TWI695278B - Method and device for determining POI deployment requirements of interest points - Google Patents

Method and device for determining POI deployment requirements of interest points Download PDF

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TWI695278B
TWI695278B TW106101940A TW106101940A TWI695278B TW I695278 B TWI695278 B TW I695278B TW 106101940 A TW106101940 A TW 106101940A TW 106101940 A TW106101940 A TW 106101940A TW I695278 B TWI695278 B TW I695278B
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poi
target user
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TW201828092A (en
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張寒瑞
邵明旭
錢劭立
潘浩源
徐海軍
徐笛
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香港商阿里巴巴集團服務有限公司
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Abstract

本發明係有關資訊技術領域,尤其有關一種確定興趣點POI佈設需求的方法及裝置,用以實現客觀地、自動化地確定用戶對POI的佈設需求,進而提高POI選址效率和準確率。本發明實施例提供的確定POI佈設需求的方法包括:伺服器基於獲取的用戶的地理位置資訊,確定待考察區域所覆蓋的目標用戶;針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數;根據所述待考察區域覆蓋的目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數。 The present invention relates to the field of information technology, and in particular to a method and device for determining POI deployment requirements of a point of interest, for objectively and automatically determining the user's deployment requirements for POI, thereby improving the efficiency and accuracy of POI site selection. The method for determining the POI deployment requirements provided by the embodiment of the present invention includes: the server determines the target users covered by the area to be investigated based on the acquired user's geographic location information; for each target user, the distance range is set according to the distance from the target user The number of deployed POIs with preset functions within the target user's deployment requirements index is determined; according to the target users covered by the area to be investigated, each target user pair has The deployment demand index of the POI of the preset function determines the total deployment demand index corresponding to the area to be investigated.

Description

確定興趣點POI佈設需求的方法及裝置 Method and device for determining POI deployment requirements of points of interest

本發明係有關資訊技術領域,尤其有關一種確定興趣點POI佈設需求的方法及裝置。 The present invention relates to the field of information technology, and in particular to a method and device for determining POI deployment requirements of a point of interest.

興趣點(Point of Interest,POI)選址問題一直是各個服務方普遍關注的問題,這裏的POI可以是各種自助服務終端、或固定服務場所等。 The point of interest (POI) location problem has always been a common concern of various service parties. The POI here can be various self-service terminals or fixed service locations.

目前,一般透過人工調研的方式來確定不同區域對具有預設功能的POI的佈設需求,進而進行POI選址。一般說來,根據城市區域結構、佈設的具有預設功能的POI的數量及分佈等,將各服務方還未佈設具有預設功能的POI的區域,或者佈設的具有該預設功能的POI的數量較少的區域,確定為對該POI具有較大的佈設需求的區域,比如伴隨著城區擴大造成的新的城鄉結合部,新開發或逐漸規模化的工業園、開發區,人口大量流入的區域、或者透過對實際用戶的現場諮詢所確定的具有佈設POI需求的區域等。 At present, it is common to determine the layout requirements of POIs with preset functions in different regions through manual investigation, and then perform POI site selection. Generally speaking, according to the urban area structure, the number and distribution of the POIs with preset functions, etc., each service party has not yet deployed the area with the POI with the preset function, or the area with the POI with the preset function Areas with a small number are identified as areas with greater deployment requirements for the POI, such as new urban-rural junctions caused by urban expansion, newly developed or gradually-scaled industrial parks, development zones, and large population inflows Areas, or areas with POI requirements determined through on-site consultation with actual users.

透過人工調研來確認用戶對POI的佈設需求,通常存 在有認知上的片面性,很容易出現基於調研結果所作出的選址策略與實際需求不相符。 Confirming the user's deployment requirements for POI through manual surveys is usually one-sided in terms of cognition, and it is easy for the location strategy based on the survey results to be inconsistent with the actual needs.

因此,需要一種能夠客觀地、自動化地確定POI佈設需求的方案,現有技術中尚沒有相關技術能夠實現這種方案。 Therefore, there is a need for a solution that can objectively and automatically determine the POI deployment requirements. There is no related technology in the prior art that can achieve this solution.

本發明實施例提供一種確定興趣點POI佈設需求的方法及裝置,用以實現客觀地、自動化地確定用戶對POI的佈設需求,進而提高POI選址效率和準確率。 Embodiments of the present invention provide a method and device for determining POI deployment requirements of a point of interest, so as to objectively and automatically determine the user's deployment requirements for POI, thereby improving POI site selection efficiency and accuracy.

本發明實施例提供一種確定POI佈設需求的方法,包括:伺服器基於獲取的用戶的地理位置資訊,確定待考察區域所覆蓋的目標用戶;針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數;根據所述待考察區域覆蓋的目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數。 An embodiment of the present invention provides a method for determining POI deployment requirements, including: a server determining a target user covered by an area to be investigated based on the acquired user's geographic location information; for each target user, setting a distance based on the distance from the target user The number of deployed POIs with preset functions within the scope determines the target user’s deployment demand index for the POIs with preset functions; according to the target users covered by the area to be investigated, each target user pair The deployment demand index of the POI with the preset function determines the total deployment demand index corresponding to the area to be investigated.

可選地,根據以下步驟確定所述待考察區域:將目標地理區域範圍劃分為多個相同大小的網格區域,將劃分的每個網格區域作為一個待考察區域。 Optionally, the area to be investigated is determined according to the following steps: the range of the target geographic area is divided into a plurality of grid areas of the same size, and each divided grid area is used as an area to be inspected.

