AI-ASSISTED SIMULATION FOR BREASTFEEDING TRAINING

Abstract

The invention is an AI-powered simulation breastfeeding training platform. The invention relates to software that simulates breastfeeding for educational purposes and a method for running this software. Accordingly, using a computer with at least one storage space and a set of pre-loaded graphical scenarios, the breastfeeding environment and steps are simulated, and the steps the user follows to breastfeed their baby are tracked. These steps are then compared with pre-loaded scenarios, and various feedback is provided to the user.

Description

1 TARIFF AI-ASSISTED SIMULATION FOR BREASTFEEDING TRAINING TECHNICAL FIELD The invention is for use in the healthcare sector; in breastfeeding training using models and mannequins. artificial intelligence technology and software that offers an innovative and advanced solution in its place development and transfer of the software to virtual reality glasses, making it suitable for the modern era. It relates to providing three-dimensional breastfeeding training. The invention is supported by artificial intelligence. It is a simulation breastfeeding training platform. The invention focuses on breastfeeding training. software that simulates the purpose and a system created to run that software. It is related to the method. Accordingly, a computer with at least one storage space and this a breastfeeding environment with a set of graphic scenarios pre-loaded on the computer and The steps are simulated to show the process a user follows to breastfeed their baby. It is monitored. Again, it is compared with the previously loaded process steps and various feedback is given to the user. Notifications are made. Taking breastfeeding education to the virtual realm, breastfeeding Virtual reality with Web VR infrastructure that enables experiencing and teaching. Its system and features include: navigating a hospital environment (specially designed space), and caring for the baby. Holding, positioning correctly, and observing the baby's sucking movements firsthand. Virtual reality software that provides virtual reality glasses with controllers (remote controls) 20 by simulating the steps in the breastfeeding scenario It is a system that enables learning. Virtual reality imagery is virtual reality. mobile platform that allows use via smart devices compatible with the title It includes the following elements. PREVIOUS TECHNIQUE *Existing applications in the technical field to which the invention relates, of a similar nature. products, if known, along with patent applications and patents in the same technical field. Please specify other publications. Breastfeeding is key to sustainable development (TC 30) (Ministry of Health, 2016). United Nations (UN) Sustainable Development The summit aims to increase the development levels of countries by 2030. The second and third goals of the Sustainable Development Goals, which are part of the strategic plan. 2 It is directly related to breastfeeding (Burton, 2018). Breastfeeding in the world and in our country. The rates are not at the desired level. There are many studies on breastfeeding education. It exists, however, it is an invention that integrates today's technology. There is none. Consequently, the problem exists and the current solutions are inadequate. This has made it necessary to make a technical development in the related field. Health services 5 It is clear that its presentation will change and become more contemporary in the coming years. Artificial intelligence applications are impacting digital health technology. Accurate information... artificial intelligence technology to ensure uninterrupted and time-independent delivery Its use in the healthcare sector is inevitable. An example of the current state of the technique. The package document numbered TR201700578A2 can be provided. The aforementioned 10 The document describes a mobile application for breastfeeding counseling. The invention... Objective: To improve breastfeeding skills of expectant mothers (virtual) (to provide a realistic experience and the feeling of breastfeeding in real life) and to encourage women to breastfeed. The main objective is to motivate. Other goals include increasing the retention of breastfeeding education and The goal is to modernize access to breastfeeding education. 15 Disadvantages of pre-invention practices; healthcare facility for breastfeeding education the necessity of attending (distance to healthcare facilities), training for personnel creating workload, lack of repeatability in training, inaccurate information Difficulty in accessing life, the inappropriateness of education with models and the virtual 20 It fails to provide a sense of being present in the moment, as well as reality, and consequently, to ensure retention in teaching. There is no invention in our country that allows one to experience breastfeeding. EXPLANATION OF THE INVENTION Disadvantages of pre-invention practices; healthcare facility for breastfeeding education the necessity of attending (distance to healthcare facilities), training for personnel creating workload, lack of repeatability in training, inaccurate information problems with access, the outdated nature of education using models, and virtual It fails to provide a sense of being present in the moment as much as it fails to provide lasting impact in teaching. 30 There is no invention in our country that allows one to experience breastfeeding. 