier's response in waves. In this work, experimental and numerical assessments of the motion and load response of a 550,000 DWT ore carrier are performed using prototype ships with softer stiffness, and towing tank tests are conducted using a segmented model with two schemes of softer stiffness. Numerical analyses are performed employing both rigid body and linear hydroelasticity theories using an in-house program and a comparison is then made between experimental and numerical results to establish the influence of stiffness on the ore carrier's springing response. Results show that softer stiffness models can be used when studying the springing response of ships in waves. 展开更多
关键词 springing response wave load very large ore carrier(VLOC) segmented model EXPERIMENT HYDROELASTICITY
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Theoretical analysis of a new segmented anchoring style in weakly cemented soft surrounding rock 被引量:7
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作者 Zhao Zenghui Wang Weiming Wang Lihua 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2016年第3期401-407,共7页
According to the tensile failure of rock bolt in weakly cemented soft rock, this paper presents a new segmented anchoring style in order to weaken the cumulative effect of anchoring force associated with the large def... According to the tensile failure of rock bolt in weakly cemented soft rock, this paper presents a new segmented anchoring style in order to weaken the cumulative effect of anchoring force associated with the large deformation. Firstly, a segmented mechanical model was established in which free and anchoring section of rock bolt were respectively arranged in different deformation zones. Then, stress and displacement in elastic non-anchoring zone, elastic anchoring zone, elastic sticking zone, softening sticking zone and broken zone were derived respectively based on neural theory and tri-linear strain softening constitutive model of soft rock. Results show that the anchoring effect can be characterized by a supporting parameter b. With its increase, the peak value of tangential stress gradually moves to the roadway wall, and the radial stress significantly increases, which means the decrease of equivalent plastic zone and improvement of confining effect provided by anchorage body. When b increases to 0.72, the equivalent plastic zone disappears, and stresses tend to be the elastic solutions. In addition, the anchoring effect on the displacement of surrounding rock can be quantified by a normalization factor δ. 展开更多
关键词 Weakly cemented soft rock Segmented anchorage Strain softening Analytical model
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Intelligent evaluation of sandstone rock structure based on a visual large model
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作者 REN Yili ZENG Changmin +10 位作者 LI Xin LIU Xi HU Yanxu SU Qianxiao WANG Xiaoming LIN Zhiwei ZHOU Yixiao ZHENG Zilu HU Huiying YANG Yanning HUI Fang 《Petroleum Exploration and Development》 2025年第2期548-558,共11页
Existing sandstone rock structure evaluation methods rely on visual inspection,with low efficiency,semi-quantitative analysis of roundness,and inability to perform classified statistics in particle size analysis.This ... Existing sandstone rock structure evaluation methods rely on visual inspection,with low efficiency,semi-quantitative analysis of roundness,and inability to perform classified statistics in particle size analysis.This study presents an intelligent evaluation method for sandstone rock structure based on the Segment Anything Model(SAM).By developing a lightweight SAM fine-tuning method with rank-decomposition matrix adapters,a multispectral rock particle segmentation model named CoreSAM is constructed,which achieves rock particle edge extraction and type identification.Building upon this,we propose a comprehensive quantitative evaluation system for rock structure,assessing parameters including particle size,sorting,roundness,particle contact and cementation types.The experimental results demonstrate that CoreSAM outperforms existing methods in rock particle segmentation accuracy while showing excellent generalization across different image types such as CT scans and core photographs.The proposed method enables full-sample,classified particle size analysis and quantitative characterization of parameters like roundness,advancing reservoir evaluation towards more precise,quantitative,intuitive,and comprehensive development. 展开更多
关键词 sandstone rock structure intelligent evaluation Segment Anything Model fine-tuning particle edge extraction type identification
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