{"id":25953823,"url":"https://github.com/jnahuel-developer/red-neuronal-para-bci","last_synced_at":"2025-07-22T01:04:10.690Z","repository":{"id":276890265,"uuid":"930624237","full_name":"jnahuel-developer/Red-neuronal-para-BCI","owner":"jnahuel-developer","description":"Red neuronal recursiva para optimizar la detección de patrones cerebrales con casco BCI","archived":false,"fork":false,"pushed_at":"2025-02-11T21:02:43.000Z","size":1236,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-30T12:44:39.162Z","etag":null,"topics":["bci","csharp","neural-network"],"latest_commit_sha":null,"homepage":"","language":"C#","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jnahuel-developer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-02-10T23:53:57.000Z","updated_at":"2025-02-12T02:14:04.000Z","dependencies_parsed_at":"2025-06-30T12:37:18.754Z","dependency_job_id":"0cb79740-0853-4e33-bb12-d85aa71b658e","html_url":"https://github.com/jnahuel-developer/Red-neuronal-para-BCI","commit_stats":null,"previous_names":["jnahuel-developer/red-neuronal-para-bci"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/jnahuel-developer/Red-neuronal-para-BCI","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jnahuel-developer%2FRed-neuronal-para-BCI","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jnahuel-developer%2FRed-neuronal-para-BCI/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jnahuel-developer%2FRed-neuronal-para-BCI/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jnahuel-developer%2FRed-neuronal-para-BCI/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jnahuel-developer","download_url":"https://codeload.github.com/jnahuel-developer/Red-neuronal-para-BCI/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jnahuel-developer%2FRed-neuronal-para-BCI/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":266405405,"owners_count":23923536,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-07-21T11:47:31.412Z","response_time":64,"last_error":null,"robots_txt_status":null,"robots_txt_updated_at":null,"robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["bci","csharp","neural-network"],"created_at":"2025-03-04T15:36:53.027Z","updated_at":"2025-07-22T01:04:10.665Z","avatar_url":"https://github.com/jnahuel-developer.png","language":"C#","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🧠 Red Neuronal para BCI - Optimización del Tiempo de Detección  \n\nEste proyecto mejora el sistema de detección de respuestas cerebrales basado en el **[Casco-BCI](https://github.com/jnahuel-developer/Casco-BCI)**, incorporando una **red neuronal recursiva** implementada en **C#**.  \n\n📌 **Objetivo:** Reducir los tiempos del estudio para la detección de respuestas, mediante el entrenamiento de la red neuronal adaptada a cada paciente.  \n\n✅ **Implementación de una red neuronal recursiva en C#.**  \n✅ **Optimización del tiempo de detección del patrón P300.**  \n✅ **Mejor integración con el casco OpenBCI.**  \n✅ **Almacenamiento y entrenamiento con datos personalizados.**  \n\n\n---\n---\n\n\n## 🏗️ Arquitectura del Sistema  \n\nEl sistema se basa en la estructura del **Casco BCI**, incorporando una red neuronal que optimiza el procesamiento de las señales cerebrales.  \n\n🔹 **Casco OpenBCI**  \n- Captura las señales cerebrales del paciente con 8 canales de alta precisión.  \n- Transmisión de datos en tiempo real a la aplicación en C#.  \n\n🔹 **Aplicación en C# con Red Neuronal**  \n- Control de estímulos visuales y lectura de sensores.  \n- Procesamiento en tiempo real con una **red neuronal recursiva**.  \n- Entrenamiento y adaptación de la red según el paciente.  \n\n🔹 **Almacenamiento y Procesamiento**  \n- **Archivos CSV:** Almacenan las muestras utilizadas en el entrenamiento.  \n- **Base de datos:** Guarda la configuración del paciente y los resultados obtenidos.  \n\n📌 **Mejora clave:**  \nLa red neuronal permite **reducir el tiempo necesario para detectar respuestas**, mejorando la eficiencia del sistema respecto a la versión anterior basada solo en Matlab.  \n\n\n---\n---\n\n\n## 🛠️ Tecnologías Utilizadas  \n\n- **Adquisición de Señales:** Casco OpenBCI  \n- **Lenguaje de Desarrollo:** C#  \n- **Procesamiento de Datos:** Red Neuronal Recursiva  \n- **Base de Datos:** MySQL  \n- **Formato de Almacenamiento:** CSV  \n\n\n---\n---\n\n\n## 📜 Publicación en Congreso  \n\nLos resultados obtenidos fueron presentados en el congreso **CONAIISI**, mostrando el diseño de la red neuronal y las mejoras logradas en la detección del patrón P300.  \nEl **paper publicado** puede encontrarse [aqui](https://github.com/jnahuel-developer/Red-neuronal-para-BCI/blob/main/Paper/2019.%20CONAIISI.pdf).  \n\n\n---\n---\n\n\n📩 **Contacto:** [jnahuel.developer@gmail.com](jnahuel.developer@gmail.com)  \n\n📩 **Contacto:** [https://www.linkedin.com/in/jnahuel/](https://www.linkedin.com/in/jnahuel/)  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjnahuel-developer%2Fred-neuronal-para-bci","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjnahuel-developer%2Fred-neuronal-para-bci","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjnahuel-developer%2Fred-neuronal-para-bci/lists"}