CN116571330A - An intelligent production dry-mixed mortar device and its manufacturing method - Google Patents

An intelligent production dry-mixed mortar device and its manufacturing method Download PDF

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Publication number
CN116571330A
CN116571330A CN202310535154.XA CN202310535154A CN116571330A CN 116571330 A CN116571330 A CN 116571330A CN 202310535154 A CN202310535154 A CN 202310535154A CN 116571330 A CN116571330 A CN 116571330A
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sand
conveying
dry
making machine
convolution
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CN116571330B (en
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戴高乐
高正平
戴晓凰
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Jiangsu Letong Color Industry Technology Development Co ltd
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Jiangsu Letong Color Industry New Building Materials Co ltd
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B02CRUSHING, PULVERISING, OR DISINTEGRATING; PREPARATORY TREATMENT OF GRAIN FOR MILLING
    • B02CCRUSHING, PULVERISING, OR DISINTEGRATING IN GENERAL; MILLING GRAIN
    • B02C19/00Other disintegrating devices or methods
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B02CRUSHING, PULVERISING, OR DISINTEGRATING; PREPARATORY TREATMENT OF GRAIN FOR MILLING
    • B02CCRUSHING, PULVERISING, OR DISINTEGRATING IN GENERAL; MILLING GRAIN
    • B02C23/00Auxiliary methods or auxiliary devices or accessories specially adapted for crushing or disintegrating not provided for in preceding groups or not specially adapted to apparatus covered by a single preceding group
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B07SEPARATING SOLIDS FROM SOLIDS; SORTING
    • B07CPOSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
    • B07C5/00Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
    • B07C5/34Sorting according to other particular properties
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02WCLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO WASTEWATER TREATMENT OR WASTE MANAGEMENT
    • Y02W30/00Technologies for solid waste management
    • Y02W30/50Reuse, recycling or recovery technologies
    • Y02W30/91Use of waste materials as fillers for mortars or concrete

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  • Engineering & Computer Science (AREA)
  • Food Science & Technology (AREA)
  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)

Abstract

本发明公开了一种智能生产干混砂浆装置及制造方法,包括输送装置,所述输送装置用于物料的投放,将物料运转至制砂机内的作用;制砂机,所述制砂机用于制备干砂的作用;传送装置,所述传送装置用于制备好的干砂的转运作用;回收仓和储存仓,所述回收仓用于不合格干砂的回收作用,所述储存仓用于合格干砂的存储作用,所述回收仓位于传送装置输出端的下方,所述储存仓位于回收仓的左侧;所述制砂机设置在输送装置输出端的下方,所述传送装置设置在制砂机输出端的下方;所述传送装置的上端设有摄像装置,所述摄像装置用于干砂的检测和识别作用。

The invention discloses an intelligent production dry-mixed mortar device and a manufacturing method, including a conveying device, the conveying device is used for feeding materials, and the function of transferring the materials into the sand making machine; the sand making machine, the sand making machine Used for the function of preparing dry sand; the conveying device, which is used for the transfer of prepared dry sand; the recovery bin and storage bin, the recovery bin is used for the recovery of unqualified dry sand, and the storage bin For the storage of qualified dry sand, the recovery bin is located below the output end of the conveyor, and the storage bin is located on the left side of the recovery bin; the sand making machine is set under the output end of the conveyor, and the conveyor is set on The bottom of the output end of the sand making machine; the upper end of the conveying device is provided with a camera device, and the camera device is used for detection and identification of dry sand.

Description

一种智能生产干混砂浆装置及其制造方法An intelligent production dry-mixed mortar device and its manufacturing method

技术领域technical field

本发明涉及干混砂浆的制造装置和制造方法,尤其涉及一种智能生产干混砂浆装置及其制造方法。The invention relates to a dry-mixed mortar manufacturing device and a manufacturing method, in particular to an intelligent production dry-mixed mortar device and a manufacturing method thereof.

背景技术Background technique

干砂是建筑材料中必不可少的材料,由于环境保护的需要,国家管控河沙的采集,造成干砂材料的稀缺,而现有技术中通过制砂机来生产人工干砂,而现有技术中制砂机由于长时间运转下,设备生产出来的干砂规格达不到要求,掺杂着不同规格的干砂,而停机检修调整参数,造成经济损失较大,污染环境的同时也造成了资源的浪费,因此需要设计一种智能化的制造干砂的设备以解决以上问题。Dry sand is an indispensable material in building materials. Due to the needs of environmental protection, the state controls the collection of river sand, resulting in the scarcity of dry sand materials. In the prior art, artificial dry sand is produced by sand making machines, while the existing Due to the long-term operation of the sand making machine in the technology, the specifications of the dry sand produced by the equipment cannot meet the requirements, and are mixed with dry sand of different specifications, and the parameters are shut down for maintenance and adjustment, resulting in large economic losses and polluting the environment. Therefore, it is necessary to design an intelligent dry sand manufacturing equipment to solve the above problems.

发明内容Contents of the invention

为了克服现有技术的不足,本发明提供了一种智能生产干混砂浆装置及其制造方法。In order to overcome the deficiencies of the prior art, the invention provides an intelligent dry-mixed mortar production device and a manufacturing method thereof.

本发明采用如下技术方案实现:一种智能生产干混砂浆装置,包括输送装置,所述输送装置用于物料的投放,将物料运转至制砂机内的作用;The present invention is realized by the following technical solutions: an intelligent dry-mixed mortar production device, including a conveying device, which is used for feeding materials and transporting materials into the sand making machine;

制砂机,所述制砂机用于制备干砂的作用;A sand making machine, the sand making machine is used to prepare dry sand;

传送装置,所述传送装置用于制备好的干砂的转运作用;Conveying device, the conveying device is used for the transfer function of the prepared dry sand;

回收仓和储存仓,所述回收仓用于不合格干砂的回收作用,所述储存仓用于合格干砂的存储作用,所述回收仓位于传送装置输出端的下方,所述储存仓位于回收仓的左侧;A recycling bin and a storage bin, the recycling bin is used for the recovery of unqualified dry sand, the storage bin is used for the storage of qualified dry sand, the recycling bin is located below the output end of the conveying device, and the storage bin is located at the recovery the left side of the bin;

所述制砂机设置在输送装置输出端的下方,所述传送装置设置在制砂机输出端的下方;The sand making machine is arranged below the output end of the conveying device, and the conveying device is arranged below the output end of the sand making machine;

所述传送装置的上端设有摄像装置,所述摄像装置和电脑端远程连接用于干砂的智能检测和算法判别模块的判别,以便于将不合格的干砂进行分拣回收。The upper end of the conveying device is provided with a camera device, and the camera device is remotely connected to the computer terminal for the intelligent detection of dry sand and the discrimination of the algorithm judgment module, so as to sort and recycle the unqualified dry sand.

所述输送装置包括输料管道,所述输料管道倾斜布置,所述输料管道的下端设有多个支撑柱,所述支撑柱固定在输料管道的外周壁底端;The conveying device includes a conveying pipeline, the conveying pipeline is arranged obliquely, and a plurality of supporting columns are arranged at the lower end of the conveying pipeline, and the supporting columns are fixed on the bottom end of the peripheral wall of the conveying pipeline;

所述输料管道内部设有输送绞龙,所述输料管道较高的一端设有输料电机,较低的一端设有投料斗,所述投料斗与输料管道内部相连通,所述输送绞龙的一端与输料电机的输出端相连,输料电机驱动输送绞龙转动;The conveying auger is arranged inside the conveying pipeline, the higher end of the conveying pipeline is provided with a conveying motor, and the lower end is provided with a feeding hopper, and the feeding hopper communicates with the inside of the conveying pipeline. One end of the conveying auger is connected to the output end of the conveying motor, and the conveying motor drives the conveying auger to rotate;

所述输料管道较高得一端设有下料管,所述下料管与输料管道相连通。The higher end of the feeding pipeline is provided with a feeding pipe, and the feeding pipe is connected with the feeding pipeline.

所述制砂机包括设备支架和制砂机主体,所述制砂机主体固定在设备支架上,固定安所述制砂机主体顶部设有进料斗,所述设备支架上端两侧安装有护栏;The sand making machine includes an equipment support and a main body of the sand making machine. The main body of the sand making machine is fixed on the equipment support. guardrail;

所述设备支架底部两侧安装有工字钢,所述工字钢上均设有驱动电机,所述驱动电机驱动制砂机主体运转;I-beams are installed on both sides of the bottom of the equipment support, and drive motors are provided on the I-beams, and the drive motors drive the main body of the sand making machine to run;

所述设备支架下端两侧对称设有支撑腿,所述制砂机主体底部设有排料口,所述排料口上设有检修盖,所述支撑腿下端设有支撑座,所述制砂机放置在支撑座上,并与之固定连接;Support legs are symmetrically arranged on both sides of the lower end of the equipment support, a discharge port is provided at the bottom of the main body of the sand making machine, an inspection cover is provided on the discharge port, and a support seat is provided at the lower end of the support leg. The machine is placed on the support base and fixedly connected with it;

所述设备支架和制砂机主体之间设有吊装架;A hoisting frame is provided between the equipment support and the main body of the sand making machine;

所述排料口下端设有下料装置。A feeding device is provided at the lower end of the discharge port.

所述下料装置包括下料通道,所述下料通道的右侧上端设有阀门,所述阀门一端与排料口固定连接,另一端与下料通道相连通;The feeding device includes a feeding channel, a valve is provided at the upper right side of the feeding channel, one end of the valve is fixedly connected to the discharge port, and the other end is connected to the feeding channel;

所述下料通道内部设有输送螺旋叶,所述输送螺旋叶水平布置在下料通道内,所述输送螺旋叶的一端设有轴承,所述轴承固定在下料通道内壁上;The inside of the feeding channel is provided with a conveying screw blade, and the conveying screw blade is horizontally arranged in the feeding channel, and one end of the conveying screw blade is provided with a bearing, and the bearing is fixed on the inner wall of the feeding channel;

所述下料通道外部右侧壁上设有下料电机,所述下料电机的输出端与输送螺旋叶的一端固定连接;A blanking motor is provided on the outer right side wall of the blanking channel, and the output end of the blanking motor is fixedly connected to one end of the conveying screw blade;

所述下料通道的左侧下端设有下料口。A discharge port is provided at the left lower end of the discharge channel.

所述摄像装置包括相机支架,所述相机支架固定在左侧支撑座的侧壁上,所述相机支架的左侧下方设有摄像机。The camera device includes a camera bracket, the camera bracket is fixed on the side wall of the left support base, and a video camera is arranged under the left side of the camera bracket.

所述传送装置包括从动轮和主动轮,所述从动轮和主动轮上设有传送带,所述传送带将从动轮和主动轮相连接,所述主动轮的侧边设有传送电机,所述传送电机上皮带,所述皮带将传送电机和主动轮相连接。The transmission device includes a driven wheel and a driving wheel, the driven wheel and the driving wheel are provided with a conveyor belt, and the conveyor belt connects the driven wheel and the driving wheel, and the side of the driving wheel is provided with a transmission motor. A belt is attached to the motor, and the belt is connected to the transmission motor and the driving wheel.

所述回收仓的顶部设有斜板,所述斜板的下表面设有铰接座,所述回收仓内部的左侧壁上设有铰接支座,所述铰接支座上设有铰接座,所述铰接座上设有液压撑杆,所述液压撑杆一端通过铰接座固定在铰接支座上,另一端通过铰接座固定在斜板的下端。The top of the recovery bin is provided with a slant plate, the lower surface of the slant plate is provided with a hinged seat, the left side wall inside the recovery bin is provided with a hinged support, and the hinged support is provided with a hinged seat, A hydraulic strut is arranged on the hinged seat, one end of the hydraulic strut is fixed on the hinged support through the hinged seat, and the other end is fixed on the lower end of the inclined plate through the hinged seat.

一种利用智能生产干混砂浆装置生产干混砂浆的制造方法,包括如下步骤:A method for producing dry-mixed mortar using an intelligent dry-mixed mortar production device, comprising the following steps:

步骤一:将原料投入投料斗中,利用输送装置将原料输送至制砂机中;Step 1: Put the raw materials into the hopper, and use the conveying device to transport the raw materials to the sand making machine;

步骤二:原料从制砂机上端的进料斗中投入制砂机主体内,驱动电机启动将原料在制砂机主体内破碎、碾压制成相应规格的干砂;Step 2: The raw material is put into the main body of the sand making machine from the feeding hopper at the upper end of the sand making machine, and the driving motor is started to crush and roll the raw materials in the main body of the sand making machine to make dry sand of corresponding specifications;

步骤三:干砂从排料口排出,阀门打开,落入下料装置中,下料装置上的下料电机启动,带动输送螺旋叶转动,将干砂从下料口排送至传送装置上;Step 3: The dry sand is discharged from the discharge port, the valve is opened, and it falls into the discharge device. The discharge motor on the discharge device starts to drive the conveying screw to rotate, and the dry sand is discharged from the discharge port to the conveying device. ;

步骤五:干砂落入传送带上,摄像机对干砂进行高速摄像检验,进行智能算法模块的判别;若干砂符合规格,设备正常运转,传送带将干砂运送至回收仓上的斜板上,经由斜板落入储存仓内;若干砂不符合规格,回收仓内部的液压撑杆启动,将斜板往回收,阀门关闭,传送带将干砂传送至回收仓内;Step 5: The dry sand falls on the conveyor belt, and the camera performs a high-speed camera inspection on the dry sand to judge the intelligent algorithm module; some sand meets the specifications, and the equipment is operating normally, and the conveyor belt transports the dry sand to the inclined plate on the recycling bin. The inclined plate falls into the storage bin; some sand does not meet the specifications, the hydraulic strut inside the recovery bin is activated, the inclined plate is recovered, the valve is closed, and the conveyor belt conveys the dry sand to the recovery bin;

步骤六:根据摄像机拍摄的情况,调整驱动电机参数来进行下一次的制砂作业。Step 6: According to the situation captured by the camera, adjust the driving motor parameters to carry out the next sand making operation.

相比现有技术,本发明在工作中,通过摄像机的高速拍摄制备干砂的情况,智能化调整制砂机和其余设备参数,又通过巧妙的设计了回收仓回收不合格的干砂,从而达到不停运的情况下,生产出所需的干砂规格,避免资源浪费和污染环境,智能化程度高且节能环保。Compared with the prior art, the present invention uses the high-speed shooting of the camera to prepare dry sand during work, intelligently adjusts the parameters of the sand making machine and other equipment, and recycles the unqualified dry sand through the ingenious design of the recovery bin, thereby Under the condition of non-stop operation, the required dry sand specifications can be produced to avoid waste of resources and environmental pollution. It is highly intelligent, energy-saving and environmentally friendly.

本发明的干砂落入传送带上,摄像机对干砂进行高速摄像检验,进行智能算法的干砂判别,突出的创新点在于:引入矩阵Qd(m,n)(m,n=0,1,2,…,L-1)表示m和n两个像素的灰度值概率来表征砂石的纹理特征,选取的特征参数更为敏感,特征提取精度更高,覆盖范围更广,适合在复杂干砂生产环境下对砂型的识别;采用深度可分卷积+改进迁移算法获取沙型分类器Gy种类划分,相比神经网络算法和支持向量机学习算法识别的准确率提高了18.6%,在网络维度降低的同时去除了样本的噪声,分类效果更好;且上述算法的引入带来的另一个好处是通过智能判断生产出所需的干砂规格,降低了制砂过程中不必要的浪费,以及降低了生产过程中带来的大量粉尘给环境带来的危害。The dry sand of the present invention falls on the conveyor belt, and the camera performs high-speed camera inspection on the dry sand, and performs the dry sand discrimination of the intelligent algorithm. The outstanding innovation point is: the introduction of the matrix Q d (m,n)(m,n=0,1 ,2,...,L-1) represent the gray value probability of two pixels m and n to characterize the texture features of sand and gravel, the selected feature parameters are more sensitive, the feature extraction accuracy is higher, and the coverage is wider, which is suitable for Recognition of sand types in a complex dry sand production environment; using depth-separable convolution + improved migration algorithm to obtain the classification of sand type classifier Gy, the accuracy of recognition is increased by 18.6% compared with neural network algorithms and support vector machine learning algorithms, The noise of the sample is removed while the network dimension is reduced, and the classification effect is better; and another benefit brought by the introduction of the above algorithm is that the required dry sand specification can be produced through intelligent judgment, which reduces unnecessary waste in the sand making process. Waste, and reduce the harm to the environment caused by a large amount of dust brought in the production process.

附图说明Description of drawings

图1是本发明智能生产干混砂浆装置整体结构示意图;Fig. 1 is a schematic diagram of the overall structure of the intelligent production dry-mixed mortar device of the present invention;

图2是本发明输送装置结构示意图;Fig. 2 is the structural representation of conveying device of the present invention;

图3是本发明制砂装置结构示意图;Fig. 3 is a schematic structural view of the sand making device of the present invention;

图4是本发明下料装置结构示意图;Fig. 4 is a schematic structural view of the blanking device of the present invention;

图5是本发明回收仓内部结构示意图;Fig. 5 is a schematic diagram of the internal structure of the recovery bin of the present invention;

图6是本发明传送装置结构示意图;Fig. 6 is a structural schematic diagram of the conveying device of the present invention;

图7是本发明砂石图像处理图;Fig. 7 is a sandstone image processing diagram of the present invention;

图8是本发明砂型识别算法处理流程图。Fig. 8 is a flow chart of the processing of the sand type identification algorithm of the present invention.

图中:1、输送装置;11、投料斗;12、输料管道;13、输料电机;14、下料管;15、支撑柱;16、输送绞龙;2、制砂机;20、吊装架;21、进料斗;22、制砂机主体;23、护栏;24、设备支架;25、驱动电机;26、支撑座;27、工字钢;28、支撑腿;29、排料口;291、检修盖;3、下料装置;31、阀门;32、下料通道;33、输送螺旋叶;34、下料口;35、下料电机;4、摄像机;41、相机支架;5、传送装置;51、传送带;52、从动轮;53、主动轮;54、皮带;55、传送电机;6、回收仓;61、斜板;62、铰接座;63、容置腔;64、液压撑杆;65、铰接支座;7、储存仓。In the figure: 1, conveying device; 11, feeding hopper; 12, feeding pipeline; 13, feeding motor; 14, feeding pipe; 15, support column; 16, conveying auger; 2, sand making machine; 20, Hoisting frame; 21. Feeding hopper; 22. Main body of sand making machine; 23. Guardrail; 24. Equipment support; 25. Driving motor; 26. Support seat; 27. I-beam; 28. Supporting legs; 291, inspection cover; 3, feeding device; 31, valve; 32, feeding channel; 33, conveying screw blade; 34, feeding port; 35, feeding motor; 4, camera; 41, camera bracket; 5. Transmission device; 51. Conveyor belt; 52. Driven wheel; 53. Driving wheel; 54. Belt; 55. Transmission motor; , hydraulic strut; 65, hinged support; 7, storage bin.

具体实施方式Detailed ways

下面,结合附图以及具体实施方式,对本发明做进一步描述,需要说明的是,在不相冲突的前提下,以下描述的各实施例之间或各技术特征之间可以任意组合形成新的实施例。Below, the present invention will be further described in conjunction with the accompanying drawings and specific implementation methods. It should be noted that, under the premise of not conflicting, the various embodiments described below or the technical features can be combined arbitrarily to form new embodiments. .

如图1-5所示的一种智能生产干混砂浆装置,其特征在于:包括输送装置1,所述输送装置1用于物料的投放,将物料运转至制砂机2内的作用;An intelligent production dry-mixed mortar device as shown in Figure 1-5 is characterized in that it includes a conveying device 1, which is used for feeding materials and transporting materials to the sand making machine 2;

制砂机2,所述制砂机2用于制备干砂的作用;Sand making machine 2, described sand making machine 2 is used for the effect of preparing dry sand;

传送装置5,所述传送装置5用于制备好的干砂的转运作用;Conveying device 5, described conveying device 5 is used for the transshipment function of prepared dry sand;

回收仓6和储存仓7,所述回收仓6用于不合格干砂的回收作用,所述储存仓7用于合格干砂的存储作用,所述回收仓6位于传送装置5输出端的下方,所述储存仓7位于回收仓6的左侧;A recovery bin 6 and a storage bin 7, the recovery bin 6 is used for the recovery of unqualified dry sand, the storage bin 7 is used for the storage of qualified dry sand, the recovery bin 6 is located below the output end of the conveyor 5, The storage bin 7 is located on the left side of the recovery bin 6;

所述制砂机2设置在输送装置1输出端的下方,所述传送装置5设置在制砂机2输出端的下方;The sand making machine 2 is arranged below the output end of the conveying device 1, and the conveying device 5 is arranged below the output end of the sand making machine 2;

所述传送装置5的上端设有摄像装置,所述摄像装置和电脑端远程连接用于干砂的智能检测和算法判别,以便于将不合格的干砂进行分拣回收。The upper end of the conveying device 5 is provided with a camera device, and the camera device is remotely connected to the computer terminal for intelligent detection and algorithm judgment of dry sand, so as to sort and recycle unqualified dry sand.

所述输送装置1包括输料管道12,所述输料管道12倾斜布置,所述输料管道12的下端设有多个支撑柱15,所述支撑柱15固定在输料管道12的外周壁底端;The conveying device 1 includes a delivery pipeline 12, the delivery pipeline 12 is arranged obliquely, the lower end of the delivery pipeline 12 is provided with a plurality of support columns 15, and the support columns 15 are fixed on the outer peripheral wall of the delivery pipeline 12 bottom;

所述输料管道12内部设有输送绞龙16,所述输料管道12较高的一端设有输料电机13,较低的一端设有投料斗11,所述投料斗11与输料管道12内部相连通,所述输送绞龙16的一端与输料电机13的输出端相连,输料电机13驱动输送绞龙16转动;The inside of the delivery pipeline 12 is provided with a delivery auger 16, the higher end of the delivery pipeline 12 is provided with a delivery motor 13, and the lower end is provided with a feeding hopper 11, and the feeding hopper 11 is connected to the delivery pipeline. 12 is internally connected, and one end of the conveying auger 16 is connected to the output end of the feeding motor 13, and the feeding motor 13 drives the conveying auger 16 to rotate;

所述输料管道12较高得一端设有下料管14,所述下料管14与输料管道12相连通。The higher end of the feeding pipeline 12 is provided with a feeding pipe 14 , and the feeding pipe 14 communicates with the feeding pipeline 12 .

所述制砂机2包括设备支架24和制砂机主体22,所述制砂机主体22固定在设备支架24上,固定安所述制砂机主体22顶部设有进料斗21,所述设备支架24上端两侧安装有护栏23;The sand making machine 2 includes an equipment support 24 and a sand making machine main body 22. The sand making machine main body 22 is fixed on the equipment support 24, and the top of the sand making machine main body 22 is fixed with a feed hopper 21. Guardrails 23 are installed on both sides of the upper end of the equipment support 24;

所述设备支架24底部两侧安装有工字钢27,所述工字钢27上均设有驱动电机25,所述驱动电机25驱动制砂机主体22运转;I-beams 27 are installed on both sides of the bottom of the equipment support 24, and drive motors 25 are arranged on the I-beams 27, and the drive motors 25 drive the sand making machine main body 22 to run;

所述设备支架24下端两侧对称设有支撑腿28,所述制砂机主体22底部设有排料口29,所述排料口29上设有检修盖291,所述支撑腿28下端设有支撑座26,所述制砂机2放置在支撑座26上,并与之固定连接;Both sides of the lower end of the equipment bracket 24 are symmetrically provided with supporting legs 28, the bottom of the main body 22 of the sand making machine is provided with a discharge port 29, the discharge port 29 is provided with an inspection cover 291, and the lower end of the support leg 28 is provided with a There is a support base 26, and the sand making machine 2 is placed on the support base 26 and fixedly connected with it;

所述设备支架24和制砂机主体22之间设有吊装架20;A hoisting frame 20 is provided between the equipment support 24 and the main body 22 of the sand making machine;

所述排料口29下端设有下料装置3。The lower end of the discharge port 29 is provided with a feeding device 3 .

所述下料装置3包括下料通道32,所述下料通道32的右侧上端设有阀门31,所述阀门31一端与排料口29固定连接,另一端与下料通道32相连通;The blanking device 3 includes a blanking channel 32, the upper end of the right side of the blanking channel 32 is provided with a valve 31, one end of the valve 31 is fixedly connected to the discharge port 29, and the other end communicates with the blanking channel 32;

所述下料通道32内部设有输送螺旋叶33,所述输送螺旋叶33水平布置在下料通道32内,所述输送螺旋叶33的一端设有轴承,所述轴承固定在下料通道32内壁上;The inside of the feeding channel 32 is provided with a conveying screw blade 33, and the conveying screw blade 33 is horizontally arranged in the feeding channel 32. One end of the conveying screw blade 33 is provided with a bearing, and the bearing is fixed on the inner wall of the feeding channel 32. ;

所述下料通道32外部右侧壁上设有下料电机35,所述下料电机35的输出端与输送螺旋叶33的一端固定连接;A blanking motor 35 is provided on the outer right side wall of the blanking channel 32, and the output end of the blanking motor 35 is fixedly connected with one end of the conveying screw blade 33;

所述下料通道32的左侧下端设有下料口34。A discharge port 34 is provided at the left lower end of the discharge channel 32 .

所述摄像装置包括相机支架41,所述相机支架41固定在左侧支撑座26的侧壁上,所述相机支架41的左侧下方设有摄像机4。The camera device includes a camera bracket 41 , the camera bracket 41 is fixed on the side wall of the left support base 26 , and the camera 4 is arranged on the left side of the camera bracket 41 .

所述传送装置5包括从动轮52和主动轮53,所述从动轮52和主动轮53上设有传送带51,所述传送带51将从动轮52和主动轮53相连接,所述主动轮53的侧边设有传送电机55,所述传送电机55上皮带54,所述皮带54将传送电机55和主动轮53相连接。Described transmission device 5 comprises driven wheel 52 and driving wheel 53, and described driven wheel 52 and driving wheel 53 are provided with conveyor belt 51, and described conveyor belt 51 is connected driven wheel 52 and driving wheel 53, and the driving wheel 53 A transmission motor 55 is arranged on the side, and a belt 54 is attached to the transmission motor 55 , and the belt 54 connects the transmission motor 55 and the driving wheel 53 .

所述回收仓6的顶部设有斜板61,所述斜板61的下表面设有铰接座62,所述回收仓6内部的左侧壁上设有铰接支座65,所述铰接支座65上设有铰接座62,所述铰接座62上设有液压撑杆64,所述液压撑杆64一端通过铰接座62固定在铰接支座65上,另一端通过铰接座62固定在斜板61的下端。The top of the recovery bin 6 is provided with a slant plate 61, the lower surface of the slant plate 61 is provided with a hinged seat 62, and the left side wall inside the recovery bin 6 is provided with a hinged support 65, the hinged support 65 is provided with a hinged seat 62, the hinged seat 62 is provided with a hydraulic strut 64, one end of the hydraulic strut 64 is fixed on the hinged support 65 through the hinged seat 62, and the other end is fixed on the inclined plate through the hinged seat 62 61 lower end.

一种利用智能生产干混砂浆装置生产干混砂浆的制造方法,包括如下步骤:A method for producing dry-mixed mortar using an intelligent dry-mixed mortar production device, comprising the following steps:

步骤一:将原料投入投料斗11中,利用输送装置1将原料输送至制砂机2中;Step 1: Put the raw materials into the hopper 11, and use the conveying device 1 to transport the raw materials to the sand making machine 2;

步骤二:原料从制砂机2上端的进料斗21中投入制砂机主体22内,驱动电机25启动将原料在制砂机主体22内破碎、碾压制成相应规格的干砂;Step 2: The raw material is put into the main body 22 of the sand making machine from the feeding hopper 21 at the upper end of the sand making machine 2, and the driving motor 25 is started to crush and roll the raw material in the main body 22 of the sand making machine to make dry sand of corresponding specifications;

步骤三:干砂从排料口29排出,阀门31打开,落入下料装置3中,下料装置3上的下料电机35启动,带动输送螺旋叶33转动,将干砂从下料口34排送至传送装置5上;Step 3: The dry sand is discharged from the discharge port 29, the valve 31 is opened, and falls into the unloading device 3, the unloading motor 35 on the unloading device 3 is started, and the conveying screw blade 33 is driven to rotate, and the dry sand is discharged from the unloading port 34 is sent on the conveying device 5;

步骤五:干砂落入传送带51上,摄像机4对干砂进行高速摄像检验,进行智能算法模块的判别;若干砂符合规格,设备正常运转,传送带51将干砂运送至回收仓6上的斜板61上,经由斜板61落入储存仓7内;若干砂不符合规格,回收仓6内部的液压撑杆64启动,将斜板61往回收,阀门31关闭,传送带51将干砂传送至回收仓6内;Step 5: The dry sand falls onto the conveyor belt 51, and the camera 4 conducts a high-speed camera inspection on the dry sand to distinguish the intelligent algorithm module; some sand meets the specifications, and the equipment is operating normally, and the conveyor belt 51 transports the dry sand to the ramp on the recovery bin 6. If some sand does not meet the specifications, the hydraulic strut 64 inside the recovery bin 6 will be activated to recover the inclined plate 61, the valve 31 will be closed, and the conveyor belt 51 will transfer the dry sand to Inside the recovery bin 6;

步骤六:根据摄像机4拍摄的情况,调整驱动电机25参数来进行下一次的制砂作业。Step 6: According to the situation captured by the camera 4, adjust the parameters of the driving motor 25 to carry out the next sand making operation.

上述步骤五中,干砂落入传送带51上,摄像机4对干砂进行高速摄像检验,进行智能算法模块的判别的具体过程为:In the above step five, the dry sand falls on the conveyor belt 51, and the camera 4 performs high-speed camera inspection on the dry sand, and the specific process for the discrimination of the intelligent algorithm module is as follows:

1.参数随机初始化;1. Random initialization of parameters;

2.选取沙型数据;2. Select sand type data;

沙子粒径0.25-0.35mm为细沙,粒径0.35-0.5mm为中沙,大于0.5mm的由称为粗沙。砂子的粗细按细度模数分为3级。粗砂:细度模数为3.7—3.1,平均粒径为0.5mm以上。中砂:细度模数为3.0—2.3,平均粒径为0.5—0.35mm。细砂:细度模数为2.2—1.6,平均粒径为0.35—0.25mm。设定粒度参数为:平均粒径0.118,标准偏差0.529,偏度0.046,峰态0.679。The sand particle size of 0.25-0.35mm is fine sand, the particle size of 0.35-0.5mm is medium sand, and the particle size greater than 0.5mm is called coarse sand. The thickness of the sand is divided into 3 grades according to the fineness modulus. Coarse sand: the fineness modulus is 3.7-3.1, and the average particle size is above 0.5mm. Medium sand: the fineness modulus is 3.0-2.3, and the average particle size is 0.5-0.35mm. Fine sand: the fineness modulus is 2.2-1.6, and the average particle size is 0.35-0.25mm. The particle size parameters are set as follows: average particle size 0.118, standard deviation 0.529, skewness 0.046, and kurtosis 0.679.

3.步骤3.1,提取Sobel边缘信息,得到采集图像的卷积因子为:3. Step 3.1, extract the Sobel edge information, and obtain the convolution factor of the collected image as:

步骤3.2,卷积因子为两组3乘以3的矩阵,分别为横向及纵向的亮度差分近似值,则Qx及Qy分别代表经横向及纵向边缘检测的图像灰度值,其公式如下:Step 3.2, the convolution factor is two groups of 3 by 3 matrix, which are the approximate values of horizontal and vertical brightness difference respectively, then Qx and Qy represent the gray value of the image through horizontal and vertical edge detection respectively, and the formula is as follows:

Qx=[f(i+1,j-1)+2f(i+1,j)+f(i+1,j+1)]-[f(i-1,j-1)+2f(i-1,j)+f(i-1,j+1)] (2)Qx=[f(i+1,j-1)+2f(i+1,j)+f(i+1,j+1)]-[f(i-1,j-1)+2f(i -1,j)+f(i-1,j+1)] (2)

Qy=[f(i-1,j+1)+2f(i,j+1)+f(i+1,j+1)]-[f(i-1,j-1)+2f(i,j-1)+f(i+1,j-1)] (3)Qy=[f(i-1,j+1)+2f(i,j+1)+f(i+1,j+1)]-[f(i-1,j-1)+2f(i ,j-1)+f(i+1,j-1)] (3)

其中f(i,j)表示图像(i,j)点的灰度值;Where f(i,j) represents the gray value of the image (i,j) point;

步骤3.3,如图7-8所示,图像的每一个像素的横向及纵向灰度值通过以下公式结合,来计算该点灰度的大小为Q[f(i,j)];引入矩阵Qd(m,n)(m,n=0,1,2,…,L-1)表示m和n两个像素的灰度值,像素间空间关系d1,d2分别为两个像素点的横坐标和纵坐标之差,从灰度值为m的点距离某个固定位置D=(d1,d2)的点灰度值为n的概率,以此来表征砂石特征;Step 3.3, as shown in Figure 7-8, the horizontal and vertical grayscale values of each pixel of the image are combined by the following formula to calculate the size of the grayscale of this point as Q[f(i,j)]; the matrix Q is introduced d (m,n)(m,n=0,1,2,...,L-1) represents the gray value of two pixels m and n, the spatial relationship between pixels d1 and d2 are respectively the difference between the abscissa and ordinate of two pixels, and the probability of a point with a gray value n at a fixed position D=(d1, d2) from a point with a gray value of m, so that To characterize sandstone characteristics;

4.以粒度参数为网络输入,输出为砂型的粒径范围,采用深度可分卷积获取分类器Gy种类划分,深度可分卷积的输入特征图为:F×F×T,输出为F×F×I,卷积核D×D,传统卷积为:4. The particle size parameter is used as the network input, and the output is the particle size range of the sand mold, and the classifier G y is obtained by using depth-separable convolution. The input feature map of depth-separable convolution is: F×F×T, and the output is F×F×I, convolution kernel D×D, the traditional convolution is:

D×D×T×I×F×F (5)D×D×T×I×F×F (5)

深度可分卷积的计算量分为两步,首先对通道分别进行空间卷积,并对输出进行拼接,随后使用单位卷积核进行通道卷积得到特征图,第一步用I个卷积对I个通道分别做卷积,计算量为:The calculation amount of depth separable convolution is divided into two steps. First, spatial convolution is performed on the channels separately, and the output is spliced, and then the channel convolution is performed using the unit convolution kernel to obtain the feature map. The first step uses I convolution To perform convolution on I channels separately, the amount of calculation is:

D×D×F×F×T (6)D×D×F×F×T (6)

第二步通过1×1×I的卷积核进行卷积,计算量为:In the second step, convolution is performed through a 1×1×I convolution kernel, and the amount of calculation is:

F×F×T×I (7)F×F×T×I (7)

根据上述的计算量得到深度可分卷积和传统卷积之比,如式(5)所示:According to the above calculation amount, the ratio of the depthwise separable convolution and the traditional convolution is obtained, as shown in formula (5):

由于卷积核大小为D×D,传统卷积的计算量是深度可分卷积的D2倍,用深度可分卷积代替传统卷积能够减少网络参数,提升卷积核参数的使用效率,给定一个源域样本(xi,yi),这个样本的分类损失是:Since the size of the convolution kernel is D×D, the calculation amount of traditional convolution is D 2 times that of depth-separable convolution. Replacing traditional convolution with depth-separable convolution can reduce network parameters and improve the efficiency of convolution kernel parameters. , given a source domain sample (x i , y i ), the classification loss for this sample is:

其中,Lf为样本的分类损失,Gy为分类器,Gf为提取器,θf为特征提取器参数,θy为分类器参数。Among them, L f is the classification loss of the sample, G y is the classifier, G f is the extractor, θ f is the parameter of the feature extractor, and θ y is the parameter of the classifier.

5.获取判别器分类结果5. Obtain the classification result of the discriminator

判别器Gd公式为:The discriminator G d formula is:

Gd(Gf(x)u,z)=sig m(μTGf(x)+z) (10)G d (G f (x) u, z) = sig m (μ T G f (x) + z) (10)

其中,Gd为判别器,u,z,μ为调节参数,判别器分类的损失函数为:Among them, G d is the discriminator, u, z, μ are the adjustment parameters, and the loss function of the discriminator classification is:

其中,θd为判别器参数,di为像素间空间关系;Among them, θ d is the discriminator parameter, and d i is the spatial relationship between pixels;

6.前向传播,获得判别器的分类损失Ld6. Propagate forward to obtain the classification loss L d of the discriminator;

7.判别器的损失反向传播,更新参数θf和θy7. The discriminator's loss is backpropagated, and the parameters θ f and θ y are updated;

8.将Ld和Lf进行博弈对抗训练,进而优化参数θf,θy,θd8. Conduct game confrontation training with L d and L f , and then optimize parameters θ f , θ y , θ d .

上述智能算法模块搭配软硬件环境:Intel Core i5-9400处理器、8GB DDR4内存、256GB固态硬盘、GTX 1660显卡、Windows 10操作系统。深度学习算法采用Keras为前端TensorFlow为后端,编程语言用Python3.6(3.6.4)。The above-mentioned intelligent algorithm modules are matched with hardware and software environment: Intel Core i5-9400 processor, 8GB DDR4 memory, 256GB solid-state hard drive, GTX 1660 graphics card, and Windows 10 operating system. The deep learning algorithm uses Keras as the front end and TensorFlow as the back end, and the programming language uses Python3.6 (3.6.4).

上述实施方式仅为本发明的优选实施方式,不能以此来限定本发明保护的范围,本领域的技术人员在本发明的基础上所做的任何非实质性的变化及替换均属于本发明所要求保护的范围。The above-mentioned embodiment is only a preferred embodiment of the present invention, and cannot be used to limit the protection scope of the present invention. Any insubstantial changes and substitutions made by those skilled in the art on the basis of the present invention belong to the scope of the present invention. Scope of protection claimed.

Claims (9)

1. An intelligent production dry-mixed mortar device which is characterized in that: the sand making machine comprises a conveying device (1), wherein the conveying device (1) is used for throwing materials and running the materials into the sand making machine (2);
a sand making machine (2), wherein the sand making machine (2) is used for preparing the effect of dry sand;
-a conveyor (5), said conveyor (5) being adapted for transporting the prepared dry sand;
the recycling bin (6) and the storage bin (7), wherein the recycling bin (6) is used for recycling unqualified dry sand, the storage bin (7) is used for storing qualified dry sand, the recycling bin (6) is positioned below the output end of the conveying device (5), and the storage bin (7) is positioned on the left side of the recycling bin (6);
the sand making machine (2) is arranged below the output end of the conveying device (1), and the conveying device (5) is arranged below the output end of the sand making machine (2);
the upper end of the conveying device (5) is provided with a camera device, and the camera device and the computer end are remotely connected with an intelligent detection and algorithm discrimination module for dry sand so as to sort and recycle unqualified dry sand.
2. The intelligent dry-mixed mortar production device according to claim 1, wherein: the conveying device (1) comprises a conveying pipeline (12), wherein the conveying pipeline (12) is obliquely arranged, a plurality of support columns (15) are arranged at the lower end of the conveying pipeline (12), and the support columns (15) are fixed at the bottom end of the peripheral wall of the conveying pipeline (12);
a conveying auger (16) is arranged in the conveying pipeline (12), a conveying motor (13) is arranged at the higher end of the conveying pipeline (12), a feeding hopper (11) is arranged at the lower end of the conveying pipeline, the feeding hopper (11) is communicated with the inside of the conveying pipeline (12), one end of the conveying auger (16) is connected with the output end of the conveying motor (13), and the conveying motor (13) drives the conveying auger (16) to rotate;
one end of the material conveying pipeline (12) which is higher is provided with a blanking pipe (14), and the blanking pipe (14) is communicated with the material conveying pipeline (12).
3. The intelligent dry-mixed mortar production device according to claim 1, wherein: the sand making machine (2) comprises an equipment support (24) and a sand making machine main body (22), wherein the sand making machine main body (22) is fixed on the equipment support (24), a feed hopper (21) is arranged at the top of the sand making machine main body (22) in a fixed mode, and guardrails (23) are arranged on two sides of the upper end of the equipment support (24);
i-steel (27) is arranged on two sides of the bottom of the equipment support (24), driving motors (25) are arranged on the I-steel (27), and the driving motors (25) drive the sand making machine main body (22) to operate;
supporting legs (28) are symmetrically arranged at two sides of the lower end of the equipment support (24), a discharge opening (29) is formed in the bottom of the sand making machine main body (22), an access cover (291) is arranged on the discharge opening (29), a supporting seat (26) is arranged at the lower end of the supporting legs (28), and the sand making machine (2) is placed on the supporting seat (26) and fixedly connected with the supporting seat;
a hoisting frame (20) is arranged between the equipment bracket (24) and the sand making machine main body (22);
the lower end of the discharge hole (29) is provided with a discharging device (3).
4. An intelligent dry-mixed mortar production device according to claim 3, wherein: the blanking device (3) comprises a blanking channel (32), a valve (31) is arranged at the upper end of the right side of the blanking channel (32), one end of the valve (31) is fixedly connected with a discharge port (29), and the other end of the valve is communicated with the blanking channel (32);
a conveying spiral blade (33) is arranged in the blanking channel (32), the conveying spiral blade (33) is horizontally arranged in the blanking channel (32), one end of the conveying spiral blade (33) is provided with a bearing, and the bearing is fixed on the inner wall of the blanking channel (32);
a discharging motor (35) is arranged on the right side wall outside the discharging channel (32), and the output end of the discharging motor (35) is fixedly connected with one end of the conveying spiral blade (33);
the left lower end of the blanking channel (32) is provided with a blanking opening (34).
5. The intelligent dry-mixed mortar production device according to claim 1, wherein: the camera device comprises a camera support (41), wherein the camera support (41) is fixed on the side wall of the left support seat (26), and a camera (4) is arranged below the left side of the camera support (41).
6. The intelligent dry-mixed mortar production device according to claim 1, wherein: the conveying device (5) comprises a driven wheel (52) and a driving wheel (53), a conveying belt (51) is arranged on the driven wheel (52) and the driving wheel (53), the conveying belt (51) is used for connecting the driven wheel (52) with the driving wheel (53), a conveying motor (55) is arranged on the side edge of the driving wheel (53), a belt 54 is arranged on the conveying motor (55), and the belt 54 is used for connecting the conveying motor with the driving wheel.
7. The intelligent dry-mixed mortar production device according to claim 1, wherein: the top of retrieving storehouse (6) is equipped with swash plate (61), the lower surface of swash plate (61) is equipped with articulated seat (62), be equipped with articulated seat (65) on the inside left side wall of retrieving storehouse (6), be equipped with articulated seat (62) on articulated seat (65), be equipped with hydraulic stay (64) on articulated seat (62), hydraulic stay (64) one end is fixed on articulated seat (65) through articulated seat (62), and the other end is fixed in the lower extreme of swash plate (61) through articulated seat (62).
8. A method for producing dry-mixed mortar by using the intelligent dry-mixed mortar production device as claimed in claim 1, which is characterized by comprising the following steps:
step one: the raw materials are put into a feeding hopper (11) and are conveyed into a sand making machine (2) by a conveying device (1);
step two: the raw materials are put into a sand making machine main body (22) from a feed hopper (21) at the upper end of the sand making machine (2), and a driving motor (25) is started to crush and roll the raw materials into dry sand with corresponding specification in the sand making machine main body (22);
step three: the dry sand is discharged from a discharge hole (29), a valve (31) is opened, the dry sand falls into a discharging device (3), a discharging motor (35) on the discharging device (3) is started to drive a conveying spiral blade (33) to rotate, and the dry sand is discharged from a discharging hole (34) to a conveying device (5);
step five: the dry sand falls onto a conveyor belt (51), a camera (4) carries out high-speed shooting inspection on the dry sand, an intelligent algorithm module is judged, a plurality of sand meets the specification, the equipment runs normally, the conveyor belt (51) conveys the dry sand onto an inclined plate (61) on a recovery bin (6), and the dry sand falls into a storage bin (7) through the inclined plate (61); if a plurality of sand does not meet the specification, the hydraulic stay bars (64) in the recovery bin (6) are started to recover the inclined plate (61), the valve (31) is closed, and the conveyor belt (51) conveys the dry sand into the recovery bin (6).
Step six: according to the shooting condition of the camera (4), the parameters of the driving motor (25) are adjusted to carry out the next sand making operation.
9. The method for manufacturing dry-mixed mortar by using the intelligent dry-mixed mortar manufacturing device according to claim 8, wherein the specific process of distinguishing the intelligent algorithm module in the step five is as follows:
1) Randomly initializing parameters;
2) Selecting sand type data;
the sand has a grain size of 0.25-0.35mm and is fine sand, the sand has a grain size of 0.35-0.5mm and is medium sand, and the sand is larger than 0.5mm and is called coarse sand. The thickness of sand is divided into 3 stages according to fineness modulus. Coarse sand: the fineness modulus is 3.7-3.1, and the average grain diameter is more than 0.5 mm. Middle sand: the fineness modulus is 3.0-2.3, and the average grain diameter is 0.5-0.35 mm. Fine sand: the fineness modulus is 2.2-1.6, and the average grain diameter is 0.35-0.25 mm. The granularity parameters are set as follows: average particle size 0.118, standard deviation 0.529, skewness 0.046, kurtosis 0.679.
3) Step 3.1, extracting Sobel edge information, and obtaining convolution factors of the acquired image, wherein the convolution factors are as follows:
step 3.2, the convolution factor is two groups of matrix of 3 multiplied by 3, which are respectively the transverse and longitudinal brightness difference approximate values, and Qx and Qy are respectively used for representing the image gray values detected by the transverse and longitudinal edges, and the formula is as follows:
Qx=[f(i+1,j-1)+2f(i+1,j)+f(i+1,j+1)]-[f(i-1,j-1)+2f(i-1,j)+f(i-1,j+1)] (2)
Qy=[f(i-1,j+1)+2f(i,j+1)+f(i+1,j+1)]-[f(i-1,j-1)+2f(i,j-1)+f(i+1,j-1)] (3)
wherein f (i, j) represents the gray value of the point of the image (i, j);
step 3.3 As shown in FIG. 7, the horizontal and vertical gray values of each pixel of the image are combined by the following formula to calculate the point gray value as Q [ f (i, j)]The method comprises the steps of carrying out a first treatment on the surface of the The gray values of m and n pixels are represented by Qd (m, n) (m, n=0, 1,2, …, L-1), and the spatial relationship between pixelsd1 and D2 are respectively the difference between the abscissa and the ordinate of two pixel points, and the probability that the point gray value of a certain fixed position D= (D1 and D2) is n is separated from the point with the gray value of m, so that the sand and stone characteristics are represented;
4) Taking granularity parameters as network input, taking output as the granularity range of a sand mould, and adopting depth separable convolution to obtain a classifier G y The input feature map of the depth-separable convolution is divided into the following categories: f×f×t, output is f×f×i, convolution kernel d×d, and conventional convolution is:
D×D×T×I×F×F(5)
the calculated amount of the depth separable convolution is divided into two steps, firstly, the channels are respectively subjected to space convolution, the outputs are spliced, then the unit convolution kernel is used for carrying out channel convolution to obtain a feature map, and I channels are respectively subjected to convolution by I convolutions, wherein the calculated amount is as follows:
D×D×F×F×T(6)
the second step is to convolve with a convolution kernel of 1×1×i, the calculated amount is:
F×F×T×I(7)
the ratio of the depth-separable convolution and the conventional convolution is obtained from the above calculated amount, as shown in the formula (5):
given a source domain sample (x i ,y i ) The classification loss for this sample is:
wherein L is f G for classification loss of sample y As classifier, G f As extractor, θ f For feature extractor parameters, θ y Is a classifier parameter.
5) Obtaining the classification result of the discriminator
Discriminator G d The formula is:
G d (G f (x);u,z)=sigm(μ T G f (x)+z) (10)
wherein G is d For the discriminator, u, z, μ are the adjustment parameters, and the loss function of the discriminator classification is:
wherein θ d D is the parameter of the discriminator i Is the spatial relationship between pixels;
6) Obtaining the classification loss L of a discriminator by forward propagation d
7) The loss of the arbiter is counter-propagated, and the extractor parameter θ is updated f And classifier parameter θ y
8) Loss of classification L of discriminant d And classification loss L of sample f Performing game countermeasure training, and further iteratively optimizing extractor parameters theta f Classifier parameter θ y The discriminator parameter theta d
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CN215047092U (en) * 2021-02-09 2021-12-07 杭州益森实业有限公司 Dry-mixed mortar production system
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JPH1110087A (en) * 1997-06-23 1999-01-19 Kobe Steel Ltd Automatic particle size analyzer for sand
JP2003010726A (en) * 2001-07-03 2003-01-14 Osaka Saiseki Kogyosho Co Ltd Method and apparatus for producing crushed sand
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