3 There is no virtual application available where babies can experience breastfeeding firsthand. Invention number TR201700578A2 focuses on breastfeeding problems. Instead of focusing on solving the problem, focus on preventing breastfeeding problems from occurring in the first place. Teaching breastfeeding is one of the advantages of this invention. There are no similar examples in our country. Although not found abroad, the study by Tang et al. (2022) provides a precedent for this invention. Tang et al. (2022) examined different breastfeeding scenarios in their study. They showed it to people through virtual reality glasses. In this invention, the designed The private setting and breastfeeding scenario are recreated one-on-one with virtual reality glasses and arms. It makes a difference by experiencing and learning the steps of breastfeeding. In this invention, a specially designed environment and breastfeeding scenario are combined with virtual reality. with glasses and arms, by experiencing and learning the steps of breastfeeding firsthand. This creates a difference. Explanation of Figures 15 Figure 1. AI-powered simulation breastfeeding training module. Figure 2. Virtual reality breastfeeding simulation. Figure 3. Virtual reality mother-baby interaction. Figure 4. Virtual reality breastfeeding simulation 2 Figure 5. Virtual reality baby 20 Figure 6. Virtual reality breastfeeding simulation 3 Reference List 1 Virtual reality headset 2 Virtual reality headset arms 25 DETAILED DESCRIPTION OF THE INVENTION This detailed explanation describes the invention as an AI-powered simulated breastfeeding system. training, preferred alternatives, 30 aimed solely at a better understanding of the subject. This is explained in a way that will not create any limiting effects. 4 The breastfeeding scenario at the beginning of the study was in accordance with WHO recommendations. It has been prepared. This scenario has been transferred to a virtual reality environment. Mother and baby Each step in the scenario was created individually by modeling. In this way... The woman put on the virtual reality glasses and held her arms in her right and left hands (Figure 1) The child will be able to follow these breastfeeding steps independently and will know the correct breastfeeding steps (5). They will be able to experience it firsthand. Hardware Components The hardware for the study is Oculus Quest 2 virtual reality headset (1) and arm attachments with hand tracking technology (2) consists of. The baby model, designed to demonstrate sucking characteristics, ensures correct breastfeeding. These include a mother model and a simulation of a suitable hospital environment for breastfeeding. Breastfeeding scenarios prepared by transferring them to virtual reality glasses for mothers The correct breastfeeding steps can be experienced by this group. Below is a scenario in which the invention is applied, any 15 It does not create a restrictive effect; Breastfeeding Scenario: Appropriate environment and modeling for the defined scenario. It has been prepared. A bed for the baby to lie on and a place for the mother to hold her hands are included in the breastfeeding environment. a place where she can wash, a place where the mother can sit comfortably, with a pillow under her arm. 20 A natural patient room has been created where the model baby can provide support by placing it in a natural setting. During breastfeeding, the baby fully grasps the areola, the lower lip is turned outwards, and the chin is positioned towards the mother. facial expressions that touch her breasts, with round and full cheeks. It is designed. The designed mother figure is someone who can be guided by the woman with her arms. The mother model's outfit is designed to be suitable for breastfeeding. Mother 25 The model's hand movements are such that it can perform the "c" hold for breastfeeding. It is adjusted. The woman puts on the virtual reality glasses (1) and moves her right and left arms Taking his apparatus (2) in his hand, he will find himself in the environment created and She will perform the steps indicated by her arms herself. Thus, the woman They will be able to learn the correct breastfeeding steps through experience. The basic 30 The steps are as follows: 1. The mother should wash her hands, 2. She should take the baby into her arms, 3. She should stand upright and... 4. She should move to a place where she can sit comfortably, and find the right place to breastfeed that suits her. The baby should assume the following position: 5. The baby's head and body should be in a straight line, with its face looking towards the breast. and its nose should be directly opposite the nipple and its body close to its mother's body. It should be (cradle hold), 6. By placing a pillow under the mother's arm and the baby's hips. The breastfeeding position should be supported. 