CN115977615A - Fracturing effect evaluation method, system, medium and electronic device - Google Patents
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Abstract
本发明提供一种压裂效果评价方法、系统、介质及电子设备。评价方法包括:获取钻井内部压裂结束后的压裂图像以及压裂裂缝的相关参数;对裂缝图像进行有效性分析以得到有效裂缝图像;对有效裂缝图像进行有效性计算,以分别得到每一个有效裂缝的有效性参数;根据有效裂缝压裂前后的能量强度差值确定有效裂缝的能量比例参数;根据压裂裂缝的相关参数确定每一个有效裂缝的有效产能比参数;根据有效性参数、能量比例参数和有效产能比参数计算每一个有效裂缝的评价参数,并按照评价参数对每一个有效裂缝进行排序,以得到压裂效果最好的有效裂缝。本发明对达到要求的压裂裂缝进行进一步评估排序,提高了压裂效果评价的准确性。
The invention provides a fracturing effect evaluation method, system, medium and electronic equipment. The evaluation method includes: obtaining the fracturing image after the fracturing in the well and the relevant parameters of the fracturing fracture; analyzing the validity of the fracture image to obtain an effective fracture image; performing validity calculation on the effective fracture image to obtain each The effective parameters of effective fractures; the energy ratio parameters of effective fractures are determined according to the energy intensity difference before and after fracturing of effective fractures; the effective productivity ratio parameters of each effective fracture are determined according to the relevant parameters of fracturing fractures; The ratio parameter and the effective productivity ratio parameter calculate the evaluation parameters of each effective fracture, and sort each effective fracture according to the evaluation parameters, so as to obtain the effective fracture with the best fracturing effect. The invention further evaluates and sorts the fracturing fractures that meet the requirements, and improves the accuracy of fracturing effect evaluation.
Description
技术领域technical field
本发明属于钻井勘探技术领域,特别是涉及一种压裂效果评价方法、系统、介质及电子设备。The invention belongs to the technical field of drilling and exploration, and in particular relates to a fracturing effect evaluation method, system, medium and electronic equipment.
背景技术Background technique
随着油田开发的深入,油气藏的开发难度逐渐加大,为了对油气井进行更加充分的开采,会对储层通常是指油层或气层)进行压裂处理。目前,压裂已成为有效开发致密砂岩油气、页岩油气等非常规资源的一项关键技术。随着地层勘探开发认识的发展,越来越多的油气藏需要压裂开发。With the deepening of oil field development, the development of oil and gas reservoirs is gradually becoming more difficult. In order to fully exploit oil and gas wells, the reservoir (usually refers to an oil layer or a gas layer) will be subjected to fracturing treatment. At present, fracturing has become a key technology for the effective development of unconventional resources such as tight sandstone oil and gas and shale oil and gas. With the development of understanding of formation exploration and development, more and more oil and gas reservoirs need fracturing development.
在石油领域,压裂是指采油或采气过程中,利用水力作用,使油气层形成裂缝的一种方法,又称水力压裂。压裂是人为地使地层产生裂缝,改善油在地下的流动环境,使油井产量增加,对改善油井井底流动条件、减缓层间和改善油层动用状况可起到重要的作用。因此,评价储层的压裂效果,对于确定储层的产能有着非常重要的作用。In the field of petroleum, fracturing refers to a method that uses hydraulic action to form cracks in oil and gas layers during the process of oil or gas recovery, also known as hydraulic fracturing. Fracturing is to artificially create fractures in the formation, improve the flow environment of oil underground, increase the production of oil wells, and play an important role in improving the flow conditions at the bottom of oil wells, slowing down interlayers and improving the production status of oil layers. Therefore, evaluating the fracturing effect of the reservoir plays a very important role in determining the productivity of the reservoir.
但是目前在对压裂效果进行评价时往往只是整体评价,没有对压裂缝隙的不同信息进行整合,从而导致最终的评价结果缺乏准确性。However, at present, when evaluating the fracturing effect, it is often only an overall evaluation, and the different information of the fracturing fractures is not integrated, resulting in a lack of accuracy in the final evaluation results.
发明内容Contents of the invention
鉴于以上所述现有技术的缺点,本发明的目的在于提供一种压裂效果评价方法、系统、介质及电子设备,用于解决现有技术中压裂裂缝的压裂效果评价不准确的问题。In view of the shortcomings of the prior art described above, the purpose of the present invention is to provide a fracturing effect evaluation method, system, medium and electronic equipment for solving the problem of inaccurate fracturing effect evaluation of fracturing fractures in the prior art .
为实现上述目的及其他相关目的,本发明提供一种压裂效果评价方法,包括:In order to achieve the above purpose and other related purposes, the present invention provides a fracturing effect evaluation method, including:
获取钻井内部压裂结束后的压裂图像以及所述压裂裂缝的相关参数;Obtain the fracturing image after the fracturing in the well and the relevant parameters of the fracturing fracture;
对所述压裂图像进行图像识别以得到多个裂缝图像,对所述裂缝图像进行有效性分析以得到有效裂缝图像,每一个所述有效裂缝图像对应一个有效裂缝;Performing image recognition on the fracturing images to obtain a plurality of fracture images, performing validity analysis on the fracture images to obtain effective fracture images, each of the effective fracture images corresponds to one effective fracture;
对所述有效裂缝图像进行有效性计算,以分别得到每一个所述有效裂缝的有效性参数;performing validity calculation on the effective fracture image to obtain the validity parameters of each effective fracture;
获取所述有效裂缝压裂前后的能量强度,根据所述有效裂缝压裂前后的能量强度差值确定所述有效裂缝的能量比例参数;Obtaining the energy intensity of the effective fracture before and after fracturing, and determining the energy ratio parameter of the effective fracture according to the energy intensity difference before and after the effective fracture fracturing;
根据所述压裂裂缝的相关参数确定每一个所述有效裂缝的有效产能比参数;determining the effective productivity ratio parameter of each of the effective fractures according to the relevant parameters of the fracturing fractures;
根据所述有效性参数、所述能量比例参数和所述有效产能比参数计算每一个所述有效裂缝的评价参数,并按照所述评价参数对每一个所述有效裂缝进行排序,以得到压裂效果最好的所述有效裂缝。Calculate the evaluation parameters of each of the effective fractures according to the effectiveness parameters, the energy ratio parameters and the effective productivity ratio parameters, and sort each of the effective fractures according to the evaluation parameters, so as to obtain fracturing The effective crack that works best.