可選地,確定所述目標地理區域範圍內的每個網格區域分別對應的總佈設需求指數之後,還包括:將確定的每個網格區域所對應的總佈設需求指數指示給設定服務方的POI伺服器,以使所述設定服務方基於每個網格區域所對應的總佈設需求指數,確定在所述目標地理區域範圍內佈設具有所述預設功能的POI的位址。 Optionally, after determining the total deployment demand index corresponding to each grid area within the target geographic area, the method further includes: indicating the determined total deployment demand index corresponding to each grid area to the setting server Server of the POI, so that the setting server determines the address of the POI with the preset function within the target geographic area based on the total deployment demand index corresponding to each grid area.

可選地,確定目標用戶對具有所述預設功能的POI的佈設需求指數,包括:根據在距離該目標用戶設定距離範圍內、已佈設的具有所述預設功能的POI的數量N,確定該目標用戶對具有所述預設功能的POI的佈設需求指數為k1/(N+k2),N為正整數,k1、k2為正實數。 Optionally, determining the deployment demand index of the target user for the POI with the preset function includes: determining the number of POIs with the preset function that have been deployed within a set distance from the target user The target user's deployment demand index for the POI with the preset function is k1/(N+k2), N is a positive integer, and k1 and k2 are positive real numbers.

可選地,根據所述待考察區域覆蓋的目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數,包括:將所述待考察區域覆蓋的各個目標用戶對具有所述預設功能的POI的佈設需求指數之和,確定為該待考察區域所對應的總佈設需求指數。 Optionally, according to the target demand of the target user covered by the area to be investigated, the target demand for the POI with the preset function is determined by the target deployment index corresponding to the area to be investigated, including: The sum of the deployment demand indexes of the POIs having the preset function for each target user covered by the target region to be investigated is determined as the total deployment demand index corresponding to the region to be investigated.

可選地,確定待考察區域所覆蓋的各個目標用戶,包括:從待考察區域所覆蓋的各個用戶中篩除非目標用戶,將剩餘的用戶作為目標用戶;其中,所述非目標用戶滿足以下條件中的一種或多種:對所述預設功能不具有使用需求; 在距離該非目標用戶設定距離範圍內,已經佈設有設定服務方的、具有所述預設功能的POI;在距離該非目標用戶設定距離範圍內,已經佈設有常用服務方的、具有所述預設功能的POI,其中,所述常用服務方相較於具有所述預設功能的POI的其他服務方,與該用戶之間的互動次數最多。 Optionally, determining each target user covered by the area to be investigated includes: screening non-target users from each user covered by the area to be investigated, and taking the remaining users as target users; wherein, the non-target users satisfy the following conditions One or more of: there is no requirement for using the preset function; Within the set distance range from the non-target user, the POI with the preset function has been deployed to set the service party; within the set distance range from the non-target user, the common server with the preset function has been deployed A functional POI, wherein the common service provider has the most interactions with the user compared to other service providers having the POI with the preset function.

本發明實施例提供一種確定興趣點POI佈設需求的裝置,包括:目標用戶確定模組,用以基於獲取的用戶的地理位置資訊,確定待考察區域所覆蓋的目標用戶;第一佈設需求指數確定模組,用以針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數;第二佈設需求指數確定模組,用以根據所述待考察區域覆蓋的目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數。 An embodiment of the present invention provides an apparatus for determining POI deployment requirements of a point of interest, including: a target user determination module for determining a target user covered by an area to be investigated based on the acquired user's geographic location information; and determining the first deployment demand index The module is used to determine, for each target user, the number of deployed POIs with preset functions within the set distance from the target user to determine the target user's deployment requirements for the POIs with preset functions Index; a second deployment demand index determination module, which is used to determine the corresponding demand area of each target user for the deployment demand index of the POI with the preset function according to the target users covered by the area to be investigated The total deployment demand index.

本發明實施例中,伺服器基於獲取的各個用戶的地理位置資訊,確定待考察區域所覆蓋的各個目標用戶,針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數;根據所述待考察區域覆蓋的各個目標用戶中,每個目標用戶對具有所述 預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數,從而本發明實施例可以實現客觀地、自動化地確定用戶對POI的佈設需求,進而提高POI選址效率和準確率。In the embodiment of the present invention, the server determines each target user covered by the area to be investigated based on the acquired geographic location information of each user. For each target user, according to the The number of POIs of preset functions determines the target user’s deployment demand index for POIs with the preset functions; according to each target user covered by the area to be investigated, each target user pair has the The POI deployment demand index of the preset function determines the total deployment demand index corresponding to the area to be investigated, so that the embodiment of the present invention can objectively and automatically determine the user's deployment demand for POI, thereby improving the efficiency of POI site selection and Accuracy.

31‧‧‧目標用戶確定模組 31‧‧‧Target user identification module

32‧‧‧第一佈設需求指數確定模組 32‧‧‧ The first deployment demand index determination module

33‧‧‧第二佈設需求指數確定模組 33‧‧‧Second layout demand index determination module

34‧‧‧劃分模組 34‧‧‧Division module

35‧‧‧發送模組 35‧‧‧send module

圖1為本發明實施例一提供的確定興趣點POI佈設需求的方法流程圖;圖2為本發明實施例二提供的確定興趣點POI佈設需求的方法流程圖;圖3為本發明實施例提供的確定POI佈設需求的裝置結構示意圖。 FIG. 1 is a flowchart of a method for determining POI deployment requirements of a point of interest provided by Embodiment 1 of the present invention; FIG. 2 is a flowchart of a method for determining POI deployment requirements of a point of interest provided by Embodiment 2 of the present invention; FIG. 3 is provided by an embodiment of the present invention Schematic diagram of the device structure for determining POI deployment requirements.

