NETWORK INVESTMENT NEEDS ASSESSMENT SYSTEM

Abstract

This invention relates to a system (1) that enables an operator to determine the right type of investment at the right point in new and existing stations, thus increasing investment efficiency by taking into account customer expectations and problems in the most accurate way when planning his investments.

Description

1 TARIFF NETWORK INVESTMENT NEEDS ASSESSMENT SYSTEM Technical Area This invention identifies the right type of investment at the right location in new and existing stations. determining, and therefore when an operator plans its investments, the customer by taking into account their expectations and problems in the most accurate way, investment efficiency It is related to a system that enables the upgrade. Previous Technique Access network investments constitute the largest share of operators' investment costs. It is one of the assets that these investments possess. These investments must be made in the right location with the right type of investment. This will both shorten the return on investment period and meet customer expectations. It is vital in the reception. Traditional methods commonly used in access networks In this method, the response of a station in the network to any type of service is considered as a whole. The same is accepted for all fields. This acceptance means the same service criteria and This implies the acceptance of criteria thresholds and network investment planning. The same approach is applied to all sectors in the process. However, in reality, every 20 in the network The sector's response to one type of service differs from another, as does the response of the same sector within the same sector. Even within the same system, different digital services elicit different responses. For example, Sector A. Instagram service is available with 90% PRB utilization (expected quality). While sector B may become unable to provide services, it could react similarly at 75% utilization. This response can also vary within the same sector depending on the service type. Here are 25 Digital services such as Instagram, YouTube, Twitter, VoLTE, BiP, and Facebook. applications are meant. Therefore, location-based dynamic service threshold. According to this, there is a need for a system that enables the determination of network investment needs. It is heard. 2 In the Chinese patent document numbered CN116611930, which is included in the known state of the art... The patent in question discusses a financial product recommendation methodology and system. The invention described in the document is a financial product recommendation method and device, a processor and It relates to electronic equipment and is applied in the field of quantum computing. The method involves the following steps: Determining the number of financial products (n) to be recommended; 5 The problem representation operator of Grover's adaptive search algorithm includes financial information. Structuring product weights and optimized Grover adaptive search. Obtaining the algorithm; optimized Grover adaptive search algorithm Using m weights, the solution of the target utility function is found. obtaining their values; and according to these m weights, n financial proposals will be suggested. Identifying the target financial product among the available products. This method and device allow for... Using the Grover adaptive search algorithm in the relevant technology, the highest financial all financial products are considered when solving the optimal combination with product revenue. The problem of equal weights is solved. Thus, the existing Grover adaptive Based on combinations of financial products obtained through the search algorithm, customers are offered 15 The difficulty in recommending suitable financial products is being overcome. Brief Description of the Invention The aim of this invention is to identify the right type of investment at the right location in new and existing stations. determining, and therefore when an operator plans its investments, the customer by taking into account their expectations and problems in the most accurate way, investment efficiency The goal is to create a system that enables the upgrade. Detailed Description of the Invention 25 The "Grid Investment Requirement" study was conducted to achieve the purpose of this invention. The "Determination System" is shown in the attached figure; Figure 1. Schematic view of the system that is the subject of the invention. 30 3 The parts shown in the figure are individually numbered, and the corresponding numbers correspond to these numbers. given below: 1. System 2. Database 5 3. Server Identifying the right type of investment at the right location in new and existing stations, Therefore, when an operator plans its investments, it must consider customer expectations and Increasing investment efficiency by taking their problems into account in the most accurate way 10 The system that provides the subject of the invention (1); - Digital service data used on a site / sector basis belonging to the operator, site / sector based Quality data on customer experience according to digital services, site / sector-based investment. KPI data and site / sector-based best serving area data at least one database structured to ensure that records are kept (2) and 15 - data on the services the operator provides to its customers and the quality of those services. (2) to retrieve data from the database on a site / sector basis, and from the retrieved data, the customer, for each service, those that reflect the perceived quality