可选的,所述对所述裂缝图像进行有效性分析以得到有效裂缝图像,包括:Optionally, the effective analysis of the crack image to obtain an effective crack image includes:
获取所述裂缝图像压裂之前的正常图像,根据所述正常图像和所述裂缝图像的差异提取出所述裂缝图像的边缘图像;acquiring a normal image of the fracture image before fracturing, and extracting an edge image of the fracture image according to the difference between the normal image and the fracture image;
通过岩层压裂模拟的方式获取所述边缘图像和所述裂缝图像在钻井内对应位置的边缘压力信息和裂缝压力信息;Obtaining the edge pressure information and fracture pressure information of the edge image and the fracture image at the corresponding positions in the well through rock formation fracturing simulation;
计算所述裂缝压力信息与所述边缘压力信息之间的压力差值;calculating a pressure difference between the fracture pressure information and the edge pressure information;
将所述压力差值大于第一压力阈值时对应的所述裂缝图像作为所述有效裂缝图像。The fracture image corresponding to when the pressure difference is greater than the first pressure threshold is used as the effective fracture image.
可选的,所述通过岩层压裂模拟的方式获取所述边缘图像和所述裂缝图像在钻井内对应位置的边缘压力信息和裂缝压力信息,包括:Optionally, the acquisition of edge pressure information and fracture pressure information of the edge image and the fracture image corresponding to the position in the well through rock formation fracturing simulation includes:
根据所述裂缝图像确定在所述钻井内的第一区域,并将所述第一区域划分为多个第一分区;determining a first region within the wellbore based on the fracture image, and dividing the first region into a plurality of first partitions;
对所述第一区域进行增产模拟以获取每一个所述第一分区的瞬时压力值,将最大的所述瞬时压力值作为所述裂缝图像的所述裂缝压力信息;performing a stimulation simulation on the first region to obtain the instantaneous pressure value of each of the first subregions, and using the maximum instantaneous pressure value as the fracture pressure information of the fracture image;
根据所述边缘图像确定在所述钻井内的第二区域,将所述第二区域划分为多个第二分区;determining a second region within the wellbore based on the edge image, dividing the second region into a plurality of second partitions;
对所述第二区域进行压裂模拟,以获取每一个所述第二分区被压裂的压力临界值;Performing a fracturing simulation on the second zone to obtain a pressure critical value for each of the second subregions to be fractured;
将最小的所述压力临界值作为所述边缘图像的所述边缘压力信息;taking the minimum pressure critical value as the edge pressure information of the edge image;
其中,在对所述第一区域和所述第二区域进行划分后,每一个所述第一分区至少与一个所述第二分区临界接触。Wherein, after the first region and the second region are divided, each of the first partitions is in critical contact with at least one of the second partitions.
可选的,所述对所述有效裂缝图像进行有效性计算,以分别得到每一个所述有效裂缝的有效性参数,包括:Optionally, the validity calculation is performed on the effective fracture images to obtain the validity parameters of each effective fracture respectively, including:
通过振动模拟以确定每一个所述第一分区是否有效,将有效的所述第一分区作为所述有效裂缝的有效区域;Vibration simulation is used to determine whether each of the first partitions is valid, and the effective first partition is used as the effective area of the effective crack;
根据所述有效区域与所述有效裂缝的之间的面积比值确定所述有效裂缝的有效面积比率;determining the effective area ratio of the effective fracture according to the area ratio between the effective area and the effective fracture;
获取所述有效裂缝图像周围的关联裂缝,计算所述关联裂缝对所述压裂缝隙的增产量的贡献率;Obtain associated fractures around the effective fracture image, and calculate the contribution rate of the associated fractures to the stimulation rate of the fracturing fractures;
根据所述有效面积比率和所述贡献率计算所述有效裂缝的所述有效性参数。The effectiveness parameter of the effective fracture is calculated according to the effective area ratio and the contribution rate.
可选的,所述获取所述有效裂缝压裂前后的能量强度,根据所述有效裂缝压裂前后的能量强度差值确定所述有效裂缝的能量比例参数,包括:Optionally, the acquiring the energy intensity of the effective fracture before and after fracturing, and determining the energy ratio parameter of the effective fracture according to the energy intensity difference before and after the effective fracture fracturing include:
获取所述有效裂缝各个区域在压裂之前承受的第一能量均值,以及所述有效裂缝各个区域被压裂时的第二能量均值;Obtaining the first average energy value that each area of the effective fracture bears before fracturing, and the second energy average value when each area of the effective fracture is fractured;
根据所述第一能量均值和所述第二能量均值计算所述能量差值;calculating said energy difference based on said first energy mean and said second energy mean;
根据所述有效区域的面积和所述能量差值计算所述有效裂缝的所述能量比例参数。calculating the energy ratio parameter of the effective fracture according to the area of the effective region and the energy difference.
可选的,所述根据所述压裂裂缝的相关参数确定每一个所述有效裂缝的有效产能比参数,包括:Optionally, the determining the effective productivity ratio parameter of each effective fracture according to the relevant parameters of the fracturing fracture includes:
获取所述压裂裂缝的有效期限和日均增产量;Obtain the validity period and daily average increment of the fracturing fracture;
根据所述有效期限和所述日均增产量计算所述压裂裂缝的产能比;calculating the productivity ratio of the fracturing fractures according to the valid period and the daily average incremental production;
根据所述有效裂缝与所述压裂裂缝之间的比例关系确定所述有效裂缝的有效产能比参数。An effective productivity ratio parameter of the effective fracture is determined according to a proportional relationship between the effective fracture and the fracturing fracture.