7. Support the breast from above with the thumb, and with four fingers... It should be held with support from underneath. The fingers should be on the areola (the dark area around the nipple). (colored area) should be held around (C hold), 8. Rub the baby's mouth against the nipple 5 A stimulus should be given, the baby's mouth should be tickled to make it open, 9. The baby Ensure the breast is fully lapped (not just the nipple, but the areola as well). The baby latching onto the breast in a way that allows it to take hold; the baby's bottom... Her lips should be turned outwards, her chin should touch her mother's breast, and her cheeks should be round. (should be full), 10. The baby's head should be supported from behind, 11. The empty space while the baby is sucking 10 The baby should be in contact with the hand, and effective sucking should be observed. (The baby shows movement in its temples and ears, and the mother's breast...) (stinging sensation at the head), 13. Breastfeed continuously for at least 5-10 minutes and the baby If she's not satisfied, she should switch to the other breast after one is empty (In virtual reality, this time period...) (Limited to 1 minute), 14. Both breasts should be used for feeding, 15. The baby should stop sucking at 15. After releasing the gas, (by holding the baby in your arms with their face against your shoulder) (Gently massage the baby's back) Lay the baby down (on its side). 15.1. Environments Used In this study, the models were created using the 3dsmax application. The project as a whole... It was developed using the C# language. The scene was planned and designed, and appropriate simulation was used. ensuring and queuing the conditions, lighting, sound systems, 20 Unity software provides necessary information, cutscenes (animations), etc. This was done using [method]. The final program output will be obtained via Unity. It is loaded onto the virtual reality glasses. 15.1.1. Technical Design of the Software Used Software and Modeling Development Languages: Software with a modular structure using C# technology. Developed using the Unity game editor. 25 3D models used in the software. This was done using Blender. 15.1.2. Modules User and Reporting Module: Where users are added to the system with their first and last names and registration numbers, and This module reports user activity and process information. (Information) Module: Provides users within the system with information regarding application objectives, 30 instructions and information on how to use the VR device were provided. It is a module. Before the application starts, users are shown how to use VR controllers. This module shows how the keys will be used and the operations they perform. Application Module: Users enter a virtual environment and can interact with objects within that environment, 6 With VR arms, she can walk into the room where the procedure will take place, positioning the baby correctly. able to hold the baby, perform the breastfeeding process, and burp the baby This is a module. Test Module: Optimization of the implemented software in a virtual environment. testing their status, checking that the set of rules is working correctly and efficiently, Control of virtual reality headset and joystick usage, reporting services 5 This module will handle processes such as efficiency. 15.1.3. General Features Created Software; • Provides mothers with the opportunities they have in physical conditions, in a virtual environment. It is a system that mothers can access. • In addition to effective training and education modules, It includes additional modules for personal and social development. This is a teaching-centered approach. The structure also enhances communication between mothers. • System speed and high 10 It provides convenience to the user with its performance. • The desired amount can be added to the system. User definitions can be made. • Optimization features are at the maximum level. He was detained. This invention, which focuses on improving breastfeeding skills, will later enable mothers to... (The sentence is incomplete and unclear in the original Turkish) AI analyzes breastfeeding footage to evaluate the breastfeeding process. It is integrated with a system that provides feedback on the practices it uses and the mistakes it makes. It can be done. Data Collection: Receiving data from sensors and external sources. 20 Source: Sensor A, Sensor B, External API. Preprocessing: Cleaning and optimizing incoming data. Process: Data filtering, data normalization. Analysis: Analyzing data using artificial intelligence algorithms. Model used: Deep learning-based analysis. 25 Visualization: Presenting the results to the user. Interface: Dynamic graphics and reports. Feedback: Processing and integrating user feedback into the system. Cycle: Performance improvement.

Claims

7 REQUESTS Claim 1. The invention relates to artificial intelligence-assisted simulation of breastfeeding training data analysis and It is a method for management, and its characteristic feature is; a) data collection from physical devices and external sources via sensors 5 to ensure data flow, b) cleaning and filtering the collected data, c) analyzing data with artificial intelligence-powered algorithms, d) Presenting the analysis results to the user through a visual interface, e) To optimize system performance by collecting user feedback. 10 Claim 2: This is a method similar to Claim 1, characterized by its structural nature during the data cleaning phase. Its function is to detect errors and automatically remove corrupted data. Claim 3: This is a method according to Claim 1, and its feature is; dynamic 15 during the visualization phase. It is the real-time presentation of graphical analyses. Claim 4: This is a method according to Claim 1, and its characteristic is; the data flow from the sensors. This involves transmitting data in encrypted form and ensuring data security. Claim 5: This is a method according to Claim 1, characterized by its artificial intelligence integrated into the system. learning mechanism of algorithms by analyzing user behavior It is about optimizing. 30

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