本發明實施例中,伺服器基於獲取的各個用戶的地理位置資訊,確定待考察區域所覆蓋的各個目標用戶,針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數;根據所述待考察區域覆蓋的各個目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數,從而本發明實施例可以實現客觀地、自動化地確定用戶對POI的佈設需求,進而提高POI選址效率和準確率。 In the embodiment of the present invention, the server determines each target user covered by the area to be investigated based on the acquired geographic location information of each user. For each target user, according to the The number of POIs of the preset function, to determine the target user's deployment demand index for the POI with the preset function; according to the target users covered by the area to be investigated, each target user pair has the preset function The POI deployment demand index determines the total deployment demand index corresponding to the area to be investigated, so that the embodiment of the present invention can objectively and automatically determine the user's deployment demand for POI, thereby improving the efficiency and accuracy of POI site selection.

下面結合說明書附圖對本發明實施例作進一步詳細描述。 The embodiments of the present invention will be further described in detail below in conjunction with the accompanying drawings of the specification.

實施例一 Example one

如圖1所示,為本發明實施例一提供的確定興趣點POI佈設需求的方法流程圖,包括以下步驟: As shown in FIG. 1, it is a flowchart of a method for determining POI deployment requirements provided by Embodiment 1 of the present invention, including the following steps:

S101:伺服器基於獲取的各個用戶的地理位置資訊,確定待考察區域所覆蓋的各個目標用戶。 S101: The server determines each target user covered by the area to be investigated based on the acquired geographic location information of each user.

在具體實施過程中,可以從用戶的網路互動資料中提取地理位置資訊,比如,提取用戶使用移動設備導航、上網時的位址資訊(經緯度資料),提取用戶收貨位址資訊等,透過提取的位址資訊以及用戶使用每個位址時的時間資訊,可以確定出用戶常用位址(亦即,出現頻次超過設定閾值的位址),包括工作位址(工作時間使用的位址)和/或住宅位址(非工作時間使用的位址)等,亦即一個用戶可以其有一個或多個位址,不同的待考察區域可能覆蓋相同的用戶。 In the specific implementation process, the geographic location information can be extracted from the user's network interaction data, for example, the user's address information (latitude and longitude data) when using a mobile device to navigate, access to the Internet, and the user's receipt address information, etc., through The extracted address information and the time information when the user uses each address can determine the user's commonly used addresses (that is, the addresses whose frequency exceeds the set threshold), including the working address (the address used during working hours) And/or residential address (address used during non-working hours), etc., that is, one user may have one or more addresses, and different areas to be investigated may cover the same user.

在具體實施過程中,可以將待考察區域覆蓋的每個用戶都作為目標用戶;也可以首先基於實際需求來進行目標用戶的篩選,這樣一方面可以減少計算複雜度,另一方面可以使確定出的佈設需求指數更接近實際需要。 In the specific implementation process, each user covered by the area to be investigated can be regarded as the target user; first, the target user can be screened based on actual needs, which on the one hand can reduce the computational complexity, and on the other hand, can determine the The deployment demand index is closer to the actual needs.

具體地說,從待考察區域所覆蓋的各個用戶中篩除非目標用戶,將剩餘的用戶作為目標用戶;其中,所述非目標用戶滿足以下條件中的一者或多者: Specifically, the non-target users are selected from the various users covered by the area to be investigated, and the remaining users are regarded as the target users; wherein, the non-target users satisfy one or more of the following conditions:

(1)對待佈設的POI的預設功能不具有使用需求;比如,待佈設的POI為自助取款機ATM(亦即,預設功能為自助取款功能),不持儲蓄卡或信用卡的用戶沒有使用ATM的需求,這裏,一般假設只有儲蓄卡用戶對ATM有佈設需求,若某服務方的信用卡用戶數量遠大於儲蓄卡用戶,則認為信用卡用戶對ATM也有佈設需求。 (1) The preset function of the POI to be deployed does not have usage requirements; for example, the POI to be deployed is a self-service cash machine ATM (that is, the preset function is a self-service withdrawal function), and users who do not hold a savings card or credit card do not use it Demand for ATM. Here, it is generally assumed that only savings card users have deployment requirements for ATM. If the number of credit card users of a certain service party is much larger than savings card users, it is considered that credit card users also have deployment requirements for ATM.

(2)在距離該非目標用戶設定距離範圍內,已經佈設有設定服務方的、具有所述預設功能的POI;這裏,假設本次確定的POI的佈設需求指數是針對某設定服務方的,則若在距離用戶設定距離範圍內,己經佈設有設定服務方的POI,則將該用戶作為非目標用戶,比如,剔除某設定服務方的ATM已經覆蓋的500米範圍內的用戶。 (2) Within the set distance range from the non-target user, the POI with the preset function that has already been set up by the provisioning service party; here, it is assumed that the deployment demand index of the POI determined this time is for a certain provisioning service party, If, within the set distance from the user, the POI of the setting server is already deployed, the user is regarded as a non-target user, for example, users within 500 meters that have been covered by the ATM of a certain setting server are excluded.

(3)在距離該非目標用戶設定距離範圍內,已經佈設有常用服務方的、具有所述預設功能的POI,其中,所述常用服務方相較於具有所述預設功能的POI的其他服務方,與該用戶之間的互動次數最多;比如,若某用戶的常用服務方為除了所述設定服務方之外的其他服務方,且在距離該用戶500米範圍內已經佈設有該用戶常用服務方的ATM,則可以將該用戶作為非目標用戶。 (3) Within the set distance range from the non-target user, the POIs with the preset function that have been commonly used service providers have been deployed, wherein the common service providers are compared with other POIs with the preset function The server has the most interactions with the user; for example, if a user's common server is other than the set server, and the user has been deployed within 500 meters of the user The ATM of the commonly used server can use this user as a non-target user.