可选的,所述根据所述有效性参数、所述能量比例参数和所述有效产能比参数计算每一个所述有效裂缝的评价参数,并按照所述评价参数对每一个所述有效裂缝进行排序,以得到压裂效果最好的所述有效裂缝,包括:Optionally, calculating the evaluation parameters of each of the effective fractures according to the effectiveness parameters, the energy ratio parameters and the effective productivity ratio parameters, and performing an evaluation on each of the effective fractures according to the evaluation parameters Sorting to obtain the effective fractures with the best fracturing effect, including:
根据神经网络模型对所述有效性参数、所述能量比例参数和所述有效产能比参数分别赋予第一权重、第二权重和第三权重;assigning a first weight, a second weight, and a third weight to the effectiveness parameter, the energy ratio parameter, and the effective capacity ratio parameter according to the neural network model;
根据所述第一权重、所述第二权重和所述第三权重与所述有效性参数、所述能量比例参数和所述有效产能比参数计算所述有效裂缝的评价参数;calculating an evaluation parameter of the effective fracture according to the first weight, the second weight, and the third weight, and the effectiveness parameter, the energy ratio parameter, and the effective productivity ratio parameter;
对每一个所述有效裂缝的所述评价参数进行排序;sorting the evaluation parameters of each of the effective fractures;
选择所述评价参数最大的所述有效裂缝作为最优压裂裂缝。The effective fracture with the largest evaluation parameter is selected as the optimal fracturing fracture.
本发明还提供了一种压裂效果评价系统,包括:The present invention also provides a fracturing effect evaluation system, comprising:
参数获取模块,用于获取钻井内部压裂结束后的压裂图像以及所述压裂裂缝的相关参数;A parameter acquisition module, configured to acquire the fracturing image after the internal fracturing of the well and the relevant parameters of the fracturing fractures;
分析模块,用于对所述压裂图像进行图像识别以得到多个裂缝图像,对所述裂缝图像进行有效性分析以得到有效裂缝图像,每一个所述有效裂缝图像对应一个有效裂缝;An analysis module, configured to perform image recognition on the fracturing images to obtain a plurality of fracture images, and perform validity analysis on the fracture images to obtain effective fracture images, each of the effective fracture images corresponds to one effective fracture;
有效性计算模块,用于对所述有效裂缝图像进行有效性计算,以分别得到每一个所述有效裂缝的有效性参数;a validity calculation module, configured to perform validity calculations on the effective fracture images, so as to obtain the validity parameters of each of the effective fractures;
能量计算模块,用于获取所述有效裂缝压裂前后的能量强度,根据所述有效裂缝压裂前后的能量强度差值确定所述有效裂缝的能量比例参数;The energy calculation module is used to obtain the energy intensity before and after fracturing of the effective fracture, and determine the energy ratio parameter of the effective fracture according to the energy intensity difference before and after fracturing of the effective fracture;
产能计算模块,用于根据所述压裂裂缝的相关参数确定每一个所述有效裂缝的有效产能比参数;A productivity calculation module, configured to determine the effective productivity ratio parameter of each effective fracture according to the relevant parameters of the fracturing fractures;
综合评价模块,用于根据所述有效性参数、所述能量比例参数和所述有效产能比参数计算每一个所述有效裂缝的评价参数,并按照所述评价参数对每一个所述有效裂缝进行排序,以得到压裂效果最好的所述有效裂缝。a comprehensive evaluation module, configured to calculate the evaluation parameters of each of the effective fractures according to the effectiveness parameters, the energy ratio parameters and the effective productivity ratio parameters, and perform an evaluation on each of the effective fractures according to the evaluation parameters Sort to obtain the effective fractures with the best fracturing effect.
本发明提供一种存储介质,其上存储有计算机程序,该程序被处理器执行时实现上述的压裂效果评价方法。The present invention provides a storage medium on which a computer program is stored, and when the program is executed by a processor, the above-mentioned fracturing effect evaluation method is realized.
本发明提供一种终端,包括:处理器及存储器;所述存储器用于存储计算机程序;所述处理器用于执行所述存储器存储的计算机程序,以使所述终端执行上述的压裂效果评价方法。The present invention provides a terminal, including: a processor and a memory; the memory is used to store computer programs; the processor is used to execute the computer programs stored in the memory, so that the terminal executes the above-mentioned fracturing effect evaluation method .
如上所述,本发明所述的压裂效果评价方法、系统、介质及电子设备,具有以下有益效果:As mentioned above, the fracturing effect evaluation method, system, medium and electronic equipment of the present invention have the following beneficial effects:
在对压裂裂缝进行评价的过程中,分别获取压裂裂缝中有效裂缝的有效性参数、能量比例参数和有效产能参数,从而有效性、能量和产能三个方面对压裂裂缝进行综合评估,使得压裂效果评估结果更加准确,综合考虑各种因素,避免了评价单一片面的问题,可以为同类型的钻井内压裂情况提供参考,同时对达到要求的压裂裂缝进行进一步评估排序,以进一步细化压裂效果的评估过程,为后续压裂效果评价提供依据。In the process of evaluating fracturing fractures, the effectiveness parameters, energy ratio parameters and effective productivity parameters of effective fractures in fracturing fractures are obtained respectively, so as to comprehensively evaluate fracturing fractures in terms of effectiveness, energy and productivity. It makes the fracturing effect evaluation results more accurate, comprehensively considers various factors, avoids the problem of single-sided evaluation, and can provide a reference for the fracturing situation in the same type of drilling. The evaluation process of fracturing effect is further refined to provide a basis for subsequent evaluation of fracturing effect.
附图说明Description of drawings
图1显示为本发明的压裂效果评价方法的流程图。Fig. 1 shows a flowchart of the fracturing effect evaluation method of the present invention.
图2显示为本发明的压裂效果评价方法中步骤S102的流程图。Fig. 2 is a flow chart of step S102 in the fracturing effect evaluation method of the present invention.
图3显示为本发明的压裂效果评价方法中步骤S103的流程图。Fig. 3 is a flow chart of step S103 in the fracturing effect evaluation method of the present invention.
图4显示为本发明的压裂效果评价方法步骤S106的流程图。Fig. 4 is a flow chart of step S106 of the fracturing effect evaluation method of the present invention.
图5显示为本发明的压裂效果评价系统的结构框图。Fig. 5 is a structural block diagram of the fracturing effect evaluation system of the present invention.
