The document discusses a study analyzing the use of Learn Graph-Ware (LGW) software to teach graph theory. Students were divided into experimental and control groups, with the experimental group using LGW. Statistical analysis found the experimental group scored higher and was more motivated. The study concludes LGW allows students to better understand graph properties and helps improve academic performance compared to not using the software.
This document discusses the application of artificial intelligence techniques in cybersecurity. It begins by outlining the motivations for applying AI to cybersecurity, such as the growing amounts of data and connections between devices. It then provides an overview of cybersecurity challenges and common AI techniques like machine learning. The document concludes by presenting several examples of how AI is already being used to enhance cybersecurity, such as through anomaly detection, natural language processing for unstructured threat analysis, and AI-powered security analytics tools.
This document discusses improving forecasting and classification in smart metering systems using neural compute sticks. It presents two models: a consumption and production prediction model using a recurrent neural network, and an energy fraud classification model using decision trees. Both models were tested on a smart metering system with and without neural compute sticks. Using the sticks reduced training times by an average of 30% for the prediction model and 7.5% for the classification model. It concluded that edge computing applications like these are necessary for smart grid systems due to increasing data, and neural compute sticks can significantly improve training times for models based on artificial neural networks.
Este documento habla sobre el an叩lisis de datos usando computadoras de placa 炭nica. Explora oportunidades y retos de la memoria, procesamiento y almacenamiento en estas computadoras. Tambi辿n discute conceptos como c坦mputo en la niebla, latencia de datos en medidores inteligentes, muestreo de se単al el辿ctrica, sistemas operativos embebidos y bases de datos embebidas. El documento concluye proporcionando los contactos del autor.
El documento habla sobre el an叩lisis de datos en dispositivos de Internet de las Cosas. Explica conceptos clave como la industria 4.0, dispositivos conectados e IoT, y los desaf鱈os del an叩lisis de datos IoT como diferentes tipos de datos. Tambi辿n cubre temas como flujos de datos, procesamiento de datos, aprendizaje autom叩tico, almacenamiento de datos, y nuevas tendencias como streaming de datos. El autor concluye preguntando si hay alguna pregunta sobre el tema.
A Comparative Assessment of Cryptography Algorithms for Data Analytic Applica...Juan Carlos Olivares Rojas
油
Este documento eval炭a algoritmos criptogr叩ficos para aplicaciones de an叩lisis de datos en sistemas inteligentes de medici坦n. Compara el rendimiento de algoritmos como AES-256, RSA-4096, Blowfish y Twofish midiendo el tiempo de ejecuci坦n y uso de memoria. Concluye que algoritmos como Blowfish y Twofish son buenas opciones para aplicaciones de an叩lisis de datos en movimiento o almacenados, mientras que opciones como RSA-4096 no son adecuadas para aplicaciones que requieren tiempo real estricto.
Este documento propone flexibilidad curricular en el Tecnol坦gico Nacional de M辿xico para adaptarse a los r叩pidos cambios tecnol坦gicos. Se analizan los planes de estudio existentes y se proponen nuevas especialidades como Ciencia de Datos y Redes El辿ctricas Inteligentes. Tambi辿n se sugiere validar cursos en l鱈nea y permitir la movilidad de estudiantes. Finalmente, se recomienda dise単ar m坦dulos de especialidad de forma nacional y mejorar el proceso de tutor鱈as.
Anal鱈tica de Datos en Simulador de Redes para Sistemas de Medici坦n InteligenteJuan Carlos Olivares Rojas
油
Este documento presenta un simulador de redes para sistemas de medici坦n inteligente que utiliza anal鱈tica de datos. Describe c坦mo el simulador genera datos de medici坦n que luego se pueden analizar estad鱈sticamente. Concluye que se necesita m叩s desarrollo del simulador y que la gran cantidad de datos generados es dif鱈cil de procesar, por lo que se debe completar la infraestructura de simulaci坦n.
Este documento propone un mercado el辿ctrico minorista transactivo en M辿xico utilizando blockchain y contratos inteligentes. Presenta un modelo con generadores, clientes residenciales e industriales, almacenamiento, fuentes renovables y un operador de red. La plataforma permitir鱈a la comercializaci坦n de energ鱈a a trav辿s de cadenas de bloques, con medidores e interfaz inteligentes y el uso de criptomonedas. Los contratos inteligentes automatizar鱈an transacciones basadas en precios y demanda.
