CN104504413B - A kind of RFID antenna deployment system monitored in real time for warehouse and method - Google Patents
A kind of RFID antenna deployment system monitored in real time for warehouse and method Download PDFInfo
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Abstract
本发明公开了一种用于仓库实时监控的RFID天线部署系统及方法,该系统包括在仓库中布置货架、RFID读写器、RFID天线、光电传感器、GPIO Box转换控制箱、无线路由器,其中RFID天线以设定的倾角度β部署在货架的每一隔层框架的上侧面;其中RFID天线与RFID读写器通过RFID电缆相连,测试时,贴有RFID标签的产品摆放在货架每一隔层框架中间的搁板上,RFID读写器通过RFID天线识别粘贴在产品上的RFID标签;根据RFID天线的部署函数计算RFID天线的部署函数值,并对RFID天线在每一隔层框架内所处的高度、位置、角度进行调节,获得最优识别能量阀值,以此能量阀值作为判断RFID天线是否是最优部署位置的依据。该方法实现仓库实时监控的RFID天线优化部署,降低相邻库位的信号干扰。
The invention discloses an RFID antenna deployment system and method for real-time monitoring of warehouses. The system includes arranging shelves in the warehouse, RFID readers, RFID antennas, photoelectric sensors, GPIO Box conversion control boxes, and wireless routers. RFID The antenna is deployed on the upper side of each compartment frame of the shelf at a set inclination angle β; the RFID antenna is connected to the RFID reader through an RFID cable. During the test, the products with RFID tags are placed on each compartment of the shelf. On the shelf in the middle of the layer frame, the RFID reader identifies the RFID tag pasted on the product through the RFID antenna; calculates the deployment function value of the RFID antenna according to the deployment function of the RFID antenna, and calculates the RFID antenna in each compartment frame Adjust the height, position, and angle of the location to obtain the optimal recognition energy threshold, and use this energy threshold as the basis for judging whether the RFID antenna is the optimal deployment location. The method realizes the optimal deployment of the RFID antenna for real-time monitoring of the warehouse, and reduces the signal interference of adjacent warehouse locations.
Description
技术领域technical field
本发明涉及电子信息技术领域,尤其是涉及一种用于仓库实时监控的RFID天线部署系统及方法。The invention relates to the field of electronic information technology, in particular to an RFID antenna deployment system and method for real-time monitoring of warehouses.
背景技术Background technique
随着信息科学的迅速发展,在物联网中以RFID(Radio FrequencyIdentification)技术,即无线射频识别技术在制造业供应链物流、生产制造和交通管理等众多领域得到了广泛应用。由于不同种类的产品通过RFID识别范围时产品的摆放形式和数量不同,部署RFID天线的闸门周围的电磁环境和空间也不同,因此难找到一个最优化的RFID天线部署方法,最优化的RFID天线部署的应用环境需要对RFID读写器天线高度、天线位置、天线角度进行综合优化。With the rapid development of information science, RFID (Radio Frequency Identification) technology in the Internet of Things, that is, radio frequency identification technology, has been widely used in many fields such as manufacturing supply chain logistics, manufacturing and traffic management. Since different types of products have different placement forms and quantities when they pass through the RFID identification range, and the electromagnetic environment and space around the gate where the RFID antenna is deployed are also different, it is difficult to find an optimal RFID antenna deployment method, the optimal RFID antenna The deployed application environment requires comprehensive optimization of the RFID reader antenna height, antenna position, and antenna angle.