具体实施方式Detailed ways
以下通过特定的具体实例说明本发明的实施方式,本领域技术人员可由本说明书所揭露的内容轻易地了解本发明的其他优点与功效。本发明还可以通过另外不同的具体实施方式加以实施或应用,本说明书中的各项细节也可以基于不同观点与应用,在没有背离本发明的精神下进行各种修饰或改变。需说明的是,在不冲突的情况下,以下实施例及实施例中的特征可以相互组合。Embodiments of the present invention are described below through specific examples, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification. The present invention can also be implemented or applied through other different specific implementation modes, and various modifications or changes can be made to the details in this specification based on different viewpoints and applications without departing from the spirit of the present invention. It should be noted that, in the case of no conflict, the following embodiments and features in the embodiments can be combined with each other.
需要说明的是,以下实施例中所提供的图示仅以示意方式说明本发明的基本构想,遂图式中仅显示与本发明中有关的组件而非按照实际实施时的组件数目、形状及尺寸绘制,其实际实施时各组件的型态、数量及比例可为一种随意的改变,且其组件布局型态也可能更为复杂。It should be noted that the diagrams provided in the following embodiments are only schematically illustrating the basic ideas of the present invention, and only the components related to the present invention are shown in the diagrams rather than the number, shape and shape of the components in actual implementation. Dimensional drawing, the type, quantity and proportion of each component can be changed arbitrarily during actual implementation, and the component layout type may also be more complicated.
如图1所示,于一实施例中,本发明的一种压裂效果评价方法,包括如下步骤:As shown in Figure 1, in one embodiment, a kind of fracturing effect evaluation method of the present invention comprises the following steps:
S101、获取钻井内部压裂结束后的压裂图像以及所述压裂裂缝的相关参数。S101. Obtain a fracturing image after fracturing in the well and related parameters of the fracturing fractures.
在本实施例中,当对钻井内内部通过压裂方式得到压裂裂缝之后,通过获取压裂裂缝的压裂图像以及压裂裂缝的相关参数,便于后续对压裂效果进行评估。其中,压裂裂缝的相关参数包括有效期限和日均增产量。In this embodiment, after the fracturing fractures are obtained through fracturing in the well, the fracturing images of the fracturing fractures and related parameters of the fracturing fractures are acquired to facilitate subsequent evaluation of the fracturing effect. Among them, the relevant parameters of fracturing fractures include valid period and average daily increment.
S102、对所述压裂图像进行图像识别以得到多个裂缝图像,对所述裂缝图像进行有效性分析以得到有效裂缝图像,每一个所述有效裂缝图像对应一个有效裂缝。S102. Perform image recognition on the fracturing image to obtain a plurality of fracture images, perform validity analysis on the fracture images to obtain effective fracture images, and each effective fracture image corresponds to one effective fracture.
在一些实施例中,所述对所述裂缝图像进行有效性分析以得到有效裂缝图像,参考图2,包括:In some embodiments, the effective analysis of the fracture image to obtain an effective fracture image, referring to FIG. 2 , includes:
S201、获取所述裂缝图像压裂之前的正常图像,根据所述正常图像和所述裂缝图像的差异提取出所述裂缝图像的边缘图像;S201. Acquire a normal image of the fracture image before fracturing, and extract an edge image of the fracture image according to the difference between the normal image and the fracture image;
S202、通过岩层压裂模拟的方式获取所述边缘图像和所述裂缝图像在钻井内对应位置的边缘压力信息和裂缝压力信息;S202. Obtain edge pressure information and fracture pressure information of the edge image and the fracture image at corresponding positions in the well through rock formation fracturing simulation;
S203、计算所述裂缝压力信息与所述边缘压力信息之间的压力差值;S203. Calculate the pressure difference between the fracture pressure information and the edge pressure information;
S204、将所述压力差值大于第一压力阈值时对应的所述裂缝图像作为所述有效裂缝图像。S204. Use the fracture image corresponding to when the pressure difference is greater than a first pressure threshold as the effective fracture image.
在本实施例中,在钻井内部完成压裂之后,通过钻头内的相机获取压裂之后的压裂图像之后,通过图像识别的方式得到多个裂缝图像之后,为了对裂缝图像进行划分,通过将裂缝图像和压裂之前的正常图像进行比对,即可得到正常图像中未被压裂的边缘图像,之后对裂缝图像和边缘图像所在位置进行岩层压裂模拟以确定边缘图像的边缘压力信息以及裂缝图像的裂缝压力信息,之后计算边缘压力信息和裂缝压力信息之间的压力差值,选择压力差值大于第一压力阈值时对应的裂缝图像作为有效裂缝图像,从而快速筛选出承压能力更强的有效有效裂缝图像,即筛选出有效裂缝。In this embodiment, after the fracturing is completed inside the well, after the fracturing images are captured by the camera in the drill bit, and multiple fracture images are obtained through image recognition, in order to divide the fracture images, the Comparing the fracture image with the normal image before fracturing, the unfractured edge image in the normal image can be obtained, and then the rock formation fracturing simulation is performed on the location of the fracture image and the edge image to determine the edge pressure information of the edge image and The fracture pressure information of the fracture image, and then calculate the pressure difference between the edge pressure information and the fracture pressure information, and select the corresponding fracture image when the pressure difference is greater than the first pressure threshold as the effective fracture image, so as to quickly screen out the pressure-bearing capacity. Strong effective and effective crack images, that is, effective cracks are screened out.
在一些实施例中,所述通过岩层压裂模拟的方式获取所述边缘图像和所述裂缝图像在钻井内对应位置的边缘压力信息和裂缝压力信息,包括:In some embodiments, the acquisition of edge pressure information and fracture pressure information of the edge image and the fracture image at corresponding positions in the well through rock formation fracturing simulation includes:
根据所述裂缝图像确定在所述钻井内的第一区域,并将所述第一区域划分为多个第一分区;determining a first region within the wellbore based on the fracture image, and dividing the first region into a plurality of first partitions;
对所述第一区域进行增产模拟以获取每一个所述第一分区的瞬时压力值,将最大的所述瞬时压力值作为所述裂缝图像的所述裂缝压力信息;performing a stimulation simulation on the first region to obtain the instantaneous pressure value of each of the first subregions, and using the maximum instantaneous pressure value as the fracture pressure information of the fracture image;
根据所述边缘图像确定在所述钻井内的第二区域,将所述第二区域划分为多个第二分区;determining a second region within the wellbore based on the edge image, dividing the second region into a plurality of second partitions;
对所述第二区域进行压裂模拟,以获取每一个所述第二分区被压裂的压力临界值;Performing a fracturing simulation on the second zone to obtain a pressure critical value for each of the second subregions to be fractured;
将最小的所述压力临界值作为所述边缘图像的所述边缘压力信息;taking the minimum pressure critical value as the edge pressure information of the edge image;
其中,在对所述第一区域和所述第二区域进行划分后,每一个所述第一分区至少与一个所述第二分区临界接触。Wherein, after the first region and the second region are divided, each of the first partitions is in critical contact with at least one of the second partitions.
在本实施例中,在分别得到裂缝图像以及裂缝图像周围的边缘图像之后,为了获取边缘压力信息和裂缝压力信息,首先根据裂缝图像确定其在钻井内部的第一区域,并根据第一区域的分布特性将第一区域划分为多个第一分区,比如第一区域为条形分布,则按照长度等间距划分,之后对第一区域进行增产模拟从而得到第一区域在出产时的瞬时压力曲线,也得到每一个第一分区的瞬时压力值,并将最大的瞬时压力值作为所述裂缝图像的裂缝压力信息。而对于边缘图像对应的第二区域,按照同样的划分方式划分为多个第二分区,并对第二区域所在位置进行压裂模拟,从而得到在压裂的时候第二区域能承受的压力临界值,并将最小的压力临界值作为边缘图像所在位置的边缘压力信息,以便于后续进行压力比对。In this embodiment, after obtaining the fracture image and the edge image around the fracture image respectively, in order to obtain the edge pressure information and fracture pressure information, firstly determine its first area inside the drilling according to the fracture image, and according to the first area The distribution characteristics divide the first area into multiple first partitions. For example, if the first area is distributed in a bar shape, it is divided into equal intervals according to the length, and then the first area is simulated to increase production to obtain the instantaneous pressure curve of the first area when it is produced. , also obtain the instantaneous pressure value of each first partition, and use the maximum instantaneous pressure value as the fracture pressure information of the fracture image. For the second area corresponding to the edge image, it is divided into multiple second partitions in the same way, and the fracturing simulation is performed on the location of the second area, so as to obtain the critical pressure that the second area can withstand during fracturing. value, and take the minimum pressure critical value as the edge pressure information of the position of the edge image, so as to facilitate the subsequent pressure comparison.
需要说明的是,在对第一区域和第二区域进行分区划分的时候,每一个所述第一分区至少与一个所述第二分区临界接触,以使得第一分区和第二分区之间相互关联,使得模拟后得到的边缘压力信息和裂缝压力信息更加准确,避免孤立的模拟过程而未考虑边缘图像对应的区域和裂缝图像对应的区域之间的相互影响。It should be noted that, when dividing the first area and the second area, each of the first areas is in critical contact with at least one of the second areas, so that the first area and the second area are mutually Correlation makes the edge pressure information and fracture pressure information obtained after simulation more accurate, and avoids the isolated simulation process without considering the interaction between the area corresponding to the edge image and the area corresponding to the fracture image.
S103、对所述有效裂缝图像进行有效性计算,以分别得到每一个所述有效裂缝的有效性参数。S103. Perform validity calculation on the effective fracture image to obtain validity parameters of each effective fracture.
在一些实施例中,参考图3,所述对所述有效裂缝图像进行有效性计算,以分别得到每一个所述有效裂缝的有效性参数,包括:In some embodiments, referring to FIG. 3 , the validity calculation is performed on the effective fracture image to obtain the validity parameters of each effective fracture respectively, including:
S301、通过振动模拟以确定每一个所述第一分区是否有效,将有效的所述第一分区作为所述有效裂缝的有效区域;S301. Vibration simulation is used to determine whether each of the first partitions is valid, and the effective first partition is used as an effective area of the effective crack;
S302、根据所述有效区域与所述有效裂缝的之间的面积比值确定所述有效裂缝的有效面积比率;S302. Determine the effective area ratio of the effective fracture according to the area ratio between the effective area and the effective fracture;
S303、获取所述有效裂缝图像周围的关联裂缝,计算所述关联裂缝对所述压裂缝隙的增产量的贡献率;S303. Obtain associated fractures around the effective fracture image, and calculate the contribution rate of the associated fractures to the stimulation rate of the fracturing fractures;
S304、根据所述有效面积比率和所述贡献率计算所述有效裂缝的所述有效性参数。S304. Calculate the effectiveness parameter of the effective fracture according to the effective area ratio and the contribution rate.
在本实施例中,为了对得到的有效裂缝图像进行有效性计算,通过振动模拟的方式对每一个第一分区进行测试以确定第一分区是否有效,以便于得到有效裂缝中的有效区域。具体的,通过模拟振动的方式将振动信号扩散至各个第一分区,以便于确定各个第一分区的品质因子发生变化的情况,并在品质因子发生变化的速度低于阈值的时候判断第一分区有效,从而就可以将有效的第一分区作为有效裂缝的有效区域,之后通过扫描的方式计算有效区域和有效裂缝的面积并得到两者的面积比值,即可得到有效裂缝的有效面积比率;同样的,在压裂过程得到有效裂缝的同时会产生一些关联裂缝,通过有效裂缝图像得到关联裂缝,之后根据在增产过程中,从关联裂缝中流出的增产量与整个增产量的比值即可得到关联裂缝对整个增产量的贡献率,之后通过归一化的方式,即可计算得到每一个有效裂缝的有效性参数的值,方便后续进行计算。In this embodiment, in order to calculate the validity of the obtained effective crack image, each first partition is tested by means of vibration simulation to determine whether the first partition is valid, so as to obtain an effective area in the effective crack. Specifically, the vibration signal is diffused to each first partition by simulating vibration, so as to determine the change of the quality factor of each first partition, and judge the first partition when the speed of quality factor change is lower than the threshold Effective, so that the effective first partition can be used as the effective area of the effective fracture, and then the area of the effective area and the effective fracture is calculated by scanning and the area ratio of the two is obtained, and the effective area ratio of the effective fracture can be obtained; Yes, when effective fractures are obtained during the fracturing process, some associated fractures will be generated, and the associated fractures will be obtained through the effective fracture image, and then the correlation can be obtained according to the ratio of the stimulation output flowing out of the associated fractures to the entire stimulation output during the stimulation process The contribution rate of fractures to the entire production increase can then be calculated by normalization to obtain the value of the effectiveness parameter of each effective fracture, which is convenient for subsequent calculations.
