A PLANT RECOMMENDATION SYSTEM

Abstract

This invention relates to a system (1) that uses data obtained via IoT sensors and GPS to find and recommend suitable plants that will grow in the environment where the user receives the recommendation, through AI-assisted analysis.

Description

1 TARIFF A PLANT RECOMMENDATION SYSTEM Technical Area This invention uses data obtained from IoT sensors and GPS to develop artificial intelligence. With its supported analysis, the user can identify suitable plants that will grow in the environment where they receive recommendations. It is related to a system that suggests by finding solutions. Previous Tech 10 Current methods for IoT sensors involve environmental factors in indoor plant cultivation. Collecting data (temperature, humidity, light level, etc.) and using this data for maintenance such as irrigation. They are focused on use in operations. However, these systems are only for the immediate interior of the space. It offers a limited analysis based on their environmental conditions. Most existing solutions, 15 the long-term light conditions of the location where the plant will be placed or the surrounding environment It ignores factors such as physical barriers. Furthermore, it only provides the user with... General recommendations are provided regarding irrigation frequency, temperature, and light requirements, along with plant analysis. Comprehensive guidance on desired location-based growing conditions. This is not being done. Therefore, the above-mentioned deficiencies should be rectified. 20 A new system is needed that provides this. Chinese patent CN106289397A, which falls under the known state of the art. the document is structured to provide plant recommendations suitable for home conditions. The system is being discussed. The invention relates to environmental parameters for flower planting. a system that includes one or more home-type flower planting monitors for the purpose of detection This relates to a home flower planting suggestion system. The system connects wirelessly to a monitor. a home host unit and one or more units that have a wireless connection to the home host unit It includes multiple user terminals. Each user terminal is connected to the home main unit. a wireless transceiver module that provides wireless connectivity, a data processing 30 module, an anomaly notification module, an information suggestion module and a 2 It includes a viewing module. Information and suggestion module, flower planting status. to determine the growth needs of flowers according to the data and any information It is used to suggest relevant information to the user through a notification method. The system monitors real-time lighting, temperature and humidity, and soil for each type of flower. It can collect and analyze nutrients, moisture levels, and other data, giving the flower at least 5% It helps determine whether the environment is suitable for growth and provides the user with the best planting options. It provides suggestions. A family flower planting suggestion system is being created, This system is designed to detect the environmental parameters in which the plant flowers are placed. or more family flower planting monitors with wireless connections to these monitors It includes a connected home main unit. The home main unit consists of one or more 10 The user terminal has a wireless connection with the home host. The user terminal is connected to the home host. a wireless transceiver module that connects wirelessly to a unit, a data a processing module, an abnormal condition reminder module, an information suggestion module, and a It includes a display module. The wireless transceiver module connects to the home unit. Connecting and monitoring the flower planting status by the home unit. 15 It is configured to receive data. The data processing module receives the flower planting status. a module for classifying and processing data, and then displaying that data. It is configured to transmit via the abnormal status reminder module. anomalies in flower growth status in flower planting status data When a notification indicating this is found, use any information reminder method 20 It is structured to inform the user. The information and suggestion module, on the other hand, provides information about flowers. To determine the flower growth needs based on planting status data and related information. to convey information to the user using a suggested information presentation method It is structured. The display module displays flower growth status data. 25 It is performing. 3 Brief Description of the Invention The aim of this invention is to use data obtained from IoT sensors and GPS. AI-powered analysis will help the user find a suitable environment to thrive in when receiving recommendations. The goal is to create a system that identifies and recommends plants. 5 Detailed Description of the Invention The "Plant Recommendation System" implemented to achieve the purpose of this invention is attached. as shown in the figure, this figure is 10 Figure 1. Schematic view of the system described in the invention. The parts shown in the figure are individually numbered, and the corresponding numbers correspond to these numbers. given below: 15 1. System 2. Electronic device 3. Application 4. Database 20 5. Server AI-powered analysis will help the user find a suitable environment to thrive in when receiving recommendations. The subject of the invention system which suggests finding plants (1); -capable of running at least one application and any remote communication 25 at least one electronic device capable of communicating with remote servers using the protocol device (2), -electronic device (2) and users grow plants The best way to ensure they receive plant recommendations suitable for their desired environment a small application (3), 30 4 -environmental data of the environment where the plant is to be grown and according to the plant species to ensure that data relating to magnification conditions are kept on record at least one database structured (4) and - collecting data on the location where users want to grow plants, Detection of environmental conditions thanks to the user’s electronic device (2), 5 a score regarding the suitability of location and environmental conditions for plant cultivation the calculation, and the data of plants with plant growth scores corresponding to the calculated score. queried on the base (3) and cultivation of plants with appropriate scores along with the terms and conditions, recommendations should be made to the user, and feedback should be received from the user. 10. To ensure the development of data on plant growing conditions in line with this. It includes at least one server (5) configured for this purpose. The electronic device (2) in the system (1) which is the subject of the invention, is used for data input. at least a keypad or touchscreen that enables the display of suggestions. a smartphone, tablet computer or 15 with a screen, IoT sensors and GPS capabilities It is a device that is a portable computer. In the preferred arrangement of the invention electronic device (2), on which users want to grow plants in the environment to run at least one practice that enables it to receive appropriate plant recommendations It is structured. The electronic device in question (2) is structured in the state of the art. Using any remote communication protocol available, connect to the server (5) 20 to establish and exchange data between the application (3) and the server (5) through this established connection It is structured to enable the transaction to take place. The invention is preferred. In the application made, the electronic device (2) server (5) and the Internet as a data bus It is configured to exchange data using this method. The application (3) in the system (1) which is the subject of the invention, on the electronic device (2) communication is being carried out between the electronic device (2) and the server (5). It is configured to exchange data with the server (5) via. The application in question (3) allows users to grow plants in the environment they want to grow plants in. at least 30 It is structured to provide an interface. The application (3) is available upon request. from the user’s electronic device (2) IOT sensor to the environment in which the plant will be grown permission to collect data in the form of temperature, humidity and light The application (3) is structured to provide at least one interface that meets the demand. on which the user’s electronic device (2) will grow plants with GPS at least one intermediate step that allows access to the location information of the environment. It is structured to present the face. The application (3) allows the user to plant plant recommendations that are determined to be suitable for the environment in which they want to grow them It is configured to provide at least one interface that allows it to be displayed. Application (3) allows the user to follow the plant's growing instructions based on the suggestions. The feedback from the user who grew the plant based on the suggestion that allowed them to view it is 10 to provide at least one interface that enables the receipt of notifications It is being structured. The database (4) in the system (1) which is the subject of the invention is in communication with the server (5) and is configured to be managed by the server (5). The invention is preferred 15 In the arrangement made, the database (4) contains temperature, humidity and light. plant species that can be grown in accordance with environmental data Data on growth condition scores allows users to monitor plant cultivation. The information gathered and the feedback received relate to the plant growing instructions. It is structured to ensure that data is kept on record. 20 The server (5) in the system (1) which is the subject of the invention, any remote communication to communicate with the electronic device (2) using the protocol and the established protocol data through communication with the application (3) carried out on the electronic device (2) It is configured to carry out the shopping. Server (5), database (4) 25 making new data entries into it, data recorded in the database (4) deletion or modification of registered data in the database (4) and data data by updating the registered data in the database (4) It is configured to manage the base (4). The server in question (5), To grow plants in the user’s environment via application (3) at least 30 to ensure that the request for suitable plant recommendations is received 6 is configured. The server (5) receives the request from the user electronically upon request. The device’s (2) IoT sensors measure the temperature, humidity and light of the environment in which the plants will be grown. Permission to collect environmental data in this form and to enable data collection. It is structured in such a way that the server (5) detects interference or missing data from the collected data. To improve data quality in case of potential inclusions, the average, median, and standard deviations are used. analyzing data using basic statistical methods such as deviation analysis, classification, anomaly detection, cleaning, and missing data It is configured to ensure completion and normalization. Server (5), GPS and the environment in which the plant will be grown via the user’s electronic device (2) 10 To enable the retrieval of satellite map data with user permission It is configured. The server (5) determines the location of the building where the plants will be grown and the surrounding area. Analysis of GPS and satellite data to identify obstacles It is configured to provide the following: The server (5) analyzes satellite images. shade / light analysis to determine the most suitable areas for plant placement To enable this to be done using Convolutional Neural Networks (CNNs) 15 It is configured. The server (5) belongs to the environment where the user wants to grow plants. By processing location and environmental data, the plants that can be grown in the relevant environment can be identified. To calculate a score using an Artificial Neural Network (ANN) algorithm. is configured. The server (5) is configured with the light, humidity and temperature expectations of the plants. 20 prepared by scoring them based on irrigation and soil (element) needs By accessing the database (4) that keeps the data on record, the user can plant to enable comparison of the environmental score that he / she wants to cultivate It is being configured. Server (5) matches the environment score as a result of comparison. the application provides the user with data on plants and tips for caring for the relevant plant. It is structured to ensure that it is presented as a proposal via (3). 25 The server (5) provides feedback on the condition of the plant grown by the user who grows the suggested plant. It is configured to receive notifications and record them in the database (4). The server (5) improves itself with feedback and provides better suggestions to the user. To use the Clustering Algorithm (K-Medoids) for presentation It is being structured. 30 7 Industrial Application of the Invention The system in question (1) combines IoT sensors with GPS and satellite map data. It detects environmental obstacles (such as tall buildings) and adjusts the light level using this method. By analyzing, the system provides plant placement suggestions. This system (1) allows the user to 5 To help them choose the most suitable plant for their space, both indoors and outdoors. It takes into account both user data and outdoor obstacles. feedback, reported location-plant matching, and future suggestions. It nourishes. Plant care recommendations are also taken into account, considering the conditions of the location where the recommendations are received. This is presented by taking into account the conditions that do not match the standard recommendations. 10 This prevents potential plant losses. Around these basic concepts, the invention is very much related to “A Plant Suggestion System (1)”. It is possible to develop various applications, and the invention described herein It cannot be limited to examples; it is essentially as stated in the requests. 15