This document summarizes a student's master's thesis on using blockchain technology to improve cyber security for smart metering systems transactions. The thesis addresses motivation for securing smart metering systems, describing smart cities/grids and AMI architecture. It reviews related works applying blockchain for grid monitoring security and databases. The student proposes a private/public permissioned blockchain architecture called AMI-BC using a hybrid proof-of-efficiency consensus algorithm across cloud, fog and IoT tiers. It would secure smart meter readings and detect energy fraud/anomalies using machine learning models to predict consumption and power quality.
This document summarizes a survey on using blockchain technology for smart metering systems in electric mobility applications. It discusses the motivation and challenges around e-mobility and smart grids, including cybersecurity issues. It then provides an overview of how blockchain could be applied to smart metering systems, including prototypes that have been tested. Finally, it compares different works in this area based on whether they incorporate load signatures, market functions, or other relevant aspects. The document concludes by discussing potential future work around analyzing appliance consumption and distributed energy resource production costs.
Este documento describe un algoritmo para la detecci坦n de movimiento usando medidores inteligentes. El algoritmo divide la imagen de video en una cuadr鱈cula de 3x3, descompone la secuencia de video en im叩genes individuales, detecta puntos caracter鱈sticos en cada cuadrante, compara los puntos entre cuadros para detectar movimiento, y determina si hubo movimiento real basado en el n炭mero de cuadros que se movieron. El documento tambi辿n discute la implementaci坦n y pruebas del algoritmo, y concluye que este sistema podr鱈a usarse como una soluc
El documento presenta un estudio sobre sistemas inteligentes de reuniones utilizando la interacci坦n humano-computadora. Explica las limitaciones t辿cnicas actuales y las necesidades de los usuarios, como monitorear estad鱈sticas de consumo el辿ctrico y recibir alertas sobre fallas de energ鱈a. Concluye que se necesita m叩s trabajo en interfaz humano-computadora para mejorar estos sistemas, e involucrar a los usuarios desde el inicio para satisfacer mejor sus necesidades.
Machine Learnign Model for the Detection of Electricity Energy Fraud Using an...Juan Carlos Olivares Rojas
油
This document proposes a machine learning model using an edge-fog computing architecture to detect electric energy fraud from smart meter data. It tests various machine learning algorithms on smart meter data from Mexico and finds that a multi-layer perceptron regression model achieves the lowest error rates. The results indicate the model can adequately detect anomalies in energy consumption and production. While human intervention is still needed, the proposed model is designed to operate on embedded devices with limited computing capabilities. The use of fog computing through data centers also improves forecasting performance.
Forecasting Electricity Consumption Using Weather Data in Edge-Fog-Cloud Data...Juan Carlos Olivares Rojas
油
This document proposes an edge-fog-cloud computing architecture to forecast electricity consumption using weather data and machine learning models. The architecture implements linear regression models at the edge, fog, and cloud layers to improve forecasting accuracy. Results show forecast accuracy was improved with 91-94% of devices having better forecasts when models were executed across multiple layers. The architecture provides a feasible approach for electricity forecasting considering periodic offline execution of models across layers.
Aplicacion de Tecnicas de UX en el Desarrollo de un Portal de un Sistema de M...Juan Carlos Olivares Rojas
油
Este documento describe la aplicaci坦n de t辿cnicas de experiencia de usuario (UX) en el desarrollo de un portal para un sistema de medici坦n el辿ctrica inteligente. Presenta informaci坦n sobre UX vs UI, procesos de UX, dise単o centrado en el usuario y encuestas realizadas a usuarios. El objetivo es dise単ar e implementar un prototipo del portal que brinde una mejor experiencia al usuario basada en sus necesidades y preferencias reveladas en las encuestas.
