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Mohammad Reza Azarang Esfandiari
and
Alfredo Santana Reynoso
El curso explora herramientas selectas de las etapas de Mejora y Control de la metodología DMAIC de Lean Six Sigma, presentando una mezcla de herramientas cuantitativa y cualitativas.
En la etapa de Mejora se busca construir modelos matemáticos predictivos a través de regresión lineal múltiple y regresión polinomial; mientras que se introducen las herramientas Lean de Kanban y Mantenimiento Productivo Total (TPM) con el objetivo de mejorar el desempeño de un proceso a través de la estabilidad del mismo al reducir paros por falta de materiales y fallas en los equipos.
Read more
El curso explora herramientas selectas de las etapas de Mejora y Control de la metodología DMAIC de Lean Six Sigma, presentando una mezcla de herramientas cuantitativa y cualitativas.
En la etapa de Mejora se busca construir modelos matemáticos predictivos a través de regresión lineal múltiple y regresión polinomial; mientras que se introducen las herramientas Lean de Kanban y Mantenimiento Productivo Total (TPM) con el objetivo de mejorar el desempeño de un proceso a través de la estabilidad del mismo al reducir paros por falta de materiales y fallas en los equipos.
Read more
El curso explora herramientas selectas de las etapas de Mejora y Control de la metodología DMAIC de Lean Six Sigma, presentando una mezcla de herramientas cuantitativa y cualitativas.
En la etapa de Mejora se busca construir modelos matemáticos predictivos a través de regresión lineal múltiple y regresión polinomial; mientras que se introducen las herramientas Lean de Kanban y Mantenimiento Productivo Total (TPM) con el objetivo de mejorar el desempeño de un proceso a través de la estabilