CN115451446A - Intelligent internal circulation type range hood system adopting electrostatic adsorption and control method thereof - Google Patents
Intelligent internal circulation type range hood system adopting electrostatic adsorption and control method thereof Download PDFInfo
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
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Abstract
Description
技术领域technical field
本发明属于吸油烟机技术领域,尤其涉及一种采用静电吸附的智能内循环式吸油烟机系统及其控制方法。The invention belongs to the technical field of range hoods, and in particular relates to an intelligent internal circulation type range hood system using electrostatic adsorption and a control method thereof.
背景技术Background technique
烹饪的过程中油烟的产生是不可避免,尤其是中国人民千年来均有爆炒的习惯,更加加剧了烹饪过程油烟的滋生。油烟是一种对人体健康和绿色环保有很大威胁的物质,尤其是近些年来经济社会的发展,人们越发追求清新舒适的生活环境。吸油烟机能够有效的吸收烹饪过程产生的油烟物质,因此已经成为广大群众不可或缺的一种厨房家电。The generation of soot during the cooking process is inevitable, especially the Chinese people have the habit of stir-frying for thousands of years, which aggravates the breeding of soot during the cooking process. Oil fume is a substance that poses a great threat to human health and environmental protection. Especially with the development of economy and society in recent years, people are increasingly pursuing a fresh and comfortable living environment. The range hood can effectively absorb the soot produced in the cooking process, so it has become an indispensable kitchen appliance for the masses.
吸油烟机一般安装在灶台的上面,通过油烟机核心部件风轮的旋转使得灶台上端产生负压区使得油烟抽离的设备。油烟机的“心脏”风轮在长期的使用情况下往往会沾满油污,若不及时清理会影响油烟机的负载导致性能指标下降,同时产生噪音,影响人们的身心健康。因此,一般吸油烟机在使用一定时间就要进行清洗工作,一般市面上清洗油烟大多使用高温水蒸气或者水进行喷淋,处理效果并不显著同时废水也不可以回收,并不环保。另外一方面,由于油烟机的风轮叶片位置的安装角度都是十分精确的,用户如果私自拆洗,再进行装配时十分容易发生叶片装配角度和叶片曲折等问题,影响到油烟机的使用性能。因此,若想解决这一问题,最直接的办法就是在烟气在进入风轮进行油烟分离之前就进行处理,一种清洁高效的油烟去除方式是亟待解决的技术难题。The range hood is generally installed on the top of the stove, and the rotation of the wind wheel, the core component of the range hood, creates a negative pressure area on the top of the stove to extract the oil fumes. The "heart" wind wheel of the range hood is often covered with oil under long-term use. If it is not cleaned in time, it will affect the load of the range hood, resulting in a decline in performance indicators. At the same time, noise will be generated, which will affect people's physical and mental health. Therefore, general range hoods need to be cleaned after a certain period of time in use. Generally, most of the range hoods on the market use high-temperature steam or water for spraying. The treatment effect is not significant and the waste water cannot be recycled, which is not environmentally friendly. On the other hand, since the installation angle of the fan rotor blades of the range hood is very precise, if the user disassembles and washes it privately, problems such as blade assembly angle and blade bending will easily occur during assembly, which will affect the performance of the range hood. Therefore, if you want to solve this problem, the most direct way is to process the flue gas before it enters the wind turbine for oil fume separation. A clean and efficient way to remove oil fume is a technical problem that needs to be solved urgently.