Este documento describe las redes el辿ctricas inteligentes (smart grids) y el papel de los medidores inteligentes (smart meters) en ellas. Las smart grids permiten un flujo bidireccional de electricidad e informaci坦n mediante el uso de tecnolog鱈as de la informaci坦n y comunicaciones. Los smart meters son dispositivos de Internet de las Cosas que permiten la medici坦n y gesti坦n remota del consumo de electricidad de los hogares y empresas. El documento tambi辿n discute los retos y oportunidades que presentan las smart grids y los smart meters, como la seguridad, ef
Este documento presenta diferentes estrategias de aprendizaje para el desarrollo de competencias, incluyendo aprendizaje basado en problemas, aprendizaje basado en proyectos, proyectos integradores, aula invertida y gamificaci坦n. Explica elementos como estilos de aprendizaje, casos de estudio y el dise単o de proyectos. El objetivo general es ayudar a los docentes a dise単ar estrategias did叩cticas efectivas considerando factores como las competencias, inteligencias m炭ltiples y entornos de aprendizaje de los estudiant
Optimizaci坦n de la Eficiencia Energ辿tica en los Hogares utilizando una Arquit...Juan Carlos Olivares Rojas
油
Este documento presenta una propuesta para optimizar la eficiencia energ辿tica en los hogares utilizando una arquitectura de medici坦n inteligente. Actualmente, muchos electrodom辿sticos no tienen controles eficientes para el consumo de energ鱈a, lo que aumenta los costos. La propuesta involucra el uso de medidores inteligentes y un sistema de gesti坦n de energ鱈a para monitorear y optimizar autom叩ticamente el uso de energ鱈a en el hogar. El objetivo es desarrollar una arquitectura que permita mejorar la eficiencia energ辿tica y redu
El documento presenta una introducci坦n a la ciberseguridad en redes el辿ctricas inteligentes. Se describe la arquitectura de las redes el辿ctricas inteligentes y los componentes como medidores inteligentes. Tambi辿n se discuten las amenazas a la seguridad como ataques a medidores e infraestructura de transmisi坦n, y posibles soluciones como protocolos de seguridad, sistemas de detecci坦n de intrusos e implementaci坦n de blockchain. Finalmente, se mencionan trabajos de investigaci坦n en ciberseguridad de redes el辿
Estudio de Vulnerabilidad de Protocolos y Redes de Comunicaci坦n para Medidore...Juan Carlos Olivares Rojas
油
Este documento presenta una propuesta de investigaci坦n para estudiar las vulnerabilidades de los protocolos de comunicaci坦n y redes de medidores inteligentes. La metodolog鱈a incluye investigar vulnerabilidades en redes PLC, comunicaciones inal叩mbricas, y hardware/software. Se desarrollar叩 un framework de seguridad y una metodolog鱈a, con productos entregables como art鱈culos y un cap鱈tulo de libro. El objetivo es mejorar la seguridad y desempe単o de las redes el辿ctricas inteligentes.
The document provides an overview of using Git, including how to install and configure Git, initialize and clone repositories, check the status of and make commits to the local repository, and push/pull changes between local and remote repositories. It also covers additional Git commands and concepts like branching, merging, tagging, and resolving conflicts.
El documento describe un estudio sobre el uso del aprendizaje invertido y la gamificaci坦n para mejorar los resultados en los cursos de programaci坦n. Los autores aplicaron estas nuevas metodolog鱈as en cursos de fundamentos de programaci坦n y observaron una reducci坦n significativa en los 鱈ndices de reprobaci坦n, de alrededor del 40% al 15%, en comparaci坦n con la metodolog鱈a tradicional. El documento concluye que el dise単o de cursos utilizando efectivamente las tecnolog鱈as de la informaci坦n y la comunicaci坦n, validado de forma colegiada, permite mej
Objetos de Aprendizaje para la Ense単anza de Fundamentos de Programaci坦n Orien...Juan Carlos Olivares Rojas
油
Desarrollar un prototipo did叩ctico con objetos de aprendizaje diversos para dispositivos m坦viles que faciliten el aprendizaje de fundamentos de programaci坦n orientada a objetos a trav辿s de la creaci坦n de videojuegos para computadoras personales.
The document discusses the emergence and growth of web-based operating systems (web OS). A web OS functions like a traditional desktop OS but runs within a web browser and stores data/applications on remote servers rather than locally. Several companies now offer commercial and open source web OS options. While the technology faces limitations, proponents believe web OSs could become more popular as users grow more comfortable with cloud-based computing and web applications.
Este documento presenta las 10 principales tecnolog鱈as inform叩ticas para 2007 seg炭n diferentes fuentes, incluyendo la virtualizaci坦n, c坦mputo en la nube, administraci坦n de informaci坦n empresarial y arquitectura orientada a servicios. La virtualizaci坦n, que permite ejecutar m炭ltiples sistemas operativos en un solo servidor f鱈sico, es predicha como la tecnolog鱈a l鱈der. La virtualizaci坦n ofrece ventajas como reducci坦n de costos, seguridad y portabilidad. Aunque las aplicaciones virtualizadas son m叩s lentas, prue
El documento presenta las l鱈neas de investigaci坦n y temas de tesis del investigador M.C. Juan Carlos Olivares Rojas, incluyendo sistemas basados en localizaci坦n, aplicaciones para dispositivos m坦viles, miner鱈a de datos m坦viles, servicios web para dispositivos m坦viles, seguridad m坦vil y temas relacionados con la virtualizaci坦n, accesibilidad y desarrollo de aplicaciones para dispositivos m坦viles.