S102:針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數。 S102: For each target user, according to the number of deployed POIs with preset functions within a set distance from the target user, determine the target user's deployment demand index for the POIs with preset functions.

在具體實施過程中,POI的數量越少,目標用戶對 POI的佈設需求指數越大,因此,可以基於POI的數量而確定目標用戶對POI的佈設需求指數。 In the specific implementation process, the fewer the number of POIs, the target users will The larger the POI deployment demand index, the target user's deployment demand index can be determined based on the number of POIs.

可選地,POI的數量與目標用戶對POI的佈設需求指數可以成反比例,亦即,根據在距離該目標用戶設定距離範圍內、已佈設的具有所述預設功能的POI的數量N,確定該目標用戶對具有所述預設功能的POI的佈設需求指數為k1/(N+k2),N為正整數,k1、k2為正實數。 Optionally, the number of POIs can be inversely proportional to the target user's deployment demand index for POIs, that is, determined according to the number N of POIs with the preset function that have been deployed within a set distance from the target user The target user's deployment demand index for the POI with the preset function is k1/(N+k2), N is a positive integer, and k1 and k2 are positive real numbers.

需要說明的是,佈設需求指數為k1/(N+k2)僅是本發明實施例的一種實施方式,基於該實施方式的任何簡單變形都在本發明保護範圍內,比如,佈設需求指數可以為

Figure 106101940-A0305-02-0010-1
,μ為實數。 It should be noted that the deployment demand index of k1/(N+k2) is only an implementation of the embodiment of the present invention, and any simple modification based on this embodiment is within the protection scope of the present invention. For example, the deployment demand index may be
Figure 106101940-A0305-02-0010-1
, Μ is a real number.

S103:根據所述待考察區域覆蓋的各個目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數。 S103: Determine the total deployment demand index corresponding to the area to be inspected according to each target user's deployment demand index for the POI with the preset function among the target users covered by the area to be investigated.

在具體實施過程中,可以將所述待考察區域覆蓋的各個目標用戶對具有所述預設功能的POI的佈設需求指數之和,確定為該待考察區域所對應的總佈設需求指數。 In a specific implementation process, the sum of the deployment demand index of each target user covered by the area to be inspected for the POI with the preset function may be determined as the total deployment demand index corresponding to the area to be inspected.

或者,還可以每個目標用戶分別對具有所述預設功能的POI的佈設需求指數乘以該目標用戶對應的權重,得到乘積,再將各個目標用戶對應的乘積相加,確定該待考察區域所對應的總佈設需求指數;這裏,每個目標用戶對應的權重可以與該目標用戶的地理位置資訊的穩定性、信用記錄等相關。 Alternatively, each target user may separately multiply the deployment demand index of the POI with the preset function by the weight corresponding to the target user to obtain a product, and then add the product corresponding to each target user to determine the area to be investigated Corresponding total deployment demand index; here, the weight corresponding to each target user can be related to the stability of the target user's geographic location information, credit history, etc.

為了進一步提高進行POI選址的準確性,本發明以下實施例二將待佈設POI的目標地理區域範圍劃分為多個相同大小的網格區域,將劃分的每個網格區域作為一個待考察區域,確定每一個待考察區域所對應的總佈設需求指數,以便更加精確地為POI選址。 In order to further improve the accuracy of POI site selection, the following second embodiment of the present invention divides the range of the target geographic area to be deployed into multiple grid areas of the same size, and regards each divided grid area as an area to be investigated , Determine the total deployment demand index corresponding to each area to be investigated in order to more accurately select the location for the POI.

實施例二 Example 2

如圖2所示,為本發明實施例二提供的確定興趣點POI佈設需求的方法流程圖,包括以下步驟: As shown in FIG. 2, it is a flowchart of a method for determining POI deployment requirements provided by Embodiment 2 of the present invention, including the following steps:

S201:基於獲取到的各個用戶的地理位置資訊,確定目標地理區域範圍內的各個用戶,並從目標地理區域範圍內的各個用戶中篩除非目標用戶,將剩餘的用戶作為目標用戶。 S201: Determine each user within the target geographic area based on the acquired geographic location information of each user, and screen out the non-target users from each user within the target geographic area, and use the remaining users as the target user.

在具體實施過程中,篩除以下非目標用戶:(1)對待佈設的POI的預設功能不具有使用需求;(2)在距離該非目標用戶設定距離範圍內,已經佈設有設定服務方的、具有所述預設功能的POI;(3)在距離該非目標用戶設定距離範圍內,已經佈設有常用服務方的、具有所述預設功能的POI。 In the specific implementation process, the following non-target users are screened out: (1) The preset function of the POI to be deployed does not have usage requirements; (2) Within the set distance from the non-target user, the service provider has been deployed, POI with the preset function; (3) Within the range of the set distance from the non-target user, a POI with the preset function that has been frequently deployed by a common service party.

S202:針對目標地理區域範圍內的每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數。 S202: For each target user within the target geographic area, determine the target user’s POI with the preset function according to the number of deployed POIs with the preset function within the set distance from the target user The deployment demand index.

該步驟中,針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數 量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數為1/(N+1)。 In this step, for each target user, according to the number of deployed POIs with preset functions within a set distance from the target user, the target user's deployment demand index for the POIs with preset functions is determined It is 1/(N+1).

S203:將目標地理區域範圍劃分為多個相同大小的網格區域,並確定每個網格區域所覆蓋的各個目標用戶。 S203: Divide the range of the target geographic area into multiple grid areas of the same size, and determine each target user covered by each grid area.

這裏,根據獲取的各個目標用戶的地理位置資訊,以及每個網格區域的地理區域範圍,確定每個網格區域所覆蓋的各個目標用戶。 Here, each target user covered by each grid area is determined according to the acquired geographic location information of each target user and the geographic area range of each grid area.

在具體實施過程中,也可以首先根據獲取的各個用戶的地理位置資訊,確定每個網格區域各自覆蓋的用戶,然後再從每個網格區域各自覆蓋的用戶中篩除非目標用戶,得到每個網格區域所覆蓋的各個目標用戶。還可以在確定每個網格區域所覆蓋的各個目標用戶後,再針對每個網格區域,確定該網格區域內的各個目標用戶分別對具有所述預設功能的POI的佈設需求指數。 In the specific implementation process, you can also first determine the users covered by each grid area based on the acquired geographic location information of each user, and then select the non-target users from the users covered by each grid area to obtain each user. Each target user covered by a grid area. After determining each target user covered by each grid area, for each grid area, it is also determined that each target user in the grid area needs to allocate a POI with the preset function.

S204:針對每個網格區域,根據該網格區域覆蓋的各個目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該網格區域所對應的總佈設需求指數。 S204: For each grid area, according to each target user's deployment demand index of the POI with the preset function covered by the grid area, determine the total deployment demand corresponding to the grid area index.

該步驟中,將每個網格區域覆蓋的各個目標用戶對具有所述預設功能的POI的佈設需求指數之和,確定為該網格區域所對應的總佈設需求指數。 In this step, the sum of the deployment index of each target user covered by each grid area for the POI with the preset function is determined as the total deployment demand index corresponding to the grid area.

比如,某網格區域內只有A和B兩個用戶,A用戶周邊500米範圍內佈設有3台ATM,B用戶周邊500米範圍內佈設有0台ATM,則該網格區域所對應的總佈設需 求指數為1/3+1=4/3。 For example, if there are only two users A and B in a grid area, 3 ATMs are deployed within 500 meters of user A, and 0 ATMs are deployed within 500 meters of user B. The layout demand index is 1/3+1=4/3.

S205:將確定的每個網格區域所對應的總佈設需求指數指示給設定服務方的POI伺服器,以使所述設定服務方基於每個網格區域所對應的總佈設需求指數,確定在所述目標地理區域範圍內佈設具有所述預設功能的POI的位址。 S205: Indicate the determined total deployment demand index corresponding to each grid area to the POI server of the setting service side, so that the setting service side is determined based on the total deployment demand index corresponding to each grid area. The address of the POI with the preset function is arranged within the target geographic area.

在具體實施過程中,可以根據每個網格區域對應的總佈設需求指數,對包含所述預設地理區域範圍的地圖進行渲染,比如,總佈設需求指數越小的網格區域在地圖上的顏色越淡,透明度越高,總佈設需求指數越大的網格區域在地圖上的顏色越深,透明度越低,可以將渲染後的地圖發送給設定服務方,該設定服務方基於地圖上顯示的資訊,根據自身實際需要選擇POI的佈設位址。 In the specific implementation process, the map containing the preset geographic area range may be rendered according to the total deployment demand index corresponding to each grid area, for example, the grid area with the smaller total deployment demand index on the map The lighter the color, the higher the transparency, the darker the color of the grid area with the larger total deployment demand index on the map, and the lower the transparency, you can send the rendered map to the setting server, which will display based on the map. According to their actual needs, choose the layout address of POI.

基於同一發明構思,本發明實施例中還提供了一種與確定POI佈設需求的方法對應的確定POI佈設需求的裝置,由於該裝置解決問題的原理與本發明實施例確定POI佈設需求的方法相似,因此該裝置的實施可以參見方法的實施,重複之處不再贅述。 Based on the same inventive concept, an embodiment of the present invention also provides a device for determining POI deployment requirements corresponding to the method for determining POI deployment requirements. Since the principle of the device to solve the problem is similar to the method for determining POI deployment requirements in the embodiments of the present invention, Therefore, the implementation of the device can be referred to the implementation of the method, and the repetition is not repeated here.

如圖3所示,為本發明實施例提供的確定POI佈設需求的裝置結構示意圖,包括:目標用戶確定模組31,用以基於獲取的各個用戶的地理位置資訊,確定待考察區域所覆蓋的各個目標用戶;第一佈設需求指數確定模組32,用以針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的 具有預設功能的POI的數量,確定該目標用戶對具有所述預設功能的POI的佈設需求指數;第二佈設需求指數確定模組33,用以根據所述待考察區域覆蓋的各個目標用戶中,每個目標用戶對具有所述預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數。 As shown in FIG. 3, it is a schematic structural diagram of a device for determining POI deployment requirements provided by an embodiment of the present invention, including: a target user determination module 31 for determining the coverage of the area to be investigated based on the acquired geographic location information of each user Each target user; the first deployment demand index determination module 32 is used to determine, for each target user, the number of deployed POIs with preset functions within the set distance from the target user The deployment demand index of the POI with the preset function; the second deployment demand index determination module 33 is used to determine, according to each target user covered by the area to be investigated, each target user The POI deployment demand index determines the total deployment demand index corresponding to the area to be investigated.

可選地,所述裝置還包括:劃分模組34,用以在所述目標用戶確定模組31確定待考察區域所覆蓋的各個目標用戶之前,將目標地理區域範圍劃分為多個相同大小的網格區域,將劃分的每個網格區域作為一個待考察區域。 Optionally, the device further includes: a dividing module 34, which is used to divide the range of the target geographic area into a plurality of the same size before the target user determining module 31 determines each target user covered by the area to be investigated Grid area, each divided grid area is regarded as an area to be investigated.