另外一方面,目前家用油烟机只是简单的将烹饪过程产生的油烟“搬出”室外,有害的油烟对环境也是一大威胁。同时由于油烟抽出室外,长时间情况下,若是在封闭通风条件不好的厨房,例如大城市中十分密集居住的楼盘,可能会造成室内空气稀薄。最好的解决办法就是对产生的油烟进行净化处理,从新排放到室内。但油烟中有害物质的去除以及检测工作是十分有必要的,因此,一种高效精准检测和杀菌的油烟机内排式系统是其中的关键。On the other hand, the current household range hoods simply "move" the cooking fumes outside, and the harmful fumes are also a big threat to the environment. At the same time, since the oily fume is drawn outside, if the kitchen is closed and poorly ventilated for a long time, such as a very densely populated real estate in a big city, the indoor air may be thin. The best solution is to purify the generated oil fume and discharge it indoors. However, the removal and detection of harmful substances in the fume are very necessary. Therefore, an efficient and accurate detection and sterilization of the internal exhaust system of the range hood is the key.
通过上述分析,现有技术存在的问题及缺陷为:现有油烟机在油烟去除的不彻底性,长期使用影响油烟机的性能、外排式油烟废气危害环境和内排空气质量难以保证。Through the above analysis, the existing problems and defects of the prior art are: the fume removal of the existing range hood is not thorough, the long-term use affects the performance of the range hood, the exhaust fume exhaust gas is harmful to the environment, and the air quality of the internal exhaust is difficult to guarantee.
发明内容Contents of the invention
针对现有技术存在的问题,本发明提供了一种采用静电吸附的智能内循环式吸油烟机系统及其控制方法。Aiming at the problems existing in the prior art, the present invention provides an intelligent internal circulation range hood system using electrostatic adsorption and a control method thereof.
本发明是这样实现的,一种采用静电吸附的智能内循环式吸油烟机系统包括:The present invention is achieved in this way. An intelligent internal circulation range hood system using electrostatic adsorption includes:
油烟吸收净化模块,用于对油烟进行电离吸附、降温,然后进行过滤、杀菌和补风操作;The oil fume absorption and purification module is used to ionize and absorb the oil fume, cool down, and then perform filtering, sterilization and air replenishment operations;
空气检测与排放模块,通过烟道及烟气冷却单元与油烟吸收净化模块连接,用于对净化后的烟气质量进行检测并在达到人体舒适健康的指标下排放到室内;The air detection and emission module is connected with the oil fume absorption and purification module through the flue and the flue gas cooling unit, which is used to detect the quality of the purified flue gas and discharge it indoors under the indicators of human comfort and health;
机器控制模块,分别与油烟吸收净化模块和空气检测与排放模块连接,用于对各个模块的运行进行协调控制。The machine control module is respectively connected with the oil fume absorption and purification module and the air detection and emission module, and is used to coordinate and control the operation of each module.
进一步,所述油烟吸收净化模块包括静电装置、蜗壳、电动机、叶轮、内排式组件、控制面板、油网和油杯,所述油网用于对油烟进行初步的冷却,油杯安装在油烟机下端,用于冷却之后的油烟通过一定的流向流入油杯内,静电装置设置在油网上侧,电动机和叶轮位于静电装置上侧,叶轮通过电动机进行驱动,经过静电装置处理后的油烟通过蜗壳流入烟道,内排式组件设置在烟道内。Further, the oil fume absorption and purification module includes an electrostatic device, a volute, a motor, an impeller, an inner row assembly, a control panel, an oil net and an oil cup, the oil net is used for preliminary cooling of the oil fume, and the oil cup is installed on the The lower end of the range hood is used for the cooled oil fume to flow into the oil cup through a certain flow direction. The electrostatic device is set on the upper side of the oil net, and the motor and impeller are located on the upper side of the electrostatic device. The impeller is driven by the motor, and the oil fume treated by the electrostatic device passes through The volute flows into the flue, and the inner row components are arranged in the flue.