Claims

8 REQUESTS 1. It will be developed in an environment where the user receives suggestions through AI-powered analysis. recommending suitable plants by identifying them; -capable of running at least one application and any remote communication 5 at least one that can communicate with remote servers using the protocol electronic device (2), -electronic device (2) and users grow plants to enable them to receive plant recommendations suitable for their desired environment at least one application configured (3), 10 -environmental data of the environment where the plant is to be grown and according to the plant species to ensure that data relating to magnification conditions are kept on record at least one database structured (4) and - collecting data on the location where users want to grow plants, environmental conditions can be detected thanks to the user’s electronic device (2) 15 the suitability of the location and environmental conditions for plant cultivation calculating a score related to the plant and growing plants according to that score. Querying the database of plants with the score (3) and suitable The user is provided with information about the growing conditions of plants with a score. The recommendation is to plant 20 based on user feedback. to ensure the development of data on growing conditions a system characterized by having at least one server (5) configured (1).

2. Suggestions are entered into the keypad or touchscreen that enables data entry. 25 owning a smartphone, tablet computer or portable computer A system like the one in Claim 1, characterized by an electronic device (2) (1).

3. Plants suitable for the environment where users want to grow plants. 30 to run at least one application that enables it to receive suggestions 9 Claim 1 or 2 characterized by the configured electronic device (2) such a system (1).

4. Connect to the server (5) using any remote communication protocol. to establish and connect the application (3) and the server (5) through this established connection 5 structured to enable data exchange between them any of the above claims characterized by an electronic device (2) a system like one of them (1).

5. Data exchange with the server (5) using the Internet as a data bus 10 characterized by an electronic device (2) configured to perform a system like the one in Request 4 (1).

6. It is carried out on electronic device (2) and with electronic device (2). Data exchange with server (5) through communication established between server (5) 15 characterized by the application structured to perform (3) a system like any of the above requests (1).

7. Users choose plants suitable for the environmental conditions in which they want to grow them. 20 provide at least one interface that allows a user to submit a request to receive a recommendation The above application, which is structured as (3), is characterized by the above. a system like any of the requests (1).