Este documento proporciona una introducci坦n a UML (Lenguaje de Modelado Unificado) y sus principales diagramas. Explica que UML fue desarrollado en 1997 para fusionar varias metodolog鱈as de modelado de objetos y que proporciona un lenguaje visual est叩ndar para modelar sistemas de software. Luego describe brevemente los tipos principales de diagramas UML, incluidos diagramas de casos de uso, actividades, clases, secuencia y sus elementos clave. El documento enfatiza que la modelaci坦n es 炭til para reducir los riesgos en
El documento proporciona instrucciones para la solicitud de registro de un proyecto de titulaci坦n en el Instituto Tecnol坦gico de Morelia. Indica que la solicitud debe incluir la informaci坦n de contacto del estudiante, el nombre del profesor revisor, y contener secciones sobre el t鱈tulo, introducci坦n, justificaci坦n, objetivos, problemas a resolver, alcances y limitaciones, bibliograf鱈a, y referencias web del proyecto. Adem叩s, especifica los detalles que debe contener cada secci坦n, como una breve descripci坦n del proyecto en la introdu
List View Attributes in Odoo 18 - Odoo 際際滷sCeline George
油
In this slide, we will explore some of the most useful list view attributes in Odoo 18, explaining their functionalities and demonstrating how they can improve the user experience.
This document summarizes a student's master's thesis on using blockchain technology to improve cyber security for smart metering systems transactions. The thesis addresses motivation for securing smart metering systems, describing smart cities/grids and AMI architecture. It reviews related works applying blockchain for grid monitoring security and databases. The student proposes a private/public permissioned blockchain architecture called AMI-BC using a hybrid proof-of-efficiency consensus algorithm across cloud, fog and IoT tiers. It would secure smart meter readings and detect energy fraud/anomalies using machine learning models to predict consumption and power quality.
This document summarizes a survey on using blockchain technology for smart metering systems in electric mobility applications. It discusses the motivation and challenges around e-mobility and smart grids, including cybersecurity issues. It then provides an overview of how blockchain could be applied to smart metering systems, including prototypes that have been tested. Finally, it compares different works in this area based on whether they incorporate load signatures, market functions, or other relevant aspects. The document concludes by discussing potential future work around analyzing appliance consumption and distributed energy resource production costs.
Este documento describe un algoritmo para la detecci坦n de movimiento usando medidores inteligentes. El algoritmo divide la imagen de video en una cuadr鱈cula de 3x3, descompone la secuencia de video en im叩genes individuales, detecta puntos caracter鱈sticos en cada cuadrante, compara los puntos entre cuadros para detectar movimiento, y determina si hubo movimiento real basado en el n炭mero de cuadros que se movieron. El documento tambi辿n discute la implementaci坦n y pruebas del algoritmo, y concluye que este sistema podr鱈a usarse como una soluc
El documento presenta un estudio sobre sistemas inteligentes de reuniones utilizando la interacci坦n humano-computadora. Explica las limitaciones t辿cnicas actuales y las necesidades de los usuarios, como monitorear estad鱈sticas de consumo el辿ctrico y recibir alertas sobre fallas de energ鱈a. Concluye que se necesita m叩s trabajo en interfaz humano-computadora para mejorar estos sistemas, e involucrar a los usuarios desde el inicio para satisfacer mejor sus necesidades.
Machine Learnign Model for the Detection of Electricity Energy Fraud Using an...Juan Carlos Olivares Rojas
油
This document proposes a machine learning model using an edge-fog computing architecture to detect electric energy fraud from smart meter data. It tests various machine learning algorithms on smart meter data from Mexico and finds that a multi-layer perceptron regression model achieves the lowest error rates. The results indicate the model can adequately detect anomalies in energy consumption and production. While human intervention is still needed, the proposed model is designed to operate on embedded devices with limited computing capabilities. The use of fog computing through data centers also improves forecasting performance.
Forecasting Electricity Consumption Using Weather Data in Edge-Fog-Cloud Data...Juan Carlos Olivares Rojas
油
This document proposes an edge-fog-cloud computing architecture to forecast electricity consumption using weather data and machine learning models. The architecture implements linear regression models at the edge, fog, and cloud layers to improve forecasting accuracy. Results show forecast accuracy was improved with 91-94% of devices having better forecasts when models were executed across multiple layers. The architecture provides a feasible approach for electricity forecasting considering periodic offline execution of models across layers.
Aplicacion de Tecnicas de UX en el Desarrollo de un Portal de un Sistema de M...Juan Carlos Olivares Rojas
油
Este documento describe la aplicaci坦n de t辿cnicas de experiencia de usuario (UX) en el desarrollo de un portal para un sistema de medici坦n el辿ctrica inteligente. Presenta informaci坦n sobre UX vs UI, procesos de UX, dise単o centrado en el usuario y encuestas realizadas a usuarios. El objetivo es dise単ar e implementar un prototipo del portal que brinde una mejor experiencia al usuario basada en sus necesidades y preferencias reveladas en las encuestas.
Este documento describe las redes el辿ctricas inteligentes (smart grids) y el papel de los medidores inteligentes (smart meters) en ellas. Las smart grids permiten un flujo bidireccional de electricidad e informaci坦n mediante el uso de tecnolog鱈as de la informaci坦n y comunicaciones. Los smart meters son dispositivos de Internet de las Cosas que permiten la medici坦n y gesti坦n remota del consumo de electricidad de los hogares y empresas. El documento tambi辿n discute los retos y oportunidades que presentan las smart grids y los smart meters, como la seguridad, ef
Este documento presenta diferentes estrategias de aprendizaje para el desarrollo de competencias, incluyendo aprendizaje basado en problemas, aprendizaje basado en proyectos, proyectos integradores, aula invertida y gamificaci坦n. Explica elementos como estilos de aprendizaje, casos de estudio y el dise単o de proyectos. El objetivo general es ayudar a los docentes a dise単ar estrategias did叩cticas efectivas considerando factores como las competencias, inteligencias m炭ltiples y entornos de aprendizaje de los estudiant
Optimizaci坦n de la Eficiencia Energ辿tica en los Hogares utilizando una Arquit...Juan Carlos Olivares Rojas
油
Este documento presenta una propuesta para optimizar la eficiencia energ辿tica en los hogares utilizando una arquitectura de medici坦n inteligente. Actualmente, muchos electrodom辿sticos no tienen controles eficientes para el consumo de energ鱈a, lo que aumenta los costos. La propuesta involucra el uso de medidores inteligentes y un sistema de gesti坦n de energ鱈a para monitorear y optimizar autom叩ticamente el uso de energ鱈a en el hogar. El objetivo es desarrollar una arquitectura que permita mejorar la eficiencia energ辿tica y redu
El documento presenta una introducci坦n a la ciberseguridad en redes el辿ctricas inteligentes. Se describe la arquitectura de las redes el辿ctricas inteligentes y los componentes como medidores inteligentes. Tambi辿n se discuten las amenazas a la seguridad como ataques a medidores e infraestructura de transmisi坦n, y posibles soluciones como protocolos de seguridad, sistemas de detecci坦n de intrusos e implementaci坦n de blockchain. Finalmente, se mencionan trabajos de investigaci坦n en ciberseguridad de redes el辿
Estudio de Vulnerabilidad de Protocolos y Redes de Comunicaci坦n para Medidore...Juan Carlos Olivares Rojas
油
Este documento presenta una propuesta de investigaci坦n para estudiar las vulnerabilidades de los protocolos de comunicaci坦n y redes de medidores inteligentes. La metodolog鱈a incluye investigar vulnerabilidades en redes PLC, comunicaciones inal叩mbricas, y hardware/software. Se desarrollar叩 un framework de seguridad y una metodolog鱈a, con productos entregables como art鱈culos y un cap鱈tulo de libro. El objetivo es mejorar la seguridad y desempe単o de las redes el辿ctricas inteligentes.
The document provides an overview of using Git, including how to install and configure Git, initialize and clone repositories, check the status of and make commits to the local repository, and push/pull changes between local and remote repositories. It also covers additional Git commands and concepts like branching, merging, tagging, and resolving conflicts.
El documento describe un estudio sobre el uso del aprendizaje invertido y la gamificaci坦n para mejorar los resultados en los cursos de programaci坦n. Los autores aplicaron estas nuevas metodolog鱈as en cursos de fundamentos de programaci坦n y observaron una reducci坦n significativa en los 鱈ndices de reprobaci坦n, de alrededor del 40% al 15%, en comparaci坦n con la metodolog鱈a tradicional. El documento concluye que el dise単o de cursos utilizando efectivamente las tecnolog鱈as de la informaci坦n y la comunicaci坦n, validado de forma colegiada, permite mej
Objetos de Aprendizaje para la Ense単anza de Fundamentos de Programaci坦n Orien...Juan Carlos Olivares Rojas
油
Desarrollar un prototipo did叩ctico con objetos de aprendizaje diversos para dispositivos m坦viles que faciliten el aprendizaje de fundamentos de programaci坦n orientada a objetos a trav辿s de la creaci坦n de videojuegos para computadoras personales.
The document discusses the emergence and growth of web-based operating systems (web OS). A web OS functions like a traditional desktop OS but runs within a web browser and stores data/applications on remote servers rather than locally. Several companies now offer commercial and open source web OS options. While the technology faces limitations, proponents believe web OSs could become more popular as users grow more comfortable with cloud-based computing and web applications.
Este documento presenta las 10 principales tecnolog鱈as inform叩ticas para 2007 seg炭n diferentes fuentes, incluyendo la virtualizaci坦n, c坦mputo en la nube, administraci坦n de informaci坦n empresarial y arquitectura orientada a servicios. La virtualizaci坦n, que permite ejecutar m炭ltiples sistemas operativos en un solo servidor f鱈sico, es predicha como la tecnolog鱈a l鱈der. La virtualizaci坦n ofrece ventajas como reducci坦n de costos, seguridad y portabilidad. Aunque las aplicaciones virtualizadas son m叩s lentas, prue
El documento presenta las l鱈neas de investigaci坦n y temas de tesis del investigador M.C. Juan Carlos Olivares Rojas, incluyendo sistemas basados en localizaci坦n, aplicaciones para dispositivos m坦viles, miner鱈a de datos m坦viles, servicios web para dispositivos m坦viles, seguridad m坦vil y temas relacionados con la virtualizaci坦n, accesibilidad y desarrollo de aplicaciones para dispositivos m坦viles.
Este documento proporciona una introducci坦n a UML (Lenguaje de Modelado Unificado) y sus principales diagramas. Explica que UML fue desarrollado en 1997 para fusionar varias metodolog鱈as de modelado de objetos y que proporciona un lenguaje visual est叩ndar para modelar sistemas de software. Luego describe brevemente los tipos principales de diagramas UML, incluidos diagramas de casos de uso, actividades, clases, secuencia y sus elementos clave. El documento enfatiza que la modelaci坦n es 炭til para reducir los riesgos en
El documento proporciona instrucciones para la solicitud de registro de un proyecto de titulaci坦n en el Instituto Tecnol坦gico de Morelia. Indica que la solicitud debe incluir la informaci坦n de contacto del estudiante, el nombre del profesor revisor, y contener secciones sobre el t鱈tulo, introducci坦n, justificaci坦n, objetivos, problemas a resolver, alcances y limitaciones, bibliograf鱈a, y referencias web del proyecto. Adem叩s, especifica los detalles que debe contener cada secci坦n, como una breve descripci坦n del proyecto en la introdu
List View Attributes in Odoo 18 - Odoo 際際滷sCeline George
油
In this slide, we will explore some of the most useful list view attributes in Odoo 18, explaining their functionalities and demonstrating how they can improve the user experience.
We need to layer the technology onto existing workflows
Follow the teachers who inspire you because that instills passion Curiosity & Lifelong Learning.
You can benefit from generative AI even when its intelligence is worse-because of the potential for cost and time savings in low-cost-of-error environments.
Bot tutors are already yielding effective results on learning and mastery.
GenAI may increase the digital divide- its gains may accrue disproportionately to those who already have domain expertise.
GenAI can be used for Coding
Complex structures
Make the content
Manage the content
Solutions to complex numerical problems
Lesson plan
Assignment
Quiz
Question bank
Report & summary of content
Creating videos
Title of abstract & summaries and much more like...
Improving Grant Writing
Learning by Teaching Chatbots
GenAI as peer Learner
Data Analysis for Non-Coders
Student Course Preparation
To reduce Plagiarism
Legal Problems for classes
Understanding Student Learning in Real Time
Simulate a poor
Faculty co-pilot chatbot
Generate fresh Assessments
Data Analysis Partner
Summarize student questions in real-time
Assess depth of students' understanding
The skills to foster are Listening
Communicating
Approaching the problem & solving
Making Real Time Decisions
Logic
Refining Memories
Learning Cultures & Syntax (Foreign Language)
Chatbots & Agentic AI can never so what a professor can do.
The need of the hour is to teach Creativity
Emotions
Judgement
Psychology
Communication
Human Emotions
Through various content!
The Virtual Medical Operations Center Briefs (VMOC) were created as a service-learning project by the Yale School of Public Health faculty and graduate students in response to the 2010 Haiti Earthquake.
Each year, students enrolled in Environmental Health Science Course 581Public Health Emergencies: Disaster Planning and Response produce the VMOC Briefs. These briefs compile diverse information sourcesincluding status reports, maps, news articles, and web contentinto a single, easily digestible document that can be widely shared and used interactively.
Key features of this report include:
- Comprehensive Overview: Provides situation updates, maps, relevant news, and web resources.
- Accessibility: Designed for easy reading, wide distribution, and interactive use.
- Collaboration: The unlocked" format enables other responders to share, copy, and adapt it seamlessly.
The students learn by doing, quickly discovering how and where to find critical油information and presenting油it in an easily understood manner.
How to Manage Purchase Order Approval in Odoo 18Celine George
油
In Odoo 18, you can set a minimum amount as a limit, and whenever an order comes above the limit, it requires the approval of the manager. In this slide, we are diving into the crucial aspect of procurement, which is managing purchase order approval.
How to Grant Discounts in Sale Order Lines in Odoo 18 SalesCeline George
油
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Leukemia is a type of cancer that affects the blood and bone marrow. It occurs when abnormal white blood cells accumulate in the bone marrow and interfere with the production of normal blood cells.
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The teaching-learning of Graph Theory with the support of Learn Graph-Ware software
1. Ixtapa, M辿xico, November 8-10, 2017
The teaching-learning of Graph
Theory with the support of Learn
Graph-Ware software
Jos辿 Alfredo Jim辿nez-Murillo, Er辿ndira
Miriam Jim辿nez-Hern叩ndez, Octavio
Ort鱈z-Ort鱈z, Juan Carlos Olivares-Rojas
and Paola Jim辿nez-Hern叩ndez
2. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Outline
Introduction
Graph Theory
Learn Graph-Ware
Statistical Analysis of the Results
Conclusions
9. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Graph Theory
r1 r2 r3 r4 r5 r6 r7 r8 r9 r10
a 1 0 1 1 0 0 1 0 0 0
b 0 1 1 0 0 1 0 1 0 0
c 0 0 0 0 1 1 1 0 1 0
d 0 1 0 0 0 0 0 1 1 1
e 0 0 0 1 0 0 0 0 0 1
10. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Graph Theory
Applications of graphs.
The optimization of resources
Pattern recognition
Evaluation of mathematical expressions
Evaluation of lines of code in a programming
language
16. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Statistical Analysis of the Results
In order to do this, it was necessary to divide the 54
students studying Discrete Mathematics into two
groups of 27. One of these groups was
denominated as the experimental group, while the
other was called the control group.
The students were placed in the groups in a random
fashion. The experiment took place in the August to
December semester of 2016.
17. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Statistical Analysis of the Results
This was done by using the Students t-Test to
measure the difference in the means obtained by
both groups, with a confidence interval of at least
95%. The following hypotheses were established:
H0: The means of the final scores obtained by the
two groups are the same.
H1: The means of the final scores obtained by the
two groups are significantly different.
18. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Statistical Analysis of the Results
These results and other statistical elements
appropriate to the testing of the hypotheses were
obtained using IBM SPSS Statics息 software.
Group N Mean Standarddeviation
Mean ofstandard
errorExperimental
27 83.15 9.757 1.878
Control
27 76.11 11.722 2.256
19. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Statistical Analysis of the Results
Independent Samples Test
Levenes Test
for Equality
of Variances
t-test for
Equality of Means
F Sig. t gl
Sig.
(2-tailed)
Equal
variances
assumed
0.986 0.325 2.397 52 0.020
Equal
variances
not
assumed
2.397 50.343 0.020
20. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Statistical Analysis of the Results
Motivation Factors
Parameter Mean Standard
Deviation
Attention 4.27 0.61
Relevance 4.18 0.72
Confidence 4.31 0.63
Satisfaction 4.35 0.66
21. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Conclusions
The students in the experimental group had the
experience of resolving more problems with the
support of the LGW software, which allowed them
to observe, analyze and understand the properties
and paths in the graphs.
The results obtained show that the students were
highly motivated when using this software, while
the average mean shows that their academic
performance was considerably better than that of
the students in the other group.
22. Ixtapa, M辿xico, November 8-10, 2017Ixtapa, M辿xico, November 8-10, 2017
Questions?