S104、获取所述有效裂缝压裂前后的能量强度,根据所述有效裂缝压裂前后的能量强度差值确定所述有效裂缝的能量比例参数。S104. Obtain the energy intensity of the effective fracture before and after fracturing, and determine the energy ratio parameter of the effective fracture according to the energy intensity difference before and after the effective fracture.
在一些实施例中,所述获取所述有效裂缝压裂前后的能量强度,根据所述有效裂缝压裂前后的能量强度差值确定所述有效裂缝的能量比例参数,包括:In some embodiments, the acquiring the energy intensity of the effective fracture before and after fracturing, and determining the energy ratio parameter of the effective fracture according to the energy intensity difference before and after the effective fracture fracturing include:
获取所述有效裂缝各个区域在压裂之前承受的第一能量均值,以及所述有效裂缝各个区域被压裂时的第二能量均值;Obtaining the first average energy value that each area of the effective fracture bears before fracturing, and the second energy average value when each area of the effective fracture is fractured;
根据所述第一能量均值和所述第二能量均值计算所述能量差值;calculating said energy difference based on said first energy mean and said second energy mean;
根据所述有效区域的面积和所述能量差值计算所述有效裂缝的所述能量比例参数。calculating the energy ratio parameter of the effective fracture according to the area of the effective region and the energy difference.
在本实施例中,通过计算有效裂缝中各个区域在压裂之前承受的第一能量均值,以及有效裂缝各个区域被压裂时的第二能量均值,其中,第一能量均值和第二能量均值均为单位面积下的能量值,通过计算第一能量均值和第二能量均值两者的能量差值即可得到有效裂缝被压裂需要增加的能量,之后根据有效区域的面积和能量差值的乘积即可计算整个有效裂缝的能量总值,以便于确定形成有效裂缝需要额外增加的能量,之后通过归一化的方式即可计算每一个有效裂缝的能量比例参数。In this embodiment, by calculating the first average energy value of each area in the effective fracture before fracturing, and the second energy average value when each area of the effective fracture is fractured, wherein the first energy average value and the second energy average value Both are energy values per unit area. By calculating the energy difference between the first energy mean and the second energy mean, the energy needed to increase the effective fracture is obtained. Then, according to the area of the effective area and the energy difference The product can calculate the total energy value of the entire effective fracture, so as to determine the additional energy required to form an effective fracture, and then calculate the energy ratio parameter of each effective fracture through normalization.
S105、根据所述压裂裂缝的相关参数确定每一个所述有效裂缝的有效产能比参数。S105. Determine an effective productivity ratio parameter of each effective fracture according to relevant parameters of the fractured fracture.
在一些实施例中,所述根据所述压裂裂缝的相关参数确定每一个所述有效裂缝的有效产能比参数,包括:In some embodiments, the determining the effective productivity ratio parameter of each effective fracture according to the relevant parameters of the fracturing fracture includes:
获取所述压裂裂缝的有效期限和日均增产量;Obtain the validity period and daily average increment of the fracturing fracture;
根据所述有效期限和所述日均增产量计算所述压裂裂缝的产能比;calculating the productivity ratio of the fracturing fractures according to the valid period and the daily average incremental production;
根据所述有效裂缝与所述压裂裂缝之间的比例关系确定所述有效裂缝的有效产能比参数。An effective productivity ratio parameter of the effective fracture is determined according to a proportional relationship between the effective fracture and the fracturing fracture.
具体的,在根据有效期限和日均增产量的乘积确定压裂裂缝的产能比A之后,根据有效裂缝和压裂裂缝之间的面积比值B,即可得到有效裂缝的有效产能A*B,而为了将每一个有效裂缝结合在一起对比,采用归一化的方式分别统计各个有效裂缝的有效产能占总体有效产能之和的比例,即可得到每一个有效裂缝的有效产能比参数。Specifically, after determining the productivity ratio A of the fracturing fracture according to the product of the effective period and the daily average incremental production, the effective productivity A*B of the effective fracture can be obtained according to the area ratio B between the effective fracture and the fracturing fracture, In order to combine and compare each effective fracture, the ratio of the effective productivity of each effective fracture to the total effective productivity is counted separately in a normalized manner, and the effective productivity ratio parameter of each effective fracture can be obtained.
S106、根据所述有效性参数、所述能量比例参数和所述有效产能比参数计算每一个所述有效裂缝的评价参数,并按照所述评价参数对每一个所述有效裂缝进行排序,以得到压裂效果最好的所述有效裂缝。S106. Calculate the evaluation parameters of each of the effective fractures according to the effectiveness parameters, the energy ratio parameters and the effective productivity ratio parameters, and sort each of the effective fractures according to the evaluation parameters, so as to obtain The effective fractures with the best fracturing effect.
在一些实施例中,参考图4,所述根据所述有效性参数、所述能量比例参数和所述有效产能比参数计算每一个所述有效裂缝的评价参数,并按照所述评价参数对每一个所述有效裂缝进行排序,以得到压裂效果最好的所述有效裂缝,包括:In some embodiments, referring to Fig. 4, the evaluation parameter of each effective fracture is calculated according to the effectiveness parameter, the energy ratio parameter and the effective productivity ratio parameter, and each of the effective fractures is calculated according to the evaluation parameter One of the effective fractures is sorted to obtain the effective fractures with the best fracturing effect, including:
S401、根据神经网络模型对所述有效性参数、所述能量比例参数和所述有效产能比参数分别赋予第一权重、第二权重和第三权重;S401. Assigning a first weight, a second weight, and a third weight to the effectiveness parameter, the energy ratio parameter, and the effective capacity ratio parameter respectively according to the neural network model;
S402、根据所述第一权重、所述第二权重和所述第三权重与所述有效性参数、所述能量比例参数和所述有效产能比参数计算所述有效裂缝的评价参数;S402. Calculate the evaluation parameters of the effective fractures according to the first weight, the second weight, and the third weight, and the effectiveness parameter, the energy ratio parameter, and the effective productivity ratio parameter;
S403、对每一个所述有效裂缝的所述评价参数进行排序;S403. Sorting the evaluation parameters of each effective fracture;
S404、选择所述评价参数最大的所述有效裂缝作为最优压裂裂缝。S404. Select the effective fracture with the largest evaluation parameter as an optimal fracturing fracture.