目前,对仓库商品的自动识别是RFID技术典型应用,可以实现实时盘点、自动的货位管理、实时查询、智能分析、提高仓储作业效率。采用RFID天线读写不同产品时受周围环境、产品形态、附近电磁环境的影响较大,在库商品所处的三维空间实际环境中需要对RFID天线部署的高度、位置和角度进行优化。刘快等在《计算机应用研究》2012年第4期发表的论文“基于混合粒子群的RFID网络的优化部署”,该文介绍了二维矩平面内的RFID天线的优化部署,该方法通过一种混合粒子群算法来优化部署读写器的位置,使读写器可以读取多个标签信息同时减少冲突的问题,但是该部署方法未考虑立体空间环境对RFID天线的读写识别性能影响;刘禹等在发明专利CN 101872885B“一种RFID天线快速部署的系统及方法”,该方法通过在出入库环境中布置门型框架结构,并利用门型框架结构内的不同空间位置和角度部署RFID天线,比较一个或多个RFID天线的参数组合在应用现场环境下对粘贴在商品上的RFID标签的识别性能,然而该方法没有考虑RFID天线部署中的RFID天线部署高度、位置、角度的指标约束,不能实现RFID天线对仓库待监测区域的最大化覆盖,而且RFID读写器射频信号的重叠覆盖,也会造成的RFID读写器冲突和RFID标签冲突,无法实现仓库实时监控中RFID天线优化部署。At present, the automatic identification of warehouse goods is a typical application of RFID technology, which can realize real-time inventory, automatic location management, real-time query, intelligent analysis, and improve the efficiency of warehousing operations. When using RFID antennas to read and write different products, it is greatly affected by the surrounding environment, product shape, and nearby electromagnetic environment. In the actual environment of the three-dimensional space where the goods in the warehouse are located, the height, position and angle of the RFID antenna deployment need to be optimized. In the paper "Optimized deployment of RFID network based on hybrid particle swarms" published by Liu Kuai et al. in the fourth issue of "Computer Application Research" in 2012, this paper introduces the optimal deployment of RFID antennas in the two-dimensional moment plane. A hybrid particle swarm optimization algorithm is used to optimize the deployment position of the reader, so that the reader can read multiple tag information while reducing the conflict problem, but this deployment method does not consider the impact of the three-dimensional space environment on the read-write recognition performance of the RFID antenna; Liu Yu et al. in the invention patent CN 101872885B "a system and method for rapid deployment of RFID antennas". Antennas, comparing the recognition performance of one or more RFID antenna parameter combinations on RFID tags pasted on commodities in the application field environment, however, this method does not consider the index constraints of RFID antenna deployment height, position, and angle in RFID antenna deployment , the maximum coverage of the RFID antenna to the area to be monitored in the warehouse cannot be achieved, and the overlapping coverage of the RF signal of the RFID reader will also cause conflicts between the RFID reader and the RFID tag, and the optimal deployment of the RFID antenna in the real-time monitoring of the warehouse cannot be realized. .
发明内容Contents of the invention
为了克服现有技术的不足,本发明提出一种用于仓库实时监控的RFID天线部署系统及方法,通过RFID天线的射频覆盖区域、RFID天线间信号干扰比率、RFID天线负载量的指标因子归一量化和优化,实现仓库实时监控的RFID天线优化部署。In order to overcome the deficiencies of the prior art, the present invention proposes an RFID antenna deployment system and method for real-time monitoring of warehouses, through the normalization of the index factors of the radio frequency coverage area of the RFID antenna, the signal interference ratio between RFID antennas, and the load capacity of the RFID antenna Quantify and optimize to realize the optimal deployment of RFID antennas for real-time monitoring of warehouses.
为实现上述目的,本发明的第一方面,提供本发明所述一种用于仓库实时监控的RFID天线部署系统包括货架1、RFID读写器2、GPIO Box转换控制箱3、无线路由器4、RFID天线5、光电传感器6;In order to achieve the above object, the first aspect of the present invention provides a RFID antenna deployment system for warehouse real-time monitoring according to the present invention, including a shelf 1, an RFID reader 2, a GPIO Box conversion control box 3, a wireless router 4, RFID antenna 5, photoelectric sensor 6;
所述的货架1为至少二层的叠层存储商品的仓储货架,用于部署RFID读写器2、GPIO Box转换控制箱3、无线路由器4、RFID天线5、光电传感器6;The shelf 1 is a storage shelf with at least two layers of stacked storage goods, and is used to deploy RFID readers 2, GPIO Box conversion control boxes 3, wireless routers 4, RFID antennas 5, and photoelectric sensors 6;
所述的RFID读写器2、GPIO Box转换控制箱3、无线路由器4部署在货架1第一层货架的顶面;The RFID reader-writer 2, the GPIO Box conversion control box 3, and the wireless router 4 are deployed on the top surface of the first shelf of the shelf 1;
所述的RFID天线5以设定的倾角度β部署在货架1的每一隔层框架的上侧面;所述的光电传感器6部署在货架1的每一隔层框架的两侧,其中,The RFID antenna 5 is deployed on the upper side of each interlayer frame of the shelf 1 at a set inclination angle β; the photoelectric sensor 6 is deployed on both sides of each interlayer frame of the shelf 1, wherein,
RFID天线5与RFID读写器2通过电缆相连,测试时,贴有RFID标签的产品摆放在货架1每一隔层框架中间的搁板上,RFID读写器2通过RFID天线5识别粘贴在产品上的RFID标签,对RFID天线5在每一隔层框架内所处的高度、位置、角度进行调节,获得最优识别能量阀值,以此能量阀值作为判断RFID天线5是否是最优部署位置的依据。The RFID antenna 5 is connected to the RFID reader 2 through a cable. During the test, the products with RFID labels are placed on the shelf in the middle of each compartment frame of the shelf 1, and the RFID reader 2 is identified and pasted on the shelf through the RFID antenna 5. The RFID label on the product adjusts the height, position, and angle of the RFID antenna 5 in each compartment frame to obtain the optimal recognition energy threshold, and uses this energy threshold as the basis for judging whether the RFID antenna 5 is optimal. Basis for deployment location.
为实现上述目的,本发明还提供一种用于仓库实时监控的RFID天线部署方法,包括以下步骤:In order to achieve the above object, the present invention also provides a RFID antenna deployment method for real-time monitoring of warehouses, comprising the following steps:
步骤1:将货架1、RFID读写器2、GPIO Box转换控制箱3、无线路由器4、RFID天线5、光电传感器6布置到仓库的应用环境中;Step 1: Arrange the shelf 1, RFID reader 2, GPIO Box conversion control box 3, wireless router 4, RFID antenna 5, and photoelectric sensor 6 into the application environment of the warehouse;
步骤2:设定仓库货架1待监控区域,设定每个RFID天线5选择相对与货架1的每一隔层框架上高度、位置、角度的初始值范围;Step 2: Set the warehouse shelf 1 to be monitored area, set each RFID antenna 5 to select the initial value range of height, position and angle relative to each compartment frame of the shelf 1;
步骤3:确定每个RFID天线5射频信号每一隔层框内的覆盖区域指标、RFID天线5之间射频信号干扰比率的指标、RFID天线5负载的均衡指标,并将RFID天线5的射频覆盖区域的指标、RFID天线5信号干扰指标、RFID天线5负载量的指标归一化处理;具体如下:Step 3: Determine the coverage area index in each interlayer frame of each RFID antenna 5 radio frequency signal, the index of the radio frequency signal interference ratio between the RFID antennas 5, the balance index of the RFID antenna 5 load, and the radio frequency coverage of the RFID antenna 5 The index of the area, the signal interference index of the RFID antenna 5, and the index of the load of the RFID antenna 5 are normalized; the details are as follows:
步骤3-1:设每个RFID天线5射频信号在每一隔层框内的覆盖区域的覆盖率指标函数,记为f1,计算其覆盖率指标函数最大值,计算式为:Step 3-1: Set the coverage index function of the coverage area of each RFID antenna 5 radio frequency signal in each compartment frame, denoted as f 1 , and calculate the maximum value of the coverage index function, the calculation formula is:
max f1=Ncoverage/|St| (1)max f 1 =N coverage /|S t | (1)
其中,Ncoverage是所有被RFID天线5射频覆盖的标签,St为RFID标签t所组成的矩阵;Sr为RFID天线r所组成的矩阵,|St|为RFID标签总数;Among them, N coverage is all tags covered by the radio frequency of RFID antenna 5, S t is a matrix composed of RFID tags t; S r is a matrix composed of RFID antenna r, |S t | is the total number of RFID tags;
所述的RFID标签总数,表达式为:The total number of RFID tags, the expression is:
其中,Sr为RFID天线r所组成的矩阵,Cv(r)是从RFID天线r接收到信号的标签,Among them, S r is the matrix composed of RFID antenna r, C v (r) is the label that receives the signal from RFID antenna r,
所述的从RFID天线r接收到信号的RFID标签,其表达式为:The described RFID tag that receives signal from RFID antenna r, its expression is:
其中,r为货架1中每一隔层框内的RFID天线,St为RFID标签t所组成的矩阵,Pr,t为RFID标签t从RFID天线r接收的信号场强;Pq为RFID读写器2和RFID标签通信的接收能量阀值;为任意一个RFID天线,r′为RFID天线r外的其它天线;Among them, r is the RFID antenna in each compartment frame in shelf 1, S t is the matrix composed of RFID tags t, P r,t is the signal field strength received by RFID tag t from RFID antenna r; P q is the RFID The received energy threshold for the communication between the reader-writer 2 and the RFID tag; is any RFID antenna, r' is other antennas outside the RFID antenna r;
步骤3-2:设每一隔层框内任意二个RFID天线5之间射频信号干扰比率的指标函数,记为f2,计算射频信号干扰比率指标函数最大值,其计算式为:Step 3-2: Set the index function of the radio frequency signal interference ratio between any two RFID antennas 5 in each compartment frame, denoted as f 2 , and calculate the maximum value of the radio frequency signal interference ratio index function, and its calculation formula is:
max f2=Σr∈St(Cdr,t/(Cdr,t+γ(t)))/|St| (4)max f 2 =Σ r∈St (Cd r,t /(Cd r,t +γ(t)))/|S t | (4)
其中,Cdr,t为一个被标签t接收附近所有天线r信号场强相加之和,|St|为RFID标签总数,γ(t)为标签t干扰信号冲突级别;Among them, Cd r,t is the sum of the signal field strength of all antenna r near the tag t received, |S t | is the total number of RFID tags, γ(t) is the interference level of the tag t interference signal;
所述的标签t干扰信号冲突级别γ(t),其表达式为:The label t interference signal conflict level γ(t), its expression is:
其中,Pr′,t为RFID标签t从RFID天线r′接收的信号场强,Sm为标签接收信号所需要达到的最低能量阀值;Among them, P r', t is the signal field strength received by RFID tag t from RFID antenna r', and S m is the minimum energy threshold required for the tag to receive the signal;
设标签从一个RFID天线获得的功率与该标签从所有RFID天线获得的总功率的比为目标函数,记为f2,计算目标函数,当f2等于1时,则认为冲突级别达到最优,此时,冲突级别为0;Let the ratio of the power obtained by a tag from one RFID antenna to the total power obtained by the tag from all RFID antennas be the objective function, denoted as f 2 , and calculate the objective function. When f 2 is equal to 1, the conflict level is considered to be optimal. At this point, the conflict level is 0;
步骤3-3:设每一隔层框内的RFID天线5射频信号负载均衡指标函数,记为f3,计算RFID天线5射频信号负载均衡指标函数的最大值,其计算式为:Step 3-3: Set the RFID antenna 5 radio frequency signal load balancing index function in each compartment frame, denoted as f 3 , calculate the maximum value of the RFID antenna 5 radio frequency signal load balancing index function, and its calculation formula is:
其中,|Sr|为RFID天线r总数目,|St|为标签t总数目,ni为天线ri的能量损耗,当f3最大值为1时,则认为负载均衡级别达到最优;Among them, |S r | is the total number of RFID antenna r, |S t | is the total number of tags t, n i is the energy loss of antenna r i , when the maximum value of f 3 is 1, the load balancing level is considered to be optimal ;
步骤4:设置RFID天线5的部署函数,记为ξ(S),其表达式为:Step 4: Set the deployment function of RFID antenna 5, denoted as ξ(S), and its expression is:
ξ(S)=[maxf1,maxf2,maxf3] (7)ξ(S)=[maxf 1 ,maxf 2 ,maxf 3 ] (7)
其中,S为RFID天线5部署位置参数,maxf1为RFID天线5最大射频信号覆盖率指标函数;maxf2为RFID天线5射频信号最大干扰指标函数;maxf3为RFID天线5最大射频信号负载均衡指标函数;Among them, S is the deployment position parameter of RFID antenna 5, maxf 1 is the maximum radio frequency signal coverage index function of RFID antenna 5; maxf 2 is the maximum interference index function of RFID antenna 5 radio frequency signal; maxf 3 is the maximum radio frequency signal load balancing index of RFID antenna 5 function;
步骤5:判断所述的第r个RFID天线5的部署函数值(ξ(Sr))是否大于第r+1个RFID天线5的部署函数值ξ(Sr+1),如果第r个RFID天线的部署函数值ξ(Sr)是大于第r+1个RFID天线5的部署函数值ξ(Sr+1),换言之,若ξ(Sr)>ξ(Sr+1),则认定第r个RFID天线5的部署函数值对应的RFID天线部署第r个的位置参数优于第r+1个RFID天线5的部署函数值对应的RFID天线部署第r+1个的位置参数,再按上述位置的递增次序进行判断,直至得到RFID天线部署函数的最大值对应的RFID天线部署的位置参数,该对应的RFID天线部署的位置参数为RFID天线部署的最优位置参数,转步骤6,否则返回步骤3;Step 5: Determine whether the deployment function value (ξ(S r )) of the rth RFID antenna 5 is greater than the deployment function value ξ(S r+1 ) of the r+1th RFID antenna 5, if the rth The deployment function value ξ(S r ) of the RFID antenna is greater than the deployment function value ξ(S r+1 ) of the r+1th RFID antenna 5, in other words, if ξ(S r )>ξ(S r+1 ), Then it is determined that the rth RFID antenna deployment position parameter corresponding to the deployment function value of the rth RFID antenna 5 is better than the r+1th RFID antenna deployment position parameter corresponding to the deployment function value of the r+1th RFID antenna 5 , and then judge according to the increasing order of the above positions, until the position parameter of the RFID antenna deployment corresponding to the maximum value of the RFID antenna deployment function is obtained, the corresponding position parameter of the RFID antenna deployment is the optimal position parameter of the RFID antenna deployment, go to step 6, otherwise return to step 3;
步骤6:根据步骤4所述的RFID天线部署的最优位置参数,将RFID天线5、光电传感器6分别部署于货架1上,RFID读写器2与RFID天线5相连,得到RFID天线5最优部署的位置和角度。Step 6: According to the optimal location parameters of the RFID antenna deployment described in step 4, the RFID antenna 5 and the photoelectric sensor 6 are respectively deployed on the shelf 1, and the RFID reader 2 is connected to the RFID antenna 5 to obtain the optimal position of the RFID antenna 5. Position and angle of deployment.
本发明的一种用于仓库实时监控的RFID天线部署系统及方法与现有技术相比具有的有益效果是:Compared with the prior art, an RFID antenna deployment system and method for warehouse real-time monitoring of the present invention have the following beneficial effects:
(1)该RFID天线部署系统能根据仓库现场应用环境对RFID读写器、GPIO Box转换控制箱、无线路由器安装于货架顶层最优部署,能保证正常仓库物流自动化运作,当光电传感器6检测库位上有物料时,通过GPIO Box转换控制箱转换成控制信号发送给读写器,使天线此时为工作状态;当某一库位无物料时,所属读写器以及天线都为休眠状态,以达到控制读写器工作状态的目的,以此减少能源消耗与电磁污染,对于降低相邻库位的信号干扰。(1) The RFID antenna deployment system can optimally deploy RFID readers, GPIO Box conversion control boxes, and wireless routers on the top of the shelf according to the warehouse’s on-site application environment, which can ensure the normal automatic operation of warehouse logistics. When the photoelectric sensor 6 detects warehouse When there is material on the position, the GPIO Box conversion control box converts it into a control signal and sends it to the reader, so that the antenna is in the working state at this time; In order to achieve the purpose of controlling the working state of the reader, thereby reducing energy consumption and electromagnetic pollution, and reducing the signal interference of adjacent storage locations.
(2)该RFID部署方法,能实现RFID天线的部署优化,对仓库带监测区域最大化覆盖、解决RFID读写器射频信号的重叠造成的读写器冲突和标签冲突等问题。(2) The RFID deployment method can realize the deployment optimization of the RFID antenna, maximize the coverage of the monitoring area of the warehouse belt, and solve the problems of reader-writer conflicts and label conflicts caused by overlapping radio frequency signals of RFID readers.
附图说明Description of drawings
图1为本发明提供的一种用于仓库实时监控的RFID天线部署系统示意图。FIG. 1 is a schematic diagram of an RFID antenna deployment system for real-time monitoring of warehouses provided by the present invention.
图2RFID天线部署方法流程图。Fig. 2 Flow chart of RFID antenna deployment method.
具体实施方式detailed description
为使本发明的目的、技术方案和优点更加清楚明白,以下结合具体实例,并参照附图,对本发明进一步详细阐述。In order to make the purpose, technical solutions and advantages of the present invention clearer, the present invention will be further elaborated below in combination with specific examples and with reference to the accompanying drawings.
如图1所示,图1为一种用于仓库实时监控的RFID天线部署系统示意图,As shown in Figure 1, Figure 1 is a schematic diagram of an RFID antenna deployment system for real-time monitoring of warehouses,
包括货架1、RFID读写器2、GPIO Box转换控制箱3、无线路由器4、RFID天线5、光电传感器6;Including shelf 1, RFID reader 2, GPIO Box conversion control box 3, wireless router 4, RFID antenna 5, photoelectric sensor 6;
所述的货架1为至少二层的叠层存储商品的仓储货架,用于部署RFID读写器2、GPIO Box转换控制箱3、无线路由器4、RFID天线5、光电传感器6,其中,The shelf 1 is a storage shelf with at least two layers of stacked goods for storage, and is used to deploy the RFID reader-writer 2, the GPIO Box conversion control box 3, the wireless router 4, the RFID antenna 5, and the photoelectric sensor 6, wherein,
所述的RFID读写器2、GPIO Box转换控制箱3、无线路由器4部署在货架1第一层货架的顶面;The RFID reader-writer 2, the GPIO Box conversion control box 3, and the wireless router 4 are deployed on the top surface of the first shelf of the shelf 1;
所述的RFID天线以设定的倾角度β部署在货架1的每一隔层框架的上侧面;The RFID antenna is deployed on the upper side of each compartment frame of the shelf 1 at a set inclination angle β;
所述的光电传感器6部署在货架1的每一隔层框架的两侧;The photoelectric sensor 6 is deployed on both sides of each compartment frame of the shelf 1;
RFID天线5与RFID读写器2通过电缆相连,测试时,贴有RFID标签的产品摆放在货架1每一隔层框架中间的搁板上,RFID读写器2通过RFID天线5识别粘贴在产品上的RFID标签,对RFID天线5在每一隔层框架内所处的高度、位置、角度进行调节,获得最优识别能量阀值,以此能量阀值作为判断RFID天线5是否是最优部署位置的依据。The RFID antenna 5 is connected to the RFID reader 2 through a cable. During the test, the products with RFID labels are placed on the shelf in the middle of each compartment frame of the shelf 1, and the RFID reader 2 is identified and pasted on the shelf through the RFID antenna 5. The RFID label on the product adjusts the height, position, and angle of the RFID antenna 5 in each compartment frame to obtain the optimal recognition energy threshold, and uses this energy threshold as the basis for judging whether the RFID antenna 5 is optimal. Basis for deployment location.
如图1所示,所述光电传感器6固定于每层货位上,当光电传感器6检测库位上有物料时,通过GPIO Box转换控制箱3转换成控制信号发送给读写器2,使天线此时为工作状态;当某一库位无物料时,所属RFID读写器2以及RFID天线5为休眠状态,以达到控制RFID读写器2工作状态。As shown in Figure 1, the photoelectric sensor 6 is fixed on each storey position. When the photoelectric sensor 6 detects that there is material on the store position, the control box 3 is converted into a control signal by the GPIO Box and sent to the reader 2, so that The antenna is in the working state at this time; when there is no material in a warehouse location, the RFID reader 2 and the RFID antenna 5 are in the dormant state, so as to control the working state of the RFID reader 2.
如图2所示,图2为使本发明提供的一种用于仓库实时监控的RFID天线部署方法流程图,使用本发明RFID天线部署的系统实现RFID天线部署方法包括以下步骤:As shown in Figure 2, Figure 2 is a flowchart of an RFID antenna deployment method for warehouse real-time monitoring provided by the present invention, using the RFID antenna deployment system of the present invention to implement the RFID antenna deployment method includes the following steps:
步骤1:将货架1、RFID读写器2、GPIO Box转换控制箱3、无线路由器4,RFID天线5、光电传感器6布置到仓库的应用环境中;Step 1: Arrange the shelf 1, RFID reader 2, GPIO Box conversion control box 3, wireless router 4, RFID antenna 5, and photoelectric sensor 6 into the application environment of the warehouse;
步骤2:设定仓库货架1待监控区域,设定每个RFID天线选择相对与货架1的每一隔层框架上高度、位置、角度的初始值范围,例如,隔层框架上高度为h、位置为(x,y,z)、角度β为(0~90°)初始值表示天线的位置参数R(x,y,z,β),其中x是天线在覆盖区域中的横坐标,y是纵坐标,β是天线方向的参数;Step 2: Set the area to be monitored on warehouse shelf 1, and set the initial range of height, position, and angle for each RFID antenna selection relative to each compartment frame of shelf 1. For example, the height of the compartment frame is h, The position is (x, y, z), and the angle β is (0-90°). The initial value represents the position parameter R(x, y, z, β) of the antenna, where x is the abscissa of the antenna in the coverage area, and y is the ordinate, and β is the parameter of the antenna direction;
