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A Deep Trash Classification Model on Raspberry Pi 4
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作者 Thien Khai Tran Kha Tu Huynh +2 位作者 Dac-Nhuong Le Muhammad Arif Hoa Minh Dinh 《Intelligent Automation & Soft Computing》 SCIE 2023年第2期2479-2491,共13页
Environmental pollution has had substantial impacts on human life,and trash is one of the main sources of such pollution in most countries.Trash classi-fication from a collection of trash images can limit the overloadi... Environmental pollution has had substantial impacts on human life,and trash is one of the main sources of such pollution in most countries.Trash classi-fication from a collection of trash images can limit the overloading of garbage dis-posal systems and efficiently promote recycling activities;thus,development of such a classification system is topical and urgent.This paper proposed an effective trash classification system that relies on a classification module embedded in a hard-ware setup to classify trash in real time.An image dataset isfirst augmented to enhance the images before classifying them as either inorganic or organic trash.The deep learning–based ResNet-50 model,an improved version of the ResNet model,is used to classify trash from the dataset of trash images.The experimental results,which are tested both on the dataset and in real time,show that ResNet-50 had an average accuracy of 96%,higher than that of related models.Moreover,integrating the classification module into a Raspberry Pi computer,which con-trolled the trash bin slide so that garbage fell into the appropriate bin for inorganic or organic waste,created a complete trash classification system.This proves the efficiency and high applicability of the proposed system. 展开更多
关键词 trash classification ResNet raspberry pi internet of things(IoT) deep learning
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Modelling on source-based trash management oriented towards oceans governance
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作者 CHEN Shu-peng 《Ecological Economy》 2021年第4期315-320,共6页
Oriented towards oceans governance,this article delves into the management of land-based pollutants such as plastics.Waste such as plastics is having a grave impact on environment.The micro-plastic accretion in the oc... Oriented towards oceans governance,this article delves into the management of land-based pollutants such as plastics.Waste such as plastics is having a grave impact on environment.The micro-plastic accretion in the oceans endangers sustainable development.However,the land-based waste disposal,both on the land and on the sea,has been a typical “tragedy of the commons” problems for the communities of the whole world.To save the oceans and to safeguard the sustainable development,we need more than ever to develop a better awareness of shared future for oceans.This article makes an assessment of the Shanghai practice in trash sorting.Through reviewing the trash segregation management procedures,it explores for an optimum solution through innovating a source-based trash management model.To jointly cope with the challenges for sustainable development,the article also intends to create a consensus on building a Trash Management Organization for Coastal Cities in response to the principle of building a community of shared future for mankind. 展开更多
关键词 trash management source-based trash management MODELLING
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Evaluation of Methods for Control of Ammonia Volatilization from Surface-Applied Nitrogen Fertilizers to Sugarcane Trash in North Queensland 被引量:3
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作者 KONGWEI-PING P.G.SAFFIGNA +1 位作者 A.W.WOOD J.R.FRENEY 《Pedosphere》 SCIE CAS CSCD 1993年第4期321-330,共10页
Micrometeorological and microplot experiments were conducted in the field of freshly harvested green cane in Queensland, Australia. Results showed that high ammonia loss of fertilizer N could occur under relatively dr... Micrometeorological and microplot experiments were conducted in the field of freshly harvested green cane in Queensland, Australia. Results showed that high ammonia loss of fertilizer N could occur under relatively dry conditions when urea or commercial product of mixture of urea and muriate of potash were applied to the surface of sugarcane trash. The moisture content in the trash and the pH of fertilizer were two important factors controlling the processes of urea hydrolysis and ammonia volatilization. Most of the N in the soil was transformed to the nitrate+ nitrite from after 70 days of fertilizer application. No significant leaching was found. Urea-free N fertilizers had higher N recoveries compared to urea-containing fertilizers. . 展开更多
关键词 ammonia volatilization micrometeorological experiment nitrogen loss sugarcane trash
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Movement of the Trash Inside of Fiber Material When Available Elastic Force of Clutch 被引量:1
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作者 Ilkhom Madumarov Botirjon Mardonov +1 位作者 Rakhmatjon Ruzmetov Temur Tuychiev 《Engineering(科研)》 2018年第9期579-587,共9页
In the article, the motions of the magpies inside the fibrous material are studied in the presence of an elastic bonding force and the force of dry friction. It is assumed that the volatility of raw cotton in the form... In the article, the motions of the magpies inside the fibrous material are studied in the presence of an elastic bonding force and the force of dry friction. It is assumed that the volatility of raw cotton in the form of a ball hits the initial velocity about the grate, and after the impact the velocity of the center of mass of the volatility is zero. Until the moment of impact, the mote is located along the beam, which tilts to the horizon and has the same velocity with the center of the fly, and after the impact it moves along this ray. The case is considered when the coefficients of dynamic rigidity, adhesion strength and coefficient of friction depend on the temperature difference between the initial and the current, and it is assumed that these parameters decrease with increasing temperature difference. Accordingly, in the equation of motion of the mote, the sign of the speed of movement of the magpies is taken into account in the direction of the force of contact between it and the fibrous mass. Different stages of the motion of the speck along the ray are considered. On the basis of the equations obtained, the trajectories and the geometric locations of the points of location of the magpies located along the ray are established. 展开更多
关键词 COTTON Fiber Mote trash Temperature GRATE COTTON SEED COTTON CLEANING
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Numerical Investigation of Turbulent Flow through Rectangular and Biconvex Shaped Trash Racks 被引量:1
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作者 Hans O.Akerstedt Sebastian Eller T.Staffan Lundstrom 《Engineering(科研)》 2017年第5期412-426,共15页
Turbulent flow through a trash rack of bars of rectangular and biconvex shapes is considered. A trash rack is composed of an array of bars fitted into a hydro-electric power station to prevent debris and fish to enter... Turbulent flow through a trash rack of bars of rectangular and biconvex shapes is considered. A trash rack is composed of an array of bars fitted into a hydro-electric power station to prevent debris and fish to enter the waterway towards the turbine. The work is directed towards modeling a large number of bars for which the flow turn out to have a periodic structure. It is here shown that this case can be simplified with the flow past a single bar together with periodic boundary conditions. Using this approach the head loss is derived for different angles of attack α and blockages P for two shapes of the rack, a rectangular bar and an aerodynamically shaped biconvex bar. It is found that overall loss of the biconvex bars is in general about 15% of the loss for the rectangular case for small angles of attack. For large angle of attack this difference diminishes. Of interest for the biconvex bars is also a local minimum in the head loss for angles approximately greater than 20&deg;and for a blockage P around 0.35. This combination of parameters gives a low loss together with an efficient barrier for debris and fishes. 展开更多
关键词 trash Racks Head Loss TURBULENCE CFD HYDROPOWER Fish Migration
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China’s War on Trash Creates Market for European Green Enterprises
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《China Today》 2019年第8期10-11,共2页
TRASH separation has become the talk of the town in China these days as the government unveils a list of 46 “pilot cities” which have been selected to build up a garbage sorting and processing system by 2020. Mandat... TRASH separation has become the talk of the town in China these days as the government unveils a list of 46 “pilot cities” which have been selected to build up a garbage sorting and processing system by 2020. Mandatory schemes on household garbage sorting have already emerged in metropolises like Shanghai in order to improve its recycling rates. 展开更多
关键词 China's WAR trash Creates MARKET EUROPEAN Green ENTERPRISES
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Simultaneous Saccharification and Fermentation of Alkali-Acid Pretreated Sugarcane Trash to Ethanol
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作者 Suthkamol Suttikul Vishnu Panphan Kitti Orasoon 《Journal of Environmental Science and Engineering(B)》 2015年第9期476-481,共6页
The Simultaneous Saccharification and Fermentation (SSF) of alkali-acid pretreated sugarcane trash to ethanol was optimized using commercial cellulase and Saccharomyces cerevisiae TISTR 5596 cells. Substrate concent... The Simultaneous Saccharification and Fermentation (SSF) of alkali-acid pretreated sugarcane trash to ethanol was optimized using commercial cellulase and Saccharomyces cerevisiae TISTR 5596 cells. Substrate concentration (12.5% w/v, 15% w/v, 17.5% w/v and 20% w/v), enzyme loading (25 FPU/g Dry Substrate (DS), 50 FPU/g DS and 75 FPU/g DS), and temperature (30 ~C, 35 ~C and 40 ~C) were evaluated. The SSF optimal conditions for alkali-acid pretreated sugarcane trash were 20% w/v of substrate concentration, enzyme loading 50 FPU/g DS, temperature 35 ~C, initial pH 5.0 and yeast inoculum 107 cells/mL. Under the above optimal conditions, ethanol concentration was possible to reach in the range between 50.14 g/L and 55.08 g/L at 96 hrs and 144 hrs, respectively. This study could establish the effective utilization of sugarcane trash for bioethanol production using optimized fermentation parameters. 展开更多
关键词 Cellulosic biomass simultaneous saccharification and fermentation sugarcane trash ethanol production.
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Optimization on Pretreatment and Enzymatic Hydrolysis of Sugarcane Trash for Ethanol Production
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作者 Teerapatr Srinorakutara Suthkamol Suttikul +2 位作者 Ekarat Butivate Vishnu Panphan Nassapat Boonvitthya 《Journal of Food Science and Engineering》 2014年第3期148-154,共7页
The present study was conducted for the optimization of pretreatment and enzymatic hydrolysis of lignocellulosic biomass (sugarcane trash), which is a renewable resource for the production of bioethanol. The pretrea... The present study was conducted for the optimization of pretreatment and enzymatic hydrolysis of lignocellulosic biomass (sugarcane trash), which is a renewable resource for the production of bioethanol. The pretreatment and enzymatic hydrolysis conditions including alkali (NaOH)/dilute acid (H2SO4), substrate and chemical concentration for pretreatment, enzyme dosage, pH, temperature and substrate concentration for hydrolysis were varied and evaluated for sugar and ethanol production at the end. The optimum condition was accomplished using 15% w/v DS of 0-2 mm sugarcane trash in size of particle. It was pretreated with two steps of 2% w/v NaOH autoclaving followed by 2% w/v H2SO4 autoclaving with washing step after pretreatment. An enzymatic hydrolysis was then performed using 15% w/v DS pretreated substrate, hydrolyzed with cellulase 50 filter paper unit (FPU)/g DS at 50 ℃ and pH 5. After incubating at 160 r for 48 h, 117.16 g/L reducing sugar was obtained. The achieved sugar after enzymatic hydrolysis was finally fermented to ethanol by Saccharomyces cerevisiae TISTR 5596, with concentration of 48.17 g/L ethanol or yield 0.509 g/g reducing sugars which was equal to 99.81% of theoretical yield. 展开更多
关键词 Cellulosic biomass pretreatment and enzymatic hydrolysis sugarcane trash ethanol production.
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Separating trash and solid materials from the wastewater ammonia stripping tower UASB biological oxidation pond processes for the treatment of the swine factory's wastewater
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作者 LU Xiu-guo ZHANG Pan RAO Ting LIU Yan 《Journal of Environmental Science and Engineering》 2009年第3期12-16,共5页
By making the use of the processes which includes separating trash and solid materials from the wastewater-ammonia stripping tower-UASB-biological oxidation pond, we have treated the wastewater which comes from the sw... By making the use of the processes which includes separating trash and solid materials from the wastewater-ammonia stripping tower-UASB-biological oxidation pond, we have treated the wastewater which comes from the swine factory. The treated wastewater can meet the primary standard of The People's Republic of China based on sewage discharge standards and the wastewater treatment project design contract (GBl8596-2001), and the effluent will be used as irrigation-water. We introduce this project including the quality of influent and effluent and the flow scheme, the statement of every part, the investment and the effect, etc. The operation indicated that this process has many merits such as the stability in operation-effect and the convenience in management. So it will provide some help for the similar wastewater treatment. 展开更多
关键词 separating trash and solid materials from wastewater ammonia stripping UASB biological oxidation pond the swine factory's wastewater
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Trash to Textiles
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作者 Lu Anqi 《ChinAfrica》 2016年第7期44-45,共2页
IF you thought empty plastic bottles were no more than an environmental hazard, think again. A South African factory is getting ready to transform these polluting irritants into glossy blankets and stuffing for pillow... IF you thought empty plastic bottles were no more than an environmental hazard, think again. A South African factory is getting ready to transform these polluting irritants into glossy blankets and stuffing for pillows, duvet, and other products. The Chinese-invested eco-friendly factory will also provide much-needed jobs in a country struggling with growing unemployment. On a chilly autumn day in Boksburg, a city some 30 km southeast of downtown Johannesburg, the blanket factory, located in the local industrial park, is warm and buzzing with the vibrations of indus- trial looms and knitting machines. 展开更多
关键词 trash to Textiles DTI
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Save plastic trash disaster:recycling fiber faces shuffle of the industry
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作者 Niu Fang Shen Da 《China Textile》 2017年第10期32-33,共2页
In recent years,with the concept of green development and the basic national policy of conserving resources and protecting the environment,China speeds up the construction of a resource-saving and environment-friendly... In recent years,with the concept of green development and the basic national policy of conserving resources and protecting the environment,China speeds up the construction of a resource-saving and environment-friendly society,and forms a new pattern of harmonious development of man and nature. 展开更多
关键词 RECYCLING SHUFFLE DISASTER polyester friendly recycled renewable protecting HARMONIOUS LISTED
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侧式进 出水口顶板扩张角对拦污栅断面流速分布影响规律研究
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作者 高学平 曾庆康 +1 位作者 朱洪涛 刘殷竹 《水利学报》 EI CSCD 北大核心 2024年第3期301-312,共12页
抽水蓄能电站侧式进出水口双向过流,其顶板扩张角的大小将直接影响拦污栅断面流速分布是否均匀,甚至出现反向流速。抽水蓄能电站设计规范将3°~5°作为侧式进出水口顶板扩张角的推荐范围,其依据是矩形渐扩管阻力系数最小的扩张... 抽水蓄能电站侧式进出水口双向过流,其顶板扩张角的大小将直接影响拦污栅断面流速分布是否均匀,甚至出现反向流速。抽水蓄能电站设计规范将3°~5°作为侧式进出水口顶板扩张角的推荐范围,其依据是矩形渐扩管阻力系数最小的扩张角度,但侧式进出水口体型较之复杂很多,因此有必要进一步探讨。本文以某侧式进出水口体型为研究对象,采用数值模拟方法,研究了11种角度的顶板扩张角对出流工况和进流工况拦污栅断面流速分布的影响。结果表明:在出流工况下,随着顶板扩张角的增大,中孔拦污栅断面的主流位置由居中部逐渐向底部降低,断面流速分布由上下基本对称趋于底部大上部小的上下不对称,当顶板扩张角较大时中孔拦污栅断面上部出现反向流速;随着顶板扩张角的增大,边孔拦污栅断面流速分布由基本均匀逐渐变为底部大上部小的不均匀分布;随着顶板扩张角的增大,中、边孔孔口流速不均匀系数均逐渐增大,但中孔拦污栅断面流速分布受顶板扩张角影响更大。在进流工况下,随着顶板扩张角的增大,中、边孔拦污栅断面流速分布及孔口流速不均匀系数均无明显影响。研究成果可为优化侧式进出水口设计提供指导。 展开更多
关键词 抽水蓄能电站 侧式进出水口 顶板扩张角 拦污栅断面流速 数值模拟
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Toxicological and Life-Cycle Perspectives on Waste-Derived Nanoparticles
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作者 Irshad Ahmad Md Fahimul Hassan Weqar Ahmad Siddiqui 《Journal of Materials Science and Chemical Engineering》 2024年第8期43-68,共26页
Many nanoparticles have been created over the last few decades using a variety of techniques and used to develop environmental technology, including water treatment, the detection of persistent contaminants, and soil ... Many nanoparticles have been created over the last few decades using a variety of techniques and used to develop environmental technology, including water treatment, the detection of persistent contaminants, and soil and water remediation. The studies of alternative inputs for nanoparticle production as well as the use of green synthesis techniques are driven by the field of materials science and engineering’s growing interest in increasing the sustainability of the processes involved in their production. In this paper, we begin by providing an overview of the fundamental principles of producing nanoparticles from different sources, such as plastic, electronic, metal, and industrial waste. We elaborate on key facts of waste identification as a workable input for the treatment and recovery of metal and carbon-based nanoparticles. We next go over several controlling factors that play a role in creating nanoparticles, pointing out probable conclusions as we go. Then, we show some instances of waste-derived nanoparticles used in a proof-of-concept experiment of technology for applications in water quality and safety. Before scaling up production and implementing waste-derived nanoparticles, there are several present problems from the toxicological and life-cycle perspectives that must be taken into account. 展开更多
关键词 Industrial Waste Plastic trash Metal Waste Carbon Nanoparticles Nanoparticle-Enabled Technologies Electronic-Waste
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压缩籽棉对棉籽破碎率及纤维品质的影响
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作者 魏喜梅 张莹洁 +2 位作者 张宏文 王军 王蒙 《纺织学报》 EI CAS CSCD 北大核心 2024年第10期39-47,共9页
为探究压缩对籽棉品质的影响因素与规律,以含水率、含杂率及压缩密度为试验因素,以棉籽破碎率、纤维长度、马克隆值、伸长率、反射率、黄度、整齐度、纤维强度为指标进行研究。结果表明:含水率、含杂率及压缩密度对棉籽破碎率影响显著(P... 为探究压缩对籽棉品质的影响因素与规律,以含水率、含杂率及压缩密度为试验因素,以棉籽破碎率、纤维长度、马克隆值、伸长率、反射率、黄度、整齐度、纤维强度为指标进行研究。结果表明:含水率、含杂率及压缩密度对棉籽破碎率影响显著(P<0.05),棉籽破碎率随压缩密度增大而增大,随含水率增加而降低;压缩密度仅对棉籽破碎率和反射率有显著影响(P<0.05);纤维长度随压缩密度、含水率增加而增加,随含杂率增加而减小;马克隆值随含杂率及含水率增加而增加,随压缩密度增加而减小;伸长率随含杂率增加而增加,随压缩密度及含水率增加而减小;反射率随压缩密度增大而增大,随含杂率增大而减小;黄度随含杂率增加而降低,随含水率增大而增大。 展开更多
关键词 纤维品质 棉籽破碎率 压缩密度 含水率 含杂率 机采籽棉
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转杯纺分梳排杂区气流场的多维数值模拟对比
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作者 张定眺 王倩茹 +1 位作者 邱芳 李凤艳 《纺织学报》 EI CAS CSCD 北大核心 2024年第10期64-71,共8页
为探讨转杯纺分梳排杂区二维与三维模型气流场数值模拟结果的准确度与差异性,采用COMSOL仿真模拟软件建立分梳排杂区的二维与三维几何模型,对气流场进行数值模拟并进行比较。结果表明:与二维模型模拟结果相比,三维模型输纤通道出口处速... 为探讨转杯纺分梳排杂区二维与三维模型气流场数值模拟结果的准确度与差异性,采用COMSOL仿真模拟软件建立分梳排杂区的二维与三维几何模型,对气流场进行数值模拟并进行比较。结果表明:与二维模型模拟结果相比,三维模型输纤通道出口处速度高,分梳腔速度、压强与湍动能分布更均匀,且排杂区的气流与湍动能分布结果更加准确;引入杂质颗粒后的运动结果也证明,三维模型中大部分杂质颗粒随气流运动及时排除,仅有少部分杂质进入输纤通道内,对流场细节和颗粒分布情况的模拟展现得更加准确直观,适合指导实际生产与优化转杯纺机构的设计。 展开更多
关键词 转杯纺 分梳排杂 数值模拟 气流场 三维模型 二维模型
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基于语音控制的智能垃圾桶设计与实现
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作者 李慧莹 曾凡欧 +3 位作者 黄宏泰 吕一诺 黄婧怡 任相花 《科技创新与应用》 2024年第28期135-138,共4页
该文基于STM32F103C8T6设计一款语音控制的智能垃圾桶系统,主要由数据处理模块、超声波测距模块、舵机驱动模块和语音识别模块构成。系统以单片机为核心,运用语音识别传感器采集声音信息,通过逻辑处理,单片机能够智能地下达指令,实现对... 该文基于STM32F103C8T6设计一款语音控制的智能垃圾桶系统,主要由数据处理模块、超声波测距模块、舵机驱动模块和语音识别模块构成。系统以单片机为核心,运用语音识别传感器采集声音信息,通过逻辑处理,单片机能够智能地下达指令,实现对垃圾桶盖子的差异化控制。通过实验操作,验证系统在语音识别、传感器准确度以及音量控制方面具有良好的性能。该设计系统结构简单、易于操作且性能稳定,为垃圾管理提供一种便捷的方式,使用户可以轻松进行垃圾分类和处理。此外,语音控制技术还减少用户需要触摸垃圾桶的机会,从而降低交叉感染的风险。 展开更多
关键词 单片机 智能垃圾桶 语音识别模块 舵机驱动 方案设计
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基于YOLOv5改进算法的海洋水下垃圾检测方法
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作者 庞梅 汪珙 +1 位作者 詹泳 黄哲法 《计算机与现代化》 2024年第7期120-126,共7页
针对水下图像采集存在的光线不足、低分辨率、物体识别不清和小目标较多等局限性导致现有的目标检测算法效果不佳的问题,提出一种基于YOLOv5改进的水下垃圾目标检测算法,以达到更快速更准确地检测和清除海洋水下塑料垃圾的目标。所提算... 针对水下图像采集存在的光线不足、低分辨率、物体识别不清和小目标较多等局限性导致现有的目标检测算法效果不佳的问题,提出一种基于YOLOv5改进的水下垃圾目标检测算法,以达到更快速更准确地检测和清除海洋水下塑料垃圾的目标。所提算法使用限制对比度自适应直方图均衡化CLAHE预处理方法来增强数据特征,降低特征提取的难度,提高检测精度;引入无参注意力机制SimAM和更换轻量级卷积方法GSConv,在增强网络提取能力的同时减少模型计算量;同时增加多尺度特征融合检测,解决水下垃圾碎屑小目标定位困难的问题。基于自建的真实水下环境垃圾数据集MarineTrash对改进的算法进行充分实验,结果表明,改进的方法具有良好的表现,其中精度提高了4.3个百分点,mAP提高了3.5个百分点,GFLOPs降低了0.3,模型权重仅为13.9 MB,比基线降低了0.6 MB。基于YOLOv5改进的水下垃圾检测算法的研究对于在自主式水下机器人(AUVs)中部署安装探测器,以实现对海洋水下垃圾的检测和自动清除,维护海洋生态系统提供了充分的技术支撑。 展开更多
关键词 目标检测 水下垃圾 多尺度特征融合 YOLOv5 GSConv SimAM
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作者 B.别切伊金 徐乐(译) 《俄罗斯文艺》 CSSCI 北大核心 2010年第3期107-115,共9页
我们是垃圾的孩子。 这是我们的熟人。安德烈·维塔利耶维奇和萨什卡,父亲和儿子。前者是一位四十岁上下的男子,身穿一套运动针织衫在溜达,当年这套服装曾经是蓝色的,而如今则布满了褪色的浅蓝色斑点。圆领衫的袖子皱皱巴巴,... 我们是垃圾的孩子。 这是我们的熟人。安德烈·维塔利耶维奇和萨什卡,父亲和儿子。前者是一位四十岁上下的男子,身穿一套运动针织衫在溜达,当年这套服装曾经是蓝色的,而如今则布满了褪色的浅蓝色斑点。圆领衫的袖子皱皱巴巴,也没有被熨平,挺着个跟茶炊一般圆滚滚的肚子, 展开更多
关键词 小说 文学作品 现代文学 trash
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大倾角拦污栅墩一次成型悬吊式滑模的研制 被引量:1
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作者 吴世然 张珂 《水电与新能源》 2024年第3期50-53,共4页
为解决老挝南公1水电站大倾角拦污栅墩混凝土快速施工的难题,对传统施工方案进行了改进,创新设计出一次成型悬吊式滑模系统。本系统采用钢筋一次性绑扎就位,滑模与栅槽轨道安装同步进行,取消栅槽二期混凝土浇筑,实现滑模一体成型。一次... 为解决老挝南公1水电站大倾角拦污栅墩混凝土快速施工的难题,对传统施工方案进行了改进,创新设计出一次成型悬吊式滑模系统。本系统采用钢筋一次性绑扎就位,滑模与栅槽轨道安装同步进行,取消栅槽二期混凝土浇筑,实现滑模一体成型。一次成型悬吊式滑模系统的成功施工,工期大为缩短、成本节约显著;浇筑的混凝土质量明显提高。可供大倾角结构混凝土工程施工参考。 展开更多
关键词 大倾角结构 拦污栅墩 混凝土浇筑 悬吊式滑模
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基于机器视觉的景区智能垃圾桶设计
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作者 郑宜健 孟小源 +1 位作者 申文元 陈广庆 《机械设计》 CSCD 北大核心 2024年第S01期43-50,共8页
随着我国经济快速发展,人们的生活水平不断提高,假期出游成为了首选,进而导致了越来越多的景区垃圾的产生,引发很多问题。为了解决垃圾外溢污染、垃圾难以正确分类及无接触扔垃圾的问题,设计了一种可进行垃圾分类与满溢报警等功能的智... 随着我国经济快速发展,人们的生活水平不断提高,假期出游成为了首选,进而导致了越来越多的景区垃圾的产生,引发很多问题。为了解决垃圾外溢污染、垃圾难以正确分类及无接触扔垃圾的问题,设计了一种可进行垃圾分类与满溢报警等功能的智能垃圾桶,主要包括硬件电路设计与垃圾识别模型。智能垃圾桶应用光电开关与推杆电机的配合,当人靠近时,光电开关控制推杆电机推动垃圾桶桶盖打开,通过计算选定了推杆电机的型号为LA-T8-12-15-100/155-64;运用超声波传感器检测桶盖与桶内垃圾的距离,距离小于设定的距离时,通过GSM短信报警模块进行短信通知;运用OpenMV来进行垃圾分类,使用不同的设备采集每一类垃圾的数据集来训练模型,最后,通过Softmax激励函数将分类值转换成概率值;为了避免数据集样本过少导致的过拟合现象,采取了迁移学习和数据增强的方法,该方法训练出来的模型在OpenMVIDE软件中进行仿真试验,识别准确率达到90%以上,结果表明,可以有效地进行垃圾分类。经过原型机测试以上功能均可实现。 展开更多
关键词 机器视觉 垃圾分类 深度学习 卷积神经网络 智能垃圾桶
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