进一步,所述内排式组件包括显示屏、活性炭过滤筒、紫外灯、负离子发生器、内排组件外壳、加湿器、补风电机、风扇、传感器组件、出风网和引风板,利用活性炭过滤筒、紫外灯、负离子发生器和加湿器对油烟进行杀菌、过滤和加湿操作,通过显示屏、传感器组件用于进行有害物质的检测和报警显示,在补风电机和风扇的作用下,通过出风网的再次过滤,在引风板的导流下通入室内。Further, the inner row assembly includes a display screen, an activated carbon filter cartridge, an ultraviolet lamp, an anion generator, an inner row assembly shell, a humidifier, a supplementary air motor, a fan, a sensor assembly, an air outlet net and an air induction plate, and the activated carbon Filter cartridges, ultraviolet lamps, negative ion generators, and humidifiers sterilize, filter, and humidify oil fumes, and use display screens and sensor components to detect harmful substances and display alarms. The re-filtering of the air outlet net is passed into the room under the guidance of the air-inducing plate.
进一步,所述静电装置包括电离极和吸附极板,所述电离极设置为有多部位的尖端,所述吸附极板设置为圆筒状结构,吸附极板上开设有利于油烟进一步电离、增加油烟吸附面积和油烟导流作用的齿状结构。Further, the electrostatic device includes an ionization electrode and an adsorption electrode plate, the ionization electrode is set as a tip with multiple parts, the adsorption electrode plate is set in a cylindrical structure, and the adsorption electrode plate is provided to facilitate further ionization of oil fume, increase Toothed structure with oil fume adsorption area and oil fume diversion.
进一步,所述静电装置的入口位置设置有过滤网。Further, a filter is provided at the entrance of the electrostatic device.
进一步,所述油烟吸收净化模块与烟道之间设置有出风口组件,所述油烟出风口设置有过滤装置。Further, an air outlet assembly is provided between the oil fume absorption and purification module and the flue, and a filter device is provided at the oil fume air outlet.
进一步,所述烟气冷却单元设置在烟道内,为蛇形管式换热器形式,包括水箱、蛇形管和水泵,所述蛇形管缠绕在烟道外侧,通过水泵进行冷却水的输送,通过冷却水的多层螺旋排布,对油烟充分冷却。Further, the flue gas cooling unit is arranged in the flue and is in the form of a serpentine tube heat exchanger, including a water tank, a serpentine tube and a water pump. The serpentine tube is wound outside the flue, and the cooling water is delivered by the water pump , through the multi-layer spiral arrangement of cooling water, the oil fume is fully cooled.
本发明的另一目的在于提供一种采用静电吸附的智能内循环式吸油烟机系统的控制方法,所述采用静电吸附的智能内循环式吸油烟机系统的控制方法包括:Another object of the present invention is to provide a control method for an intelligent internal circulation range hood system using electrostatic adsorption, the control method for the intelligent internal circulation range hood system using electrostatic adsorption includes:
步骤一,通过电动机带动叶轮转动,在灶台上端形成负压区,将油烟吸入油烟机内,经过静电装置进行电离吸附;Step 1: The motor drives the impeller to rotate, forming a negative pressure zone on the upper end of the cooktop, sucking the oil fume into the range hood, and ionizing and adsorbing it through an electrostatic device;
步骤二,经过静电处理后的油烟通过蜗壳流入烟道,利用烟道内的烟气冷却单元进行降温;
步骤三,降温后的油烟在内排式组件内经过一系列的过滤、杀菌和补风操作;
步骤四,利用空气检测与排放模块中的空气检测系统对处理后的烟气质量进行检测,在达到人体舒适健康的指标下排放到室内,并利用RBF神经网络补偿算法对油烟机的检测系统进行修正,保证排放室内空气的清新度。Step 4: Use the air detection system in the air detection and emission module to detect the quality of the processed flue gas, and discharge it indoors when it meets the indicators of human comfort and health, and use the RBF neural network compensation algorithm to check the detection system of the range hood. Amended to ensure the freshness of the discharged indoor air.