Jos辿 Alfredo Jim辿nez-Murillo ppalf@yahoo.com
Er辿ndira Miriam Jim辿nez-Hern叩ndez
erendira.jimenez@ciencias.unam.mx
Octavio Ort鱈z-Ort鱈z octavioortiz@itmorelia.edu.mx
Juan Carlos Olivares-Rojas
jcolivares@itmorelia.edu.mx
Paola Jim辿nez-Hern叩ndez
paolaj@itmorelia.edu.mx
Editor's Notes
#2: Abstract: The software named Learn Graph-Ware was developed, it has used as additional support for the subject of Discrete Mathematics in the unit concerning Graph Theory on the Computational Systems Engineering degree at the Technological Institute of Morelia, Mexico. The results obtained show that the progress made by the students in the experimental group, who used Learn Graph-Ware as additional support in their classes, was significantly better than that made by the students in the control group, who did not use it.
#3: PROBLEM-BASED LEARNING
A Graph Theory Experience
Graph Theory as a Tool for te
aching Mathematical Processes
#8: This paper is organized as follows: Section II provides an explanation of the basic concepts of Graph Theory, while the characteristics of LGW are presented in Section III in such a way as to show the graphs and the results that can be obtained when using LGW. The results obtained when employing LGW with Discrete Mathematics students are shown in Section IV. Finally, the conclusions drawn after using the LGW software as additional support are presented in Section V.
#11: Eulerian Path. This is a path that covers all the vertices, going through all the edges only once. For a graph to have a Eulerian path, that graph must have two and only two nodes with an odd degree. The path must start at one of these vertices with an odd degree and finish at the other.
Eulerian circuit. This covers all the vertices, going through all the edges only once. A graph has a Eulerian circuit if and only if it is connected and all its vertices have an even degree. There are various methods by which to find the Eulerian circuit, of which the Fleurys algorithm is highlight.
Hamiltonian Circuit. This path departs from the vertex and returns to it, going through all the nodes only once. It is not easy to know whether a graph has a Hamiltonian circuit
The best-known paths in graph theory [13-19] are:
Path. This is a succession of edges that go from a vertex x to a vertex w (these edges can be repeated).
Circuit (cycle). This is a path from vertex w to vertex w, i.e., a path that returns to the same vertex from which it departed.
#17: It is no longer sufficient for students to acquire their knowledge in a classroom [20], [21]. The teachers task is, in addition to giving classes as occurs at present, to be the students guide, coordinator, motivator and facilitator [22]. Teachers must, therefore, seek and develop tools that will help them improve their teaching and their students learning. The students should not, in turn, be satisfied solely with what the teacher deals with in the classroom, and should seek and prepare new elements that will allow them to consolidate what they have learnt in the classroom [23]. This idea has been employed as a basis for the use of LGW in the subject of Discrete Mathematics in the unit concerning Graph Theory on the CSE degree at the ITM.
The experimental group used LGW as an additional support element to the other activities carried out in the classroom. Both groups had the same professor, studied the same themes in class and carried out discussion and research activities related to those themes. The principal difference between the groups was that only the students in the experimental group used LGW to resolve problems regarding graphs outside the classroom, and only they had the experience of verifying and analyzing the properties of graphs using LGW.
#18: Upon completing the unit, both groups were given an exam. The results obtained in the written exam were then used to carry out a statistical analysis with the objective of determining whether there were any significant differences between the performance of the students in the control and experimentation groups.
#20: Table 2 shows the results of the Students t-Test, in which the p-value obtained was 0.020, which allows to establish that: it is possible to accept the alternative hypothesis with a confidence interval of more than 95% with a permitted error of less than or equal to 0.05, and to state that there is a significant difference between the means, thus demonstrating that the performance of the students in the experimentation group when studying the unit concerning Graph Theory was significantly better than that of those in the control group.
The degree of motivation obtained when using LGW was evaluated by applying John Kellers [24] ARCS (Attention, Relevance, Confidence and Satisfaction) survey, denominated as the Instructional Materials Motivation Survey (IMMS), and which was designed to measure the levels of motivation as regards students reactions to materials placed on a self-learning platform.
#21: The questionnaire used to carry out this survey contained 36 items, while the range of responses was from 1 to 5 on the Likert scale, where 1 corresponded to Totally Disagree and 5 corresponded to Totally Agree.
The results obtained in the survey for the four motivation factors are shown in Table 3. The mean scores obtained for the four factors indicate that the students were, at all times, motivated with the learning system supported by LGW.