步骤3:确定每个RFID天线射频信号每一隔层框内的覆盖区域指标、RFID天线之间射频信号干扰比率的指标、RFID天线负载的均衡指标,并将RFID天线的射频覆盖区域的指标、天线信号干扰指标、天线负载量的指标归一化处理;具体如下:Step 3: Determine the coverage area index in each compartment frame of each RFID antenna radio frequency signal, the index of the radio frequency signal interference ratio between RFID antennas, the balance index of the RFID antenna load, and the index of the radio frequency coverage area of the RFID antenna, Antenna signal interference indicators and antenna load indicators are normalized; the details are as follows:
步骤3-1:设每个RFID天线射频信号在每一隔层框内的覆盖区域的覆盖率指标函数,记为f1,计算其覆盖率指标函数最大值,计算式为:Step 3-1: Set the coverage index function of the coverage area of each RFID antenna radio frequency signal in each compartment frame, denoted as f 1 , and calculate the maximum value of the coverage index function, the calculation formula is:
max f1=Ncov erage/|St| (1)max f 1 =N coverage /|S t | (1)
其中,Ncov erage是所有被RFID天线射频覆盖的标签,St为RFID标签t所组成的矩阵,Sr为RFID天线r所组成的矩阵,|St|为RFID标签总数;Among them, N coverage is all tags covered by the radio frequency of the RFID antenna, S t is the matrix composed of RFID tags t, S r is the matrix composed of RFID antenna r, |S t | is the total number of RFID tags;
所述的RFID标签总数,表达式为:The total number of RFID tags, the expression is:
其中,Sr为RFID天线r所组成的矩阵,Cv(r)是从天线r接收到信号的标签;Among them, S r is a matrix formed by RFID antenna r, and C v (r) is a label that receives a signal from antenna r;
所述的从RFID天线r接收到信号的RFID标签,其表达式为:The described RFID tag that receives signal from RFID antenna r, its expression is:
其中,r为货架1中每一隔层框内的RFID天线,St为RFID标签t所组成的矩阵,Pr,t为RFID标签t从RFID天线r接收的信号场强;Pq为RFID读写器和RFID标签通信的接收能量阀值;为任意一个RFID天线,r′为RFID天线r外的其它天线;Among them, r is the RFID antenna in each compartment frame in shelf 1, S t is the matrix composed of RFID tags t, P r,t is the signal field strength received by RFID tag t from RFID antenna r; P q is the RFID The received energy threshold of the communication between the reader and the RFID tag; is any RFID antenna, r' is other antennas outside the RFID antenna r;
步骤3-2:设每一隔层框内任意二个RFID天线之间射频信号干扰比率的指标函数,记为f2,计算射频信号干扰比率指标函数最大值,其计算式为:Step 3-2: Set the index function of the radio frequency signal interference ratio between any two RFID antennas in each compartment frame, denoted as f 2 , and calculate the maximum value of the radio frequency signal interference ratio index function, and its calculation formula is:
max f2=Σr∈St(Cdr,t/(Cdr,t/(Cdr,t+γ(t)))/|St| (4)max f 2 =Σ r∈St (Cd r, t / (Cd r, t / (Cd r, t + γ(t)))/|St| (4)
其中,Cdr,t为一个被标签t接收附近所有天线r信号场强相加之和,|St|为RFID标签总数,γ(t)为标签t干扰信号冲突级别;Among them, Cd r,t is the sum of the signal field strength of all antenna r near the tag t received, |S t | is the total number of RFID tags, γ(t) is the interference level of the tag t interference signal;
所述的标签t干扰信号冲突级别γ(t),其表达式为:The label t interference signal conflict level γ(t), its expression is:
γ(t)=Σ(Pr′,t-Sm),Cdr,t≥Pr′,t≥Sm (5)γ(t)=Σ(P r′,t −S m ), Cd r,t ≥P r′,t ≥S m (5)
其中,Pr′,t为RFID标签t从RFID天线r′接收的信号场强,Sm为标签接收信号所需要达到的最低能量阀值;Among them, P r', t is the signal field strength received by RFID tag t from RFID antenna r', and S m is the minimum energy threshold required for the tag to receive the signal;