should be selected, and this selected quality... correlation of figures based on frequency band using machine learning learning, anomaly detection in the learning process, these 20 At the end of the process, each band and each service in each site / sector and that service Finding the correlation between the investment required for quality and the KPI thresholds, The geographical area served by the operator will be determined by the grid based on the investment to be made. the division into so-called geographic areas, site / sector based best service area data With the help of these factors, the sectors falling into each grid are divided into 25 grids according to their traffic weight. calculating the required investment threshold according to the service type, the operator For each frequency band it serves, its service and investment criteria are as follows: the creation of a threshold geography, in the process of planning a new field setup, each site will need according to its location within this geography. Finding the configuration, capacity expansion investments in existing sites 30 for, what it will and will not need depending on its location within the service geography. 4 the configurations to be found, the operator to include these in the investment process at least one configured to take action according to the configurations Includes server (3). In the system that is the subject of the invention, the database (2) is in communication with the server (3) (1). It is configured to exchange data with the server (3). In the preferred arrangement of the invention, Instagram is included in the database (2), Digital service registrations such as YouTube, Twitter, VoLTE, BIP, and Facebook. Site / cell name, service name, service duration, delay, latency, traffic volume (volume) data, 10 related to sector KPIs (Key Performance Indicators). Site / sector / cell name, investment KPIs (AVG user Throughput, PRB) To ensure that data in the form of utilisation% is kept on record. It is being structured. The server (3) located in the system (1) which is the subject of the invention communicates with the database (2) 15 and is configured to access the data in the database (2). Server (3), digital services such as Instagram, Youtube, Twitter, VoLTE, BIP, Facebook Site / cell name, service name, service duration, and delay information from the records. (latency), traffic volume data and industry KPIs (Key Performance Indicators) Site / sector / cell name, investment KPIs (AVG user 20) The data in the form of "Thrughput, PRB utilisation%)" is retrieved from the database (2). It is configured to provide the data received for each sector. Server (3) Determining the investment KPI threshold required for a quality service according to service types. It is configured to provide the server (3), delay for the quality service threshold. It is configured to use service time KPIs (delay, latency). 25 Server (3) performs anomaly detection and then for each sector frequency band, to find the correlation between bandwidth and investment KPI threshold It is configured. The server (3) retrieves map-based sector and best from the database (2). It is configured to enable the retrieval of service area data. Server (3), 30 to determine the traffic weights of the sectors falling within each grid is configured. The server (3) performs the evaluation process on the specified data. frequency and time resolution, the operator's network investment rate, therefore this varies depending on the network's rate of change and the customer's service needs. In light of the investigations carried out, weekly (not 'once a week', but every day retrospectively) (in the form of 7-day sliding windows) to suggest evaluations It is structured in such a way that customers receiving services from any site / sector 5 different behaviors, usage habits, and usage patterns for all days of the week the quantities are evaluated holistically and the frequency of use of digital services Weighting is possible according to the determined weight. Server (3) Investment KPI threshold (AVG) for each service type within each input, with percentages. To enable the determination of user throughput, PRB utilisation%) 10 The server (3) is configured based on the needs determined by looking at the KPI threshold values. If the configuration to be heard does not meet the existing configuration, the relevant sectors It is structured to facilitate the planning of additional capacity investment. The server (3) needs to be determined by looking at the specified KPI threshold values. If the configuration is above the current configuration, the capacity for the relevant sectors is 15. It is structured to facilitate the planning of the dismantling action. Industrial Application of the Invention The system in question (1) provides 20 digital services for each of the different locations of the network. taking investment thresholds into account in order to respond differently to various sectors. by making the right type of investment in the right place at new and existing stations. determining, and therefore when an operator plans its investments, the customer to take their expectations and problems into account in the most accurate way and thus invest It helps to increase its efficiency. 25 Around these fundamental concepts, the subject of the invention is "Determining Network Investment Needs". It is possible to develop a wide variety of applications related to the System (1)”, and the invention This cannot be limited to the examples described here, but is primarily stated in the claims. It is like this. 30