可選地,所述裝置還包括:發送模組35,用以在所述第二佈設需求指數確定模組33確定所述目標地理區域範圍內的每個網格區域分別對應的總佈設需求指數之後,將確定的每個網格區域所對應的總佈設需求指數指示給設定服務方的POI伺服器,以使所述設定服務方基於每個網格區域所對應的總佈設需求指數,確定在所述目標地理區域範圍內佈設具有所述預設功能的POI的位址。 Optionally, the device further includes a sending module 35 for determining, in the second deployment demand index determination module 33, the total deployment demand index corresponding to each grid area within the target geographic area After that, the determined total deployment demand index corresponding to each grid area is indicated to the POI server of the setting service side, so that the setting service side is determined based on the total deployment demand index corresponding to each grid area. The address of the POI with the preset function is arranged within the target geographic area.

可選地,所述第一佈設需求指數確定模組32具體用以:根據在距離該目標用戶設定距離範圍內、已佈設的具有所述預設功能的POI的數量N,確定該目標用戶對具有所述預設功能的POI的佈設需求指數為k1/(N+k2),N為正整數,k1、k2為正實數。 Optionally, the first deployment demand index determination module 32 is specifically configured to determine the target user pair according to the number N of POIs with the preset function that have been deployed within a set distance range from the target user The deployment demand index of the POI with the preset function is k1/(N+k2), N is a positive integer, and k1 and k2 are positive real numbers.

可選地,所述第二佈設需求指數確定模組33具體用以: 將所述待考察區域覆蓋的各個目標用戶對具有所述預設功能的POI的佈設需求指數之和,確定為該待考察區域所對應的總佈設需求指數。 Optionally, the second deployment demand index determination module 33 is specifically used to: The sum of the deployment index of each target user covered by the area to be surveyed for the POI with the preset function is determined as the total deployment demand index corresponding to the area to be surveyed.

可選地,目標用戶確定模組31具體用以:從待考察區域所覆蓋的各個用戶中篩除非目標用戶,將剩餘的用戶作為目標用戶;其中,所述非目標用戶滿足以下條件中的一者或多者:對所述預設功能不具有使用需求;在距離該非目標用戶設定距離範圍內,已經佈設有設定服務方的、具有所述預設功能的POI;在距離該非目標用戶設定距離範圍內,已經佈設有常用服務方的、具有所述預設功能的POI,其中,所述常用服務方相較於具有所述預設功能的POI的其他服務方,與該用戶之間的互動次數最多。 Optionally, the target user determination module 31 is specifically used to: filter out non-target users from each user covered by the area to be investigated, and use the remaining users as the target users; wherein, the non-target users satisfy one of the following conditions Or more: there is no demand for the preset function; within the set distance from the non-target user, the POI with the preset function has been deployed to set the service side; the distance is set from the non-target user Within the scope, the POI with the preset function has been deployed with the common service party, wherein the common service party interacts with the user compared to other service parties with the POI with the preset function The most times.

本領域內的技術人員應明白,本發明的實施例可提供為方法、系統、或電腦程式產品。因此,本發明可採用完全硬體實施例、完全軟體實施例、或結合軟體和硬體態樣的實施例的形式。而且,本發明可採用在一個或多個其中包含有電腦可用程式碼的電腦可用儲存媒體(包括但不限於磁碟記憶體、CD-ROM、光學記憶體等)上實施的電腦 程式產品的形式。 Those skilled in the art should understand that the embodiments of the present invention may be provided as methods, systems, or computer program products. Therefore, the present invention may take the form of a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware aspects. Moreover, the present invention can be applied to a computer implemented on one or more computer-usable storage media (including but not limited to disk memory, CD-ROM, optical memory, etc.) containing computer-usable program code Program product form.

本發明是參照根據本發明實施例的方法、裝置(系統)、和電腦程式產品的流程圖和/或方塊圖來加以描述的。應理解可由電腦程式指令實現流程圖和/或方塊圖中的每一個流程和/或方塊、以及流程圖和/或方塊圖中的流程和/或方塊的結合。可提供這些電腦程式指令到通用電腦、專用電腦、嵌入式處理機或其他可編程資料處理設備的處理器以產生一個機器,使得透過電腦或其他可編程資料處理設備的處理器執行的指令產生用來實現在流程圖中的一個流程或多個流程和/或方塊圖中的一個方塊或多個方塊中指定的功能的裝置。 The present invention is described with reference to flowcharts and/or block diagrams of methods, devices (systems), and computer program products according to embodiments of the present invention. It should be understood that each flow and/or block in the flowchart and/or block diagram and a combination of the flow and/or block in the flowchart and/or block diagram can be implemented by computer program instructions. These computer program instructions can be provided to the processors of general-purpose computers, special-purpose computers, embedded processors, or other programmable data processing equipment to produce a machine that enables the generation of instructions executed by the processor of the computer or other programmable data processing equipment An apparatus for realizing the functions specified in one block or multiple blocks in a flow or multiple processes in the flowchart and/or block diagrams.

這些電腦程式指令也可被儲存在能引導電腦或其他可編程資料處理設備以特定方式操作的電腦可讀記憶體中,使得儲存在該電腦可讀記憶體中的指令產生包括指令裝置的製造品,該指令裝置實現在流程圖中的一個流程或多個流程和/或方塊圖中的一個方塊或多個方塊中指定的功能。 These computer program instructions can also be stored in a computer readable memory that can guide a computer or other programmable data processing device to operate in a specific manner, so that the instructions stored in the computer readable memory produce a manufactured product including an instruction device The instruction device implements the functions specified in one block or multiple blocks in the flow chart and/or multiple blocks in the block diagram.