在本实施例中,为了对不同的有效裂缝的压裂效果进行比对,通过训练神经网络模型的方式为有效裂缝的所述有效性参数、所述能量比例参数和所述有效产能比参数赋予不同的权重,以便于根据赋予的权重计算每一个有效裂缝的评价参数,并最终根据评价参数对每一个有效裂缝进行评价分析。In this embodiment, in order to compare the fracturing effects of different effective fractures, the effectiveness parameter, the energy ratio parameter and the effective productivity ratio parameter of the effective fractures are given by training the neural network model Different weights are used to calculate the evaluation parameters of each effective fracture according to the assigned weights, and finally evaluate and analyze each effective fracture according to the evaluation parameters.
其中,神经网络模型通过往期的压裂裂缝的模拟数据训练得到,以便于得到有效性参数、所述能量比例参数和所述有效产能比参数对于整个压裂效果的影响占比。其中,有效性参数、所述能量比例参数和所述有效产能比参数对应的第一权重、第二权重和第三权重也可以根据经验人为配置,本方案对此不作特别限定。Wherein, the neural network model is obtained by training the simulation data of previous fracturing fractures, so as to obtain the influence ratio of the effectiveness parameter, the energy ratio parameter and the effective productivity ratio parameter on the entire fracturing effect. Wherein, the first weight, the second weight, and the third weight corresponding to the effectiveness parameter, the energy ratio parameter, and the effective capacity ratio parameter may also be manually configured according to experience, which is not particularly limited in this solution.
在根据所述有效性参数、所述能量比例参数和所述有效产能比参数以及第一权重、第二权重和第三权重分别得到每一个有效裂缝的评价参数之后,比较评价参数的大小并排序,即可在满足要求的一组压裂裂缝中选择出最优的压裂裂缝,而不是简单的判断压裂裂缝是否满足要求,为后续的压裂过程提供参考依据。After the evaluation parameters of each effective fracture are respectively obtained according to the effectiveness parameter, the energy ratio parameter, the effective productivity ratio parameter and the first weight, the second weight and the third weight, compare and sort the evaluation parameters , the optimal fracturing fracture can be selected from a group of fracturing fractures that meet the requirements, instead of simply judging whether the fracturing fractures meet the requirements, and provide a reference for the subsequent fracturing process.
本发明还提供了一种压裂效果评价系统,参考图5,包括:The present invention also provides a fracturing effect evaluation system, referring to Fig. 5, comprising:
参数获取模块501,用于获取钻井内部压裂结束后的压裂图像以及所述压裂裂缝的相关参数;A
分析模块502,用于对所述压裂图像进行图像识别以得到多个裂缝图像,对所述裂缝图像进行有效性分析以得到有效裂缝图像,每一个所述有效裂缝图像对应一个有效裂缝;An
有效性计算模块503,用于对所述有效裂缝图像进行有效性计算,以分别得到每一个所述有效裂缝的有效性参数;A
能量计算模块504,用于获取所述有效裂缝压裂前后的能量强度,根据所述有效裂缝压裂前后的能量强度差值确定所述有效裂缝的能量比例参数;The
产能计算模块505,用于根据所述压裂裂缝的相关参数确定每一个所述有效裂缝的有效产能比参数;A
综合评价模块506,用于根据所述有效性参数、所述能量比例参数和所述有效产能比参数计算每一个所述有效裂缝的评价参数,并按照所述评价参数对每一个所述有效裂缝进行排序,以得到压裂效果最好的所述有效裂缝。A
由于上述压裂效果评价系统的各个模块的原理与前述压裂效果评价方法的步骤一一对应,此处不再赘述。Since the principle of each module of the above-mentioned fracturing effect evaluation system corresponds to the steps of the above-mentioned fracturing effect evaluation method one by one, it will not be repeated here.
需要说明的是,本发明所述的压裂效果评价方法的保护范围不限于本实施例列举的步骤执行顺序,凡是根据本发明的原理所做的现有技术的步骤增减、步骤替换所实现的方案都包括在本发明的保护范围内。It should be noted that the scope of protection of the fracturing effect evaluation method described in the present invention is not limited to the execution order of the steps listed in this embodiment, and any step increase or decrease or step replacement in the prior art based on the principle of the present invention is realized All schemes are included in the protection scope of the present invention.
需要说明的是,应理解以上装置的各个模块的划分仅仅是一种逻辑功能的划分,实际实现时可以全部或部分集成到一个物理实体上,也可以物理上分开。且这些模块可以全部以软件通过处理元件调用的形式实现;也可以全部以硬件的形式实现;还可以部分模块通过处理元件调用软件的形式实现,部分模块通过硬件的形式实现。例如,x模块可以为单独设立的处理元件,也可以集成在上述装置的某一个芯片中实现,此外,也可以以程序代码的形式存储于上述装置的存储器中,由上述装置的某一个处理元件调用并执行以上x模块的功能。其它模块的实现与之类似。此外这些模块全部或部分可以集成在一起,也可以独立实现。这里所述的处理元件可以是一种集成电路,具有信号的处理能力。在实现过程中,上述方法的各步骤或以上各个模块可以通过处理器元件中的硬件的集成逻辑电路或者软件形式的指令完成。It should be noted that it should be understood that the division of each module of the above device is only a division of logical functions, and may be fully or partially integrated into one physical entity or physically separated during actual implementation. And these modules can all be implemented in the form of calling software through processing elements; they can also be implemented in the form of hardware; some modules can also be implemented in the form of calling software through processing elements, and some modules can be implemented in the form of hardware. For example, the x module can be a separate processing element, and can also be integrated in a chip of the above-mentioned device. In addition, it can also be stored in the memory of the above-mentioned device in the form of program code. Call and execute the function of the above x module. The implementation of other modules is similar. In addition, all or part of these modules can be integrated together, and can also be implemented independently. The processing element mentioned here may be an integrated circuit with signal processing capabilities. In the implementation process, each step of the above method or each module above can be completed by an integrated logic circuit of hardware in the processor element or an instruction in the form of software.