8. Plant via IOT sensor from user's electronic device (2) upon request Data regarding the growing environment, such as temperature, humidity, and light, 25 provide at least an interface that allows it to permit the collection of data. The above application, which is structured as (3), is characterized by the above. a system like any of the requests (1).

9. Upon request, the user can track the plant with GPS from his electronic device (2) 30 Permission to obtain location information for the environment in which the crop will be grown. an application configured to provide at least one interface that enables it to deliver (3) like any of the above-mentioned claims characterized by system (1).

10. The plant that is determined to be suitable for the environment where the user wants to grow it. 5 to provide at least one interface that allows the suggestions to be displayed from the above requests characterized by the structured application (3) a system like any other (1).

11. Allows the user to view the plant's growing instructions based on the suggestions. 10 feedback on the plant grown by the user based on their suggestion. to provide at least one interface that enables the receipt of notifications from the above requests characterized by the structured application (3) a system like any other (1).

12. Communicating with Server (5) and being managed by Server (5) from the above requests characterized by the structured database (4) a system like any other (1).

13. In accordance with environmental data such as temperature, humidity and light, 20 growth condition scores of plant species that can be cultivated data compiled from information users acquire during plant cultivation Feedback data related to plant growth instructions are recorded. characterized by the database structured to ensure its retention (4) a system like any of the above requests (1). 25 14. Using any remote communication protocol, electronic device (2) to communicate with and through this communication with electronic devices (2) to exchange data with the application (3) being run on it 30 of the above requests characterized by the configured server (5) a system like any other (1). 11 15. Making new data entries into the database (4), database (4) deletion of the registered data in it or within the database (4) Modification of registered data and registered data in the database (4) 5 to manage the database (4) by operations such as updating from the above requests characterized by the configured server (5) a system like any other (1).

16. Growing plants in the user's environment via Application (3). 10 from the above requests characterized by the server (5) configured for a system like any other (1).

17. Upon request, the user is asked to provide the IoT sensors (2) of the electronic device. Environmental factors such as temperature, humidity, and light in the environment where the plant will be grown. to enable data collection with permission for the receipt of data from the above requests characterized by the configured server (5) a system like any other (1).

18. Data 20 in case the collected data contains interference or incomplete data. To improve its quality, basic parameters such as mean, median, and standard deviation are used. analyzing data using statistical methods, classification, anomaly detection, cleaning, and missing structured to ensure data completion and normalization 25 in any of the above requests characterized by the server (5). such a system (1).

19. The user’s electronic device (2) shows the environment in which the plants will be grown. To enable the retrieval of GPS and satellite map data with user permission. 30 of the above requests characterized by the configured server (5) a system like any other (1). 12 20. Determining the location of the building where the plants will be grown and identifying any obstacles in the surrounding area. to enable the analysis of GPS and satellite data obtained for this purpose from the above requests characterized by the configured server (5) a system like any of them (1). 5 21. Analysis of satellite images to identify the most suitable areas for plant placement. Convolutional Neural Networks (CNN) for shadow / light analysis to determine the server (5) configured to enable it to be done using A system like any of the above characterized claims 10 (1).

22. Location and environmental factors of the environment where the user wants to grow plants. Artificial neural networks process data to determine how a plant can be grown in the relevant environment. 15 configured to calculate a score using the Artificial Neural Networks (ANN) algorithm. any of the above requests characterized by the server (5) such a system (1).

23. Plant requirements for light, humidity, temperature, irrigation, and soil (elements). The data, prepared by scoring them based on their needs, is recorded. 20 by providing access to the database (4) the user grows plants structured to allow comparison of the desired environmental scores any of the above requests characterized by the server (5) such a system (1).

24. As a result of the comparison, the plants that match the environmental score and the relevant plant data containing maintenance tips are suggested to the user via the application (3) characterized by the server (5) configured to ensure that it is presented as a system like any of the above-mentioned requests (1). 13 25. Feedback from the user growing the recommended plant regarding the plant's condition. configured to receive notifications and record them in the database (4) any of the above requests characterized by the server (5) such a system (1).

26. Improving yourself through feedback and providing better suggestions to the user. To use the Clustering Algorithm (K-Medoids) for presentation from the above requests characterized by the configured server (5) a system like any other (1). 15 25

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