這些電腦程式指令也可被裝載到電腦或其他可編程資料處理設備上,使得在電腦或其他可編程設備上執行一系列操作步驟以產生電腦實現的處理,從而在電腦或其他可編程設備上執行的指令提供用來實現在流程圖中的一個流程或多個流程和/或方塊圖中的一個方塊或多個方塊中指定的功能的步驟。 These computer program instructions can also be loaded onto a computer or other programmable data processing device, so that a series of operating steps are performed on the computer or other programmable device to generate computer-implemented processing to be executed on the computer or other programmable device The instructions provided provide steps to implement the functions specified in a flow or flows in the flowchart and/or a block or blocks in the block diagram.

儘管已描述了本發明的較佳實施例,但本領域內的技術人員一旦得知了基本創造性概念,則可對這些實施例作出另外的變更和修改。所以,所附申請專利範圍意欲被解釋為包括較佳實施例以及落入本發明之範圍內的所有變更和修改。 Although the preferred embodiments of the present invention have been described, those skilled in the art can make additional changes and modifications to these embodiments once they learn the basic inventive concept. Therefore, the scope of the attached patent application is intended to be interpreted as including the preferred embodiments and all changes and modifications falling within the scope of the present invention.

顯然,本領域的技術人員可以對本發明進行各種改動和變型而不脫離本發明的精神和範圍。這樣,倘若本發明的這些修改和變型屬於本發明申請專利範圍及其等同技術的範圍之內,則本發明也意圖包含這些改動和變型在內。 Obviously, those skilled in the art can make various modifications and variations to the present invention without departing from the spirit and scope of the present invention. In this way, if these modifications and variations of the present invention fall within the scope of the patent application of the present invention and the scope of its equivalent technology, the present invention is also intended to include these modifications and variations.

Claims (10)