Claims

6 REQUESTS 1. The right type of investment at the right location in new and existing stations. determining, and therefore when an operator plans its investments, the customer by taking into account their expectations and problems in the most accurate way, investment 5 enabling it to increase its efficiency; - Digital service data used on a site / sector basis belonging to the operator, site / sector Quality data on customer experience according to digital service based on site / sector. investment KPI data based on site / sector and best serving area EN 10 is structured to ensure that area data is kept on record. a small database (2) and - regarding the services the operator provides to its customers and the quality of those services obtaining data from the database on a site / sector basis (2), data regarding the customer's perception of quality for each service the selection and the ranking of these selected quality figures based on frequency band 15 learning the correlation through machine learning, in the learning process anomaly detection is performed, and at the end of this process, each for each band and each service in the site / sector and the quality of that service Finding the correlation between the required investment KPI thresholds, The geographical area served by the operator will be determined according to the investment to be made. The division of geographic areas into grids, determining the best service area based on site / sector. Using this data, sectors within each grid are categorized according to their traffic weight. The required investment threshold for these grids will be calculated according to the service type. to be provided, for each frequency band served by the operator, service and investment criteria, the creation of a geographical threshold for these criteria, a new field 25 During the installation planning process, the location created in this geography according to which the necessary configuration will be found for each site, for capacity expansion investments in existing sites, service depending on its location in the geography, it may or may not need the configurations to be found, these 30 in the operator's investment process 7 configured to take action according to configurations a system characterized by a small server (3) (1).

2. Communicating with server (3) and exchanging data with server (3) 5 characterized by the database (2) structured to perform A system like the one in claim 1 (1).

3. Includes Instagram, YouTube, Twitter, VoLTE, BiP, and Facebook. Digital service logs include site / cell name, service name, and service duration. Delay and traffic volume data, industry KPI 10 Site / sector / cell name for (Key Performance Indicators), Investment KPIs (AVG user throughput, PRB utilisation%) a database structured to ensure data is kept on record A system like the one in Claim 1 or 2 characterized by (2) (1).

4. To communicate with the database (2) and access the data in the database (2). the above characterized by the server (3) configured to access a system like any of the requests (1).

5. Digital platforms like Instagram, YouTube, Twitter, VoLTE, BIP, and Facebook. Service logs include site / cell name, service name, service duration, and delay. (delay, latency), traffic volume data and industry KPIs (Key Indicators) Site / sector / cell name, investment related to Performance Indicators. Data in the form of KPIs (AVG user throughput, PRB utilisation%) 25 with server (3) configured to enable it to be taken from the base (2). a system like any of the above characterized claims (1).

6. Using the data collected, for each sector, according to service types, in order to provide quality service. 30 structured to ensure that the required investment KPI threshold is found. 8 in any of the above requests characterized by the server (3) such a system (1).

7. Delay (latency) and service duration KPIs for quality service threshold. The above 5 is characterized by the server (3) configured for use with it. a system like any of the requests (1).

8. Perform an anomaly detection process and then for each sector. frequency band, finding the correlation between bandwidth and investment KPI threshold 10 of the above requests characterized by the server (3) configured to do so. a system like any other (1).

9. Map-based sector and best service area data from the database (2) characterized by the server (3) configured to enable the receipt a system like any of the above requests (1). 15 10. To determine the traffic weights of the sectors falling within each grid. from the above requests characterized by the configured server (3) a system like any other (1).

11. Frequency and timing of the evaluation process in the selected data. resolution, the operator's network investment speed, and therefore the network's although it varies depending on the rate of change and the customer's service needs In light of the investigations carried out, weekly (not 'once a week', but every day) (in the form of 7-day sliding windows) to suggest evaluations 25 from the above requests characterized by the configured server (3) a system like any other (1).

12. For each serving type within each increment, with the specified weight percentages. The investment KPI threshold (AVG user throughput, PRB utilisation%) is 30%. 9 characterized by the server (3) configured to enable its determination. a system like any of the above-mentioned requests (1).

13. Configuration required based on the defined KPI threshold values. If it does not meet the current configuration, additional capacity 5 is available for the relevant sectors. server (3) configured to enable investment planning a system like any of the above characterized claims (1).

14. Configuration needed based on the defined KPI threshold values. 10 Capacity dismantling for the relevant sectors if it is above the current configuration. with server (3) configured to enable action planning a system like any of the above characterized claims (1). 20

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