设标签从一个RFID天线获得的功率与该标签从所有RFID天线获得的总功率的比为目标函数,记为f2,计算目标函数,当f2等于1时,则认为冲突级别达到最优,此时,冲突级别为0,例如,当RFID标签位于RFID读写器2覆盖重叠区域时,如果一个RFID标签接收信号的会小于Cdr,t,则表明RFID读写器r所覆盖的RFID标签t所接受的信号是最优信号,且大于RFID标签通信的所需能量阀值Sm;Let the ratio of the power obtained by a tag from one RFID antenna to the total power obtained by the tag from all RFID antennas be the objective function, denoted as f 2 , and calculate the objective function. When f 2 is equal to 1, the conflict level is considered to be optimal. At this time, the conflict level is 0. For example, when the RFID tag is located in the overlapping area covered by the RFID reader 2, if the signal received by an RFID tag is less than Cd r,t , it indicates that the RFID tag covered by the RFID reader r The signal received by t is the optimal signal, and is greater than the energy threshold S m required for RFID tag communication;
步骤3-3:设每一隔层框内的RFID天线射频信号负载均衡指标函数,记为f3,计算RFID天线射频信号负载均衡指标函数的最大值,其计算式为:Step 3-3: Set the RFID antenna radio frequency signal load balancing index function in each compartment frame, denoted as f 3 , and calculate the maximum value of the RFID antenna radio frequency signal load balancing index function, and its calculation formula is:
其中,|Sr|为RFID天线r总数目,|St|为标签t总数目,ni为天线ri的能量损耗,当f3最大值为1时,则认为负载均衡级别达到最优;Among them, |S r | is the total number of RFID antenna r, |S t | is the total number of tags t, n i is the energy loss of antenna r i , when the maximum value of f 3 is 1, the load balancing level is considered to be optimal ;
步骤4:设置RFID天线的部署函数,记为ξ(S),其表达式为:Step 4: Set the deployment function of the RFID antenna, denoted as ξ(S), and its expression is:
ξ(S)=[maxf1,maxf2,maxf3] (7)ξ(S)=[maxf 1 ,maxf 2 ,maxf 3 ] (7)
其中,S为RFID天线部署位置参数,maxf1为RFID天线最大射频信号覆盖率指标函数;maxf2为RFID天线射频信号最大干扰指标函数;maxf3为RFID天线最大射频信号负载均衡指标函数;Wherein, S is the RFID antenna deployment position parameter, maxf 1 is the maximum radio frequency signal coverage index function of the RFID antenna; maxf 2 is the maximum interference index function of the RFID antenna radio frequency signal; maxf 3 is the maximum radio frequency signal load balancing index function of the RFID antenna;
步骤5:判断所述的第r个RFID天线的部署函数值(ξ(Sr))是否大于第r+1个RFID天线的部署函数值ξ(Sr+1),如果第r个RFID天线的部署函数值ξ(Sr)是大于第r+1个RFID天线的部署函数值ξ(Sr+1),换言之,若ξ(Sr)>ξ(Sr+1),则认定第r个RFID天线的部署函数值对应的RFID天线部署第r个的位置参数优于第r+1个RFID天线的部署函数值对应的RFID天线部署第r+1个的位置参数,再按上述位置的递增次序进行判断,直至得到RFID天线部署函数的最大值对应的RFID天线部署的位置参数,该对应的RFID天线部署的位置参数为RFID天线部署的最优位置参数,转步骤6,否则返回步骤3;Step 5: Determine whether the deployment function value (ξ(S r )) of the rth RFID antenna is greater than the deployment function value ξ(S r+1 ) of the r+1th RFID antenna, if the rth RFID antenna The deployment function value ξ(S r ) of the r+1th RFID antenna is greater than the deployment function value ξ(S r+1 ), in other words, if ξ(S r )>ξ(S r+1 ), then the The position parameter of the rth RFID antenna deployment corresponding to the deployment function value of r RFID antennas is better than the position parameter of the r+1th RFID antenna deployment corresponding to the deployment function value of the r+1 RFID antenna, and then according to the above position Judging in the increasing order of the RFID antenna deployment function until the position parameter of the RFID antenna deployment corresponding to the maximum value of the RFID antenna deployment function is obtained, the corresponding position parameter of the RFID antenna deployment is the optimal position parameter of the RFID antenna deployment, go to step 6, otherwise return to step 3;
步骤6:根据步骤4所述的RFID天线部署的最优位置参数,将RFID天线5、光电传感器6分别部署于货架1上,RFID读写器2与RFID天线5相连,得到RFID天线最优部署的位置和角度。Step 6: According to the optimal location parameters of the RFID antenna deployment described in step 4, the RFID antenna 5 and the photoelectric sensor 6 are respectively deployed on the shelf 1, and the RFID reader 2 is connected to the RFID antenna 5 to obtain the optimal deployment of the RFID antenna position and angle.
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