进一步,所述RBF神经网络具有三层神经网络结构,第一层为输入层,由信号输入结点组成,为各气体传感器检测的即测量值;第二层为隐含层,隐含层节点数目根据所要描述的问题而定,而函数组成通常采用高斯径向基函数;第三层为输出层,主要对输入信号的作用进行响应和输出,为油烟中各有害物质气体的期望浓度值。Further, the RBF neural network has a three-layer neural network structure. The first layer is an input layer, which is composed of signal input nodes, and is the measured value detected by each gas sensor; the second layer is a hidden layer, and the hidden layer nodes The number depends on the problem to be described, and the function composition usually adopts Gaussian radial basis function; the third layer is the output layer, which mainly responds to and outputs the input signal, and is the expected concentration value of each harmful substance gas in the oil fume.
进一步,从输入层空间到隐含层空间的变换是非线性的,而从隐含层空间到输出层空间变换是线性的;Further, the transformation from the input layer space to the hidden layer space is nonlinear, while the transformation from the hidden layer space to the output layer space is linear;
所述隐含层高斯径向基函数表达式为:The expression of the hidden layer Gaussian radial basis function is:
其中,αi为隐藏节点i的输出;ci为对应第i个隐含层节点的中心向量;σi为对应i个径向基函数的宽度。Among them, α i is the output of hidden node i ; ci is the center vector corresponding to the i-th hidden layer node; σ i is the width of the corresponding i radial basis function.
输出层网络表达式为:The output layer network expression is:
其中,yj输出层节点j的网格输出;Wij隐含层节点i到输出层节点j的连接权值;n隐含层节点数。所述的RBF算法具有实用性强、架构简单和不存在局部极小值问题。Among them, y j is the grid output of node j in the output layer; W ij is the connection weight from hidden layer node i to output layer node j; n is the number of hidden layer nodes. The RBF algorithm described has strong practicability, simple structure and no local minimum problem.
结合上述的技术方案和解决的技术问题,本发明所要保护的技术方案所具备的优点及积极效果为:Combining the above-mentioned technical solutions and technical problems to be solved, the advantages and positive effects of the technical solutions to be protected in the present invention are as follows:
第一、针对上述现有技术存在的技术问题以及解决该问题的难度,紧密结合本发明的所要保护的技术方案以及研发过程中结果和数据等,详细、深刻地分析本发明技术方案如何解决的技术问题,解决问题之后带来的一些具备创造性的技术效果。具体描述如下:First, in view of the technical problems existing in the above-mentioned prior art and the difficulty of solving the problems, closely combine the technical solution to be protected in the present invention and the results and data in the research and development process, etc., to analyze in detail and profoundly how to solve the technical solution of the present invention Technical problems, some creative technical effects brought about after solving the problems. The specific description is as follows:
1)油烟去除效果优异,采用静电吸附装置,在保证油烟去除的基础上,由于静电装置置于风机系统之前可以有效的保证电机的使用寿命,保证油烟机的运行效率。1) The oil fume removal effect is excellent. The electrostatic adsorption device is used. On the basis of ensuring the removal of oil fume, the electrostatic device is placed before the fan system to effectively ensure the service life of the motor and ensure the operating efficiency of the range hood.
2)油烟机的智能化和人居环境的舒适度得到广泛提高,使用内排式组件,利用多种气体传感器进行有害物质气体的时时检测,确保排出气体的无毒无害;利用RBF神经网络系统进行控制系统的检测反馈,保证结构运行的可靠性。2) The intelligence of the range hood and the comfort of the living environment have been extensively improved. Internal row components are used, and various gas sensors are used to detect harmful substances and gases from time to time to ensure that the exhaust gas is non-toxic and harmless; RBF neural network is used The system performs the detection feedback of the control system to ensure the reliability of the structure operation.
第二,把技术方案看做一个整体或者从产品的角度,本发明所要保护的技术方案具备的技术效果和优点,具体描述如下:Second, regarding the technical solution as a whole or from the perspective of a product, the technical effects and advantages of the technical solution to be protected by the present invention are specifically described as follows:
本发明环保、可行性高和智能化,油烟的处理完全实现“内循环”,同时高温油烟的热量也可以得到利用;油烟机使用过程基本实现智能化。The invention is environmentally friendly, highly feasible and intelligent, and the treatment of oily fumes completely realizes "internal circulation", and at the same time, the heat of high-temperature oily fumes can also be utilized; the use process of the range hood basically realizes intelligence.
附图说明Description of drawings
图1是本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的原理图;Fig. 1 is a schematic diagram of an intelligent internal circulation range hood system using electrostatic adsorption provided by an embodiment of the present invention;
图2是本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的结构示意图;Fig. 2 is a schematic structural diagram of an intelligent internal circulation range hood system using electrostatic adsorption provided by an embodiment of the present invention;
图3是本发明实施例提供的静电吸附装置图;Fig. 3 is a diagram of an electrostatic adsorption device provided by an embodiment of the present invention;
图4是本发明实施例提供的吸油烟机通风组件图;Fig. 4 is a diagram of the ventilation assembly of the range hood provided by the embodiment of the present invention;
图5是本发明实施例提供的内排式组件零件图;Fig. 5 is a part diagram of the inner row assembly provided by the embodiment of the present invention;
图6是本发明实施例提供的静电吸附原理图;Fig. 6 is a schematic diagram of electrostatic adsorption provided by an embodiment of the present invention;
图7是本发明实施例提供的油烟检测系统结构图;Fig. 7 is a structural diagram of a cooking fume detection system provided by an embodiment of the present invention;
图8是本发明实施例提供的BRF神经网络结构图;FIG. 8 is a structural diagram of a BRF neural network provided by an embodiment of the present invention;
图9是本发明实施例提供的具体实施流程图;Fig. 9 is a specific implementation flowchart provided by an embodiment of the present invention;
图中:1、静电装置;2、蜗壳;3、电动机;4、叶轮;5、出风口组件;6、烟道;7、过滤网;8、控制面板;9、油网;10、油杯;11、水泵;12、水箱;13、冷却水管;14、显示屏;15、壳体;16、吸附极;17、电离极;18、过滤装置;19、活性炭过滤筒;20、紫外灯;21、负离子发生器;22、内排组件外壳;23、加湿器;24、补风电机;25、风扇;26、传感器组件;27、出风网;28、引风板。In the figure: 1, electrostatic device; 2, volute; 3, motor; 4, impeller; 5, air outlet assembly; 6, flue; 7, filter screen; 8, control panel; 9, oil screen; 10, oil Cup; 11. Water pump; 12. Water tank; 13. Cooling water pipe; 14. Display screen; 15. Housing; 16. Adsorption pole; 17. Ionization pole; 18. Filter device; 19. Activated carbon filter cartridge; ; 21, negative ion generator; 22, inner row component shell; 23, humidifier; 24, supplementary wind motor; 25, fan; 26, sensor assembly;
具体实施方式detailed description
为了使本发明的目的、技术方案及优点更加清楚明白,以下结合实施例,对本发明进行进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不用于限定本发明。In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the examples. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.
一、解释说明实施例。为了使本领域技术人员充分了解本发明如何具体实现,该部分是对权利要求技术方案进行展开说明的解释说明实施例。1. Explain the embodiment. In order to make those skilled in the art fully understand how to implement the present invention, this part is an explanatory embodiment for explaining the technical solution of the claims.
如图1所示,本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统包括:As shown in Figure 1, the intelligent internal circulation range hood system using electrostatic adsorption provided by the embodiment of the present invention includes:
油烟吸收净化模块,用于对油烟进行电离吸附、降温,然后进行过滤、杀菌和补风操作;The oil fume absorption and purification module is used to ionize and absorb the oil fume, cool down, and then perform filtering, sterilization and air replenishment operations;
空气检测与排放模块,通过烟道及烟气冷却单元与油烟吸收净化模块连接,用于对净化后的烟气质量进行检测并在达到人体舒适健康的指标下排放到室内;The air detection and emission module is connected with the oil fume absorption and purification module through the flue and the flue gas cooling unit, which is used to detect the quality of the purified flue gas and discharge it indoors under the indicators of human comfort and health;
机器控制模块,分别与油烟吸收净化模块和空气检测与排放模块连接,用于对各个模块的运行进行协调控制。The machine control module is respectively connected with the oil fume absorption and purification module and the air detection and emission module, and is used to coordinate and control the operation of each module.
如图2、图3所示,本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的静电吸附系统包括As shown in Figure 2 and Figure 3, the electrostatic adsorption system of the intelligent internal circulation range hood system using electrostatic adsorption provided by the embodiment of the present invention includes
静电装置1,蜗壳2,电动机3,叶轮4,过滤网7,控制面板8,油网9和油杯10,所述的控制面板8启动油烟机进入工作状态,所述的油烟经过油网9进行初步的冷却,冷却之后的油烟通过一定的流向流入油杯10内,油杯10安装在油烟机下端以便于后续的拆卸和清洗。所述的油烟经过油网9和油杯10的收集之后,经过过滤网7的过滤之后进入静电装置3进行进一步的去除工作。所述的静电装置1置于电动机3之前,所述的静电装置1包括吸附极16和电离极17,初生的油烟经过电离极17的电离和吸附极16的吸附进行初步的油烟去除工作。经过静电装置3处理的油烟经过蜗壳2进行特定方向的流动。
如图2、图4所示,本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的出风和冷却系统包括出风口组件5,烟道6,水泵11,水箱12和冷却水管13。所述的出风口组件5包括过滤装置18。所述的油烟经过出风组件5进一步净化和引导进入烟道6中,所述的油烟在烟道内要进行冷却降温工作,所述的降温形式为蛇形管式换热器,所述的冷却水管13“缠绕”在烟道外侧,通过水泵11进行循环水的补充,经过换热的冷却水可以用以洗碗机、消毒柜和水槽的水源补充,所述的水箱12只是本文便于展示的一种形式。As shown in Figure 2 and Figure 4, the air outlet and cooling system of the intelligent internal circulation range hood system using electrostatic adsorption provided by the embodiment of the present invention includes an
如图2、图5所示,本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的内排式组件,包括显示屏14,活性炭过滤筒19,紫外灯20,负离子发生器21,内排组件外壳22,加湿器20,补风电机24,补风扇25,传感器组件26,出风网27和引风板28。所述的油烟经过烟道6后,进入内排式机组,经过活性炭过滤筒19,紫外灯20,负离子发生器21和加湿器20的杀菌、过滤和加湿操作,通过传感器组件的检测进行有害物质的检测报警显示工作,在补风电机24和补风扇25的作用下,通过出风网27的再次过滤,在引风板28的导流下通入室内,实习油烟机的“内循环”。As shown in Figure 2 and Figure 5, the internal row components of the intelligent internal circulation range hood system provided by the embodiment of the present invention include a
如图7所示,为本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的油烟检测系统结构图。经过油烟机静电装置1处理后的油烟经过一系列的过滤杀菌等操作,可能仍然存在有害的污染物质,有害的污染物质经过传感器组的检测以及记录,假设油烟中的各个有害物质的期望值为0,即经过净化后的油烟“完全清洁”。当传感器的检测有害物的浓度值低于或者等于系统设置的有害物浓度期望值时,则机器控制器控制补风风机运转,将清新以及舒适的空气送人室内。As shown in FIG. 7 , it is a structural diagram of the oil fume detection system of the intelligent internal circulation range hood system using electrostatic adsorption provided by the embodiment of the present invention. The oil fume processed by the
本发明实施例提供的采用静电吸附的智能内循环式吸油烟机系统的控制方法包括:The control method of the intelligent internal circulation type range hood system using electrostatic adsorption provided by the embodiment of the present invention includes:
步骤一,通过电动机带动叶轮转动,在灶台上端形成负压区,将油烟吸入油烟机内,经过静电装置进行电离吸附;Step 1: The motor drives the impeller to rotate, forming a negative pressure zone on the upper end of the cooktop, sucking the oil fume into the range hood, and ionizing and adsorbing it through an electrostatic device;
步骤二,经过静电处理后的油烟通过蜗壳流入烟道,利用烟道内的烟气冷却单元进行降温;
步骤三,降温后的油烟在内排式组件内经过一系列的过滤、杀菌和补风操作;
步骤四,利用空气检测与排放模块中的空气检测系统对处理后的烟气质量进行检测,在达到人体舒适健康的指标下排放到室内,并利用RBF神经网络补偿算法对油烟机的检测系统进行修正,保证排放室内空气的清新度。Step 4: Use the air detection system in the air detection and emission module to detect the quality of the processed flue gas, and discharge it indoors when it meets the indicators of human comfort and health, and use the RBF neural network compensation algorithm to check the detection system of the range hood. Amended to ensure the freshness of the discharged indoor air.
本发明实施例中的RBF神经网络具有三层神经网络结构,第一层为输入层,由信号输入结点组成,为各气体传感器检测的即测量值;第二层为隐含层,隐含层节点数目根据所要描述的问题而定,而函数组成通常采用高斯径向基函数;第三层为输出层,主要对输入信号的作用进行响应和输出,为油烟中各有害物质气体的期望浓度值。The RBF neural network in the embodiment of the present invention has a three-layer neural network structure. The first layer is an input layer, which is composed of signal input nodes and is the measured value detected by each gas sensor; the second layer is a hidden layer, which implies The number of layer nodes depends on the problem to be described, and the function composition usually adopts Gaussian radial basis function; the third layer is the output layer, which mainly responds to and outputs the input signal, and is the expected concentration of each harmful substance gas in the oil fume value.
本发明实施例中的输入层空间到隐含层空间的变换是非线性的,而从隐含层空间到输出层空间变换是线性的;In the embodiment of the present invention, the transformation from the input layer space to the hidden layer space is nonlinear, and the transformation from the hidden layer space to the output layer space is linear;
所述隐含层高斯径向基函数表达式为:The expression of the hidden layer Gaussian radial basis function is:
其中,αi为隐藏节点i的输出;ci为对应第i个隐含层节点的中心向量;σi为对应i个径向基函数的宽度。Among them, α i is the output of hidden node i ; ci is the center vector corresponding to the i-th hidden layer node; σ i is the width of the corresponding i radial basis function.
输出层网络表达式为:The output layer network expression is:
其中,yj输出层节点j的网格输出;Wij隐含层节点i到输出层节点j的连接权值;n隐含层节点数。所述的RBF算法具有实用性强、架构简单和不存在局部极小值问题。Among them, y j is the grid output of node j in the output layer; W ij is the connection weight from hidden layer node i to output layer node j; n is the number of hidden layer nodes. The RBF algorithm described has strong practicability, simple structure and no local minimum problem.
如图7、图8所示,所述采用静电吸附的智能内循环式吸油烟机系统的RBF算法检测结构的网络结构图。因为所述油烟机是内排式系统,一般传感器的使用具有一定的限制,即检测精度的问题。利用RBF算法结构解析传感器记录的修正,旨在保证用户的健康得到进一步地保证。所述的传感器记录的各种油烟中有害物质的浓度值为RBF输入层数据,经过RBF模型处理,以修正的输出层数据输出,达到空气质量精准检测的目的。应当注意RBF算法可以配合一定的软件以及硬件进行使用,将包含该算法的系统置于上位机或下位机机器之中,以便于智能内排式油烟机生产制造。As shown in Figure 7 and Figure 8, the network structure diagram of the RBF algorithm detection structure of the intelligent internal circulation range hood system using electrostatic adsorption. Because the range hood is an internal exhaust system, the use of general sensors has certain limitations, that is, the problem of detection accuracy. The RBF algorithm structure is used to analyze the correction of sensor records, aiming to ensure that the user's health is further guaranteed. The concentration values of harmful substances in various oil fumes recorded by the sensor are RBF input layer data, which are processed by the RBF model and output as corrected output layer data to achieve the purpose of accurate air quality detection. It should be noted that the RBF algorithm can be used with certain software and hardware, and the system containing the algorithm can be placed in the upper computer or lower computer to facilitate the production and manufacture of intelligent internal exhaust range hoods.
在本发明的描述中,除非另有说明,“多个”的含义是两个或两个以上;术语“上”、“下”、“左”、“右”、“内”、“外”、“前端”、“后端”、“头部”、“尾部”等指示的方位或位置关系为基于附图所示的方位或位置关系,仅是为了便于描述本发明和简化描述,而不是指示或暗示所指的装置或元件必须具有特定的方位、以特定的方位构造和操作,因此不能理解为对本发明的限制。此外,术语“第一”、“第二”、“第三”等仅用于描述目的,而不能理解为指示或暗示相对重要性。In the description of the present invention, unless otherwise stated, the meaning of "plurality" is two or more; the terms "upper", "lower", "left", "right", "inner", "outer" , "front end", "rear end", "head", "tail", etc. indicate the orientation or positional relationship based on the orientation or positional relationship shown in the drawings, and are only for the convenience of describing the present invention and simplifying the description, rather than Nothing indicating or implying that a referenced device or element must have a particular orientation, be constructed, and operate in a particular orientation should therefore not be construed as limiting the invention. In addition, the terms "first", "second", "third", etc. are used for descriptive purposes only and should not be construed as indicating or implying relative importance.
应当注意,本发明的实施方式可以通过硬件、软件或者软件和硬件的结合来实现。硬件部分可以利用专用逻辑来实现;软件部分可以存储在存储器中,由适当的指令执行系统,例如微处理器或者专用设计硬件来执行。本领域的普通技术人员可以理解上述的设备和方法可以使用计算机可执行指令和/或包含在处理器控制代码中来实现,例如在诸如磁盘、CD或DVD-ROM的载体介质、诸如只读存储器(固件)的可编程的存储器或者诸如光学或电子信号载体的数据载体上提供了这样的代码。本发明的设备及其模块可以由诸如超大规模集成电路或门阵列、诸如逻辑芯片、晶体管等的半导体、或者诸如现场可编程门阵列、可编程逻辑设备等的可编程硬件设备的硬件电路实现,也可以用由各种类型的处理器执行的软件实现,也可以由上述硬件电路和软件的结合例如固件来实现。It should be noted that the embodiments of the present invention can be realized by hardware, software, or a combination of software and hardware. The hardware part can be implemented using dedicated logic; the software part can be stored in memory and executed by a suitable instruction execution system such as a microprocessor or specially designed hardware. Those of ordinary skill in the art will understand that the above-described devices and methods can be implemented using computer-executable instructions and/or contained in processor control code, for example, on a carrier medium such as a magnetic disk, CD or DVD-ROM, such as a read-only memory Such code is provided on a programmable memory (firmware) or on a data carrier such as an optical or electronic signal carrier. The device and its modules of the present invention may be implemented by hardware circuits such as VLSI or gate arrays, semiconductors such as logic chips, transistors, etc., or programmable hardware devices such as field programmable gate arrays, programmable logic devices, etc., It can also be realized by software executed by various types of processors, or by a combination of the above-mentioned hardware circuits and software such as firmware.
以上所述,仅为本发明的具体实施方式,但本发明的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明揭露的技术范围内,凡在本发明的精神和原则之内所作的任何修改、等同替换和改进等,都应涵盖在本发明的保护范围之内。The above is only a specific embodiment of the present invention, but the scope of protection of the present invention is not limited thereto. Anyone familiar with the technical field within the technical scope disclosed in the present invention, whoever is within the spirit and principles of the present invention Any modifications, equivalent replacements and improvements made within shall fall within the protection scope of the present invention.
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Application publication date: 20221209 |