例如,以上这些模块可以是被配置成实施以上方法的一个或多个集成电路,例如:一个或多个特定集成电路(Application Specific Integrated Circuit,ASIC),或,一个或多个数字信号处理器(Digital Singnal Processor,DSP),或,一个或者多个现场可编程门阵列(Field Programmable Gate Array,FPGA)等。再如,当以上某个模块通过处理元件调度程序代码的形式实现时,该处理元件可以是通用处理器,例如中央处理器(CentralProcessing Unit,CPU)或其它可以调用程序代码的处理器。再如,这些模块可以集成在一起,以片上系统(system-on-a-chip,SOC)的形式实现。For example, the above modules may be one or more integrated circuits configured to implement the above method, for example: one or more specific integrated circuits (Application Specific Integrated Circuit, ASIC), or, one or more digital signal processors ( Digital Singnal Processor, DSP), or, one or more Field Programmable Gate Arrays (Field Programmable Gate Array, FPGA), etc. For another example, when one of the above modules is implemented in the form of a processing element scheduling program code, the processing element may be a general-purpose processor, such as a central processing unit (Central Processing Unit, CPU) or other processors that can call program codes. For another example, these modules can be integrated together and implemented in the form of a system-on-a-chip (SOC).
本发明的存储介质上存储有计算机程序,该程序被处理器执行时实现上述的压裂效果评价方法。所述存储介质包括:ROM、RAM、磁碟、U盘、存储卡或者光盘等各种可以存储程序代码的介质。The computer program is stored on the storage medium of the present invention, and when the program is executed by the processor, the above-mentioned fracturing effect evaluation method is realized. The storage medium includes: various media capable of storing program codes such as ROM, RAM, magnetic disk, U disk, memory card or optical disk.
本发明的电子设备,包括处理器及存储器。The electronic equipment of the present invention includes a processor and a memory.
所述存储器用于存储计算机程序。优选地,所述存储器包括:ROM、RAM、磁碟、U盘、存储卡或者光盘等各种可以存储程序代码的介质。The memory is used to store computer programs. Preferably, the memory includes: various media capable of storing program codes such as ROM, RAM, magnetic disk, U disk, memory card or optical disk.
所述处理器与所述存储器相连,用于执行所述存储器存储的计算机程序,以使所述终端执行上述的压裂效果评价方法。The processor is connected to the memory, and is used to execute the computer program stored in the memory, so that the terminal executes the above-mentioned fracturing effect evaluation method.
优选地,所述处理器可以是通用处理器,包括中央处理器(Central ProcessingUnit,CPU)、网络处理器(Network Processor,NP)等;还可以是数字信号处理器(DigitalSignal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现场可编程门阵列(Field Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件。Preferably, the processor can be a general-purpose processor, including a central processing unit (Central Processing Unit, CPU), a network processor (Network Processor, NP), etc.; it can also be a digital signal processor (Digital Signal Processor, DSP), a dedicated Integrated Circuit (Application Specific Integrated Circuit, ASIC), Field Programmable Gate Array (Field Programmable Gate Array, FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components.
需要说明的是,本发明的压裂效果评价系统可以实现本发明的压裂效果评价方法,但本发明的压裂效果评价方法的实现装置包括但不限于本实施例列举的压裂效果评价系统的结构,凡是根据本发明的原理所做的现有技术的结构变形和替换,都包括在本发明的保护范围内。It should be noted that the fracturing effect evaluation system of the present invention can realize the fracturing effect evaluation method of the present invention, but the realization device of the fracturing effect evaluation method of the present invention includes but is not limited to the fracturing effect evaluation system listed in this embodiment All structural deformations and replacements in the prior art made according to the principle of the present invention are included in the scope of protection of the present invention.
综上所述,本发明的压裂效果评价方法、系统、介质及电子设备在对压裂裂缝进行评价的过程中,分别获取压裂裂缝中有效裂缝的有效性参数、能量比例参数和有效产能参数,从而有效性、能量和产能三个方面对压裂裂缝进行综合评估,使得压裂效果评估结果更加准确,综合考虑各种因素,避免了评价单一片面的问题,可以为同类型的钻井内压裂情况提供参考,同时对达到要求的压裂裂缝进行进一步评估排序,以进一步细化压裂效果的评估过程,为后续压裂效果评价提供依据。所以,本发明有效克服了现有技术中的种种缺点而具高度产业利用价值。In summary, the fracturing effect evaluation method, system, medium and electronic equipment of the present invention respectively obtain the effective parameters, energy ratio parameters and effective production capacity of effective fractures in the fracturing fractures during the evaluation process Parameters, so as to comprehensively evaluate the fracturing fractures from the three aspects of effectiveness, energy and production capacity, making the fracturing effect evaluation results more accurate, comprehensively considering various factors, avoiding the problem of single-sided evaluation, and can be used for the same type of drilling The fracturing situation provides a reference, and at the same time, the fracturing fractures that meet the requirements are further evaluated and sorted to further refine the evaluation process of the fracturing effect and provide a basis for the subsequent evaluation of the fracturing effect. Therefore, the present invention effectively overcomes various shortcomings in the prior art and has high industrial application value.
上述实施例仅例示性说明本发明的原理及其功效,而非用于限制本发明。任何熟悉此技术的人士皆可在不违背本发明的精神及范畴下,对上述实施例进行修饰或改变。因此,举凡所属技术领域中具有通常知识者在未脱离本发明所揭示的精神与技术思想下所完成的一切等效修饰或改变,仍应由本发明的权利要求所涵盖。The above-mentioned embodiments only illustrate the principles and effects of the present invention, but are not intended to limit the present invention. Anyone skilled in the art can modify or change the above-mentioned embodiments without departing from the spirit and scope of the present invention. Therefore, all equivalent modifications or changes made by those skilled in the art without departing from the spirit and technical ideas disclosed in the present invention should still be covered by the claims of the present invention.
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