一種確定興趣點POI佈設需求的方法,其特徵在於,該方法包括:伺服器基於獲取的用戶的地理位置資訊,確定待考察區域所覆蓋的目標用戶;針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有該預設功能的POI的佈設需求指數;以及根據該待考察區域覆蓋的目標用戶中,每個目標用戶對具有該預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數,其中,根據以下步驟來確定該待考察區域:將目標地理區域範圍劃分為多個相同大小的網格區域,將劃分的每個網格區域作為一個待考察區域。 A method for determining POI deployment requirements of a point of interest, characterized in that the method includes: the server determines the target users covered by the area to be investigated based on the acquired geographic location information of the user; for each target user, the target is based on the distance The number of deployed POIs with preset functions within the user-set distance range to determine the target user’s deployment demand index for the POIs with preset functions; and according to the target users covered by the area to be investigated, each target The user determines the total deployment demand index corresponding to the area to be investigated for the deployment demand index of the POI with the preset function, wherein the area to be investigated is determined according to the following steps: the target geographic area is divided into multiple equal sizes Grid area, each grid area is divided as an area to be investigated. 如申請專利範圍第1項所述的方法,其中,確定該目標地理區域範圍內的每個網格區域分別對應的總佈設需求指數之後,還包括:將確定的每個網格區域所對應的總佈設需求指數指示給設定服務方的POI伺服器,以使該設定服務方基於每個網格區域所對應的總佈設需求指數,確定在該目標地理區域範圍內佈設具有該預設功能的POI的位址。 The method according to item 1 of the patent application scope, wherein after determining the total deployment demand index corresponding to each grid area within the target geographic area, the method further includes: The total deployment demand index is indicated to the POI server of the setting server, so that the setting server determines that the POI with the preset function is to be deployed within the target geographic area based on the total deployment demand index corresponding to each grid area 'S address. 如申請專利範圍第1項所述的方法,其中,確定目標用戶對具有該預設功能的POI的佈設需求指數,包括: 根據在距離該目標用戶設定距離範圍內、已佈設的具有該預設功能的POI的數量N,確定該目標用戶對具有該預設功能的POI的佈設需求指數為k1/(N+k2),N為正整數,k1、k2為正實數。 The method according to item 1 of the patent application scope, wherein the determination of the target user's deployment demand index for the POI with the preset function includes: According to the number N of deployed POIs with the preset function within a set distance from the target user, determine the target user's deployment demand index for the POIs with the preset function is k1/(N+k2), N is a positive integer, and k1 and k2 are positive real numbers. 如申請專利範圍第1項所述的方法,其中,根據該待考察區域覆蓋的目標用戶中,每個目標用戶對具有該預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數,包括:將該待考察區域覆蓋的各個目標用戶對具有該預設功能的POI的佈設需求指數之和,確定為該待考察區域所對應的總佈設需求指數。 The method as described in item 1 of the patent application scope, wherein, according to the target demand of the target users covered by the area to be inspected for each POI with the preset function, the corresponding to the area to be inspected is determined The total deployment demand index includes: determining the total deployment demand index of each target user covered by the area to be inspected for the POI with the preset function as the total deployment demand index corresponding to the area to be inspected. 如申請專利範圍第1至4項中任一項所述的方法,其中,確定待考察區域所覆蓋的目標用戶,包括:從待考察區域所覆蓋的各個用戶中篩除非目標用戶,將剩餘的用戶作為目標用戶;其中,該非目標用戶滿足以下條件中的一者或多者:對該預設功能不具有使用需求;在距離該非目標用戶設定距離範圍內,已經佈設有設定服務方的、具有該預設功能的POI;以及在距離該非目標用戶設定距離範圍內,已經佈設有常用服務方的、具有該預設功能的POI,其中,該常用服務方相較於具有該預設功能的POI的其他服務方,與該用戶之間的互動次數最多。 The method according to any one of items 1 to 4 of the patent application scope, wherein determining the target users covered by the area to be investigated includes: screening out the non-target users from each user covered by the area to be investigated, and removing the remaining The user is the target user; wherein, the non-target user meets one or more of the following conditions: there is no demand for using the preset function; within the set distance from the non-target user, the set service party has been deployed, has The POI of the preset function; and the POI with the preset function that has been deployed with common service providers within a set distance from the non-target user, wherein the common service provider is compared to the POI with the preset function Has the most interactions with this user. 一種確定興趣點POI佈設需求的裝置,其特徵在 於,該裝置包括:目標用戶確定模組,用以基於獲取的用戶的地理位置資訊,確定待考察區域所覆蓋的目標用戶;第一佈設需求指數確定模組,用以針對每個目標用戶,根據在距離該目標用戶設定距離範圍內、已佈設的具有預設功能的POI的數量,確定該目標用戶對具有該預設功能的POI的佈設需求指數;第二佈設需求指數確定模組,用以根據該待考察區域覆蓋的目標用戶中,每個目標用戶對具有該預設功能的POI的佈設需求指數,確定該待考察區域所對應的總佈設需求指數;以及劃分模組,用以在該目標用戶確定模組確定待考察區域所覆蓋的目標用戶之前,將目標地理區域範圍劃分為多個相同大小的網格區域,將劃分的每個網格區域作為一個待考察區域。 A device for determining POI deployment requirements of points of interest, characterized by Therefore, the device includes: a target user determination module for determining the target user covered by the area to be investigated based on the acquired geographical location information of the user; a first deployment demand index determination module for each target user, According to the number of deployed POIs with preset functions within the set distance from the target user, determine the target user's deployment demand index for the POI with the preset function; the second deployment demand index determination module uses According to the target users covered by the area to be investigated, each target user determines the total deployment demand index corresponding to the POI with the preset function; and the module is divided into Before the target user determination module determines the target user covered by the area to be investigated, the range of the target geographic area is divided into a plurality of grid areas of the same size, and each divided grid area is used as an area to be investigated. 如申請專利範圍第6項所述的裝置,其中,該裝置還包括:發送模組,用以在該第二佈設需求指數確定模組確定該目標地理區域範圍內的每個網格區域分別對應的總佈設需求指數之後,將確定的每個網格區域所對應的總佈設需求指數指示給設定服務方的POI伺服器,以使該設定服務方基於每個網格區域所對應的總佈設需求指數,確定在該目標地理區域範圍內佈設具有該預設功能的POI的位址。 The device according to item 6 of the patent application scope, wherein the device further comprises: a sending module for determining that each grid area within the target geographic area corresponds to the grid area in the second deployment demand index determination module After the total deployment demand index of each, the determined total deployment demand index corresponding to each grid area is indicated to the POI server of the setting service side, so that the setting service side is based on the total deployment demand corresponding to each grid area The index determines the address of the POI with the preset function within the target geographic area. 如申請專利範圍第6項所述的裝置,其中,該第 一佈設需求指數確定模組具體用以:根據在距離該目標用戶設定距離範圍內、已佈設的具有該預設功能的POI的數量N,確定該目標用戶對具有該預設功能的POI的佈設需求指數為k1/(N+k2),N為正整數,k1、k2為正實數。 The device as described in item 6 of the patent application scope, wherein the A deployment demand index determination module is specifically used to determine the deployment of the POI with the preset function by the target user according to the number N of POIs with the preset function that have been deployed within the set distance from the target user The demand index is k1/(N+k2), N is a positive integer, and k1 and k2 are positive real numbers. 如申請專利範圍第6項所述的裝置,其中,該第二佈設需求指數確定模組具體用以:將該待考察區域覆蓋的各個目標用戶對具有該預設功能的POI的佈設需求指數之和,確定為該待考察區域所對應的總佈設需求指數。 The device as described in item 6 of the patent application scope, wherein the second deployment demand index determination module is specifically used to: each target user covered by the area to be investigated has a deployment demand index of the POI with the preset function And, determine the total deployment demand index corresponding to the area to be investigated. 如申請專利範圍第6至10項中任一項所述的裝置,其中,該目標用戶確定模組具體用以:從待考察區域所覆蓋的各個用戶中篩除非目標用戶,將剩餘的用戶作為目標用戶;其中,該非目標用戶滿足以下條件中的一者或多者:對該預設功能不具有使用需求;在距離該非目標用戶設定距離範圍內,已經佈設有設定服務方的、具有該預設功能的POI;以及在距離該非目標用戶設定距離範圍內,已經佈設有常用服務方的、具有該預設功能的POI,其中,該常用服務方相較於具有該預設功能的POI的其他服務方,與該用戶之間的互動次數最多。 The device according to any one of items 6 to 10 of the patent application scope, wherein the target user determination module is specifically used to: screen out the non-target users from each user covered by the area to be investigated, and use the remaining users as Target user; wherein, the non-target user meets one or more of the following conditions: there is no use requirement for the preset function; within the set distance range from the non-target user, a preset service party has been deployed and has the preset A POI with a function; and a POI with a preset function that has already been deployed with a common service provider within a set distance from the non-target user, where the common service provider is compared to other POIs with a preset function The server has the most interactions with the user.
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Citations (3)

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Publication number Priority date Publication date Assignee Title
CN102609783A (en) * 2012-01-11 2012-07-25 东南大学 Construction optimizing and operating method of automatic fixed-point picking-up system of logistics express
CN102663556A (en) * 2012-04-16 2012-09-12 深圳供电局有限公司 Charging pile position determining method and device
CN104394535A (en) * 2014-12-05 2015-03-04 重庆大学 Base station planning method for cooperative communication

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102609783A (en) * 2012-01-11 2012-07-25 东南大学 Construction optimizing and operating method of automatic fixed-point picking-up system of logistics express
CN102663556A (en) * 2012-04-16 2012-09-12 深圳供电局有限公司 Charging pile position determining method and device
CN104394535A (en) * 2014-12-05 2015-03-04 重庆大学 Base station planning method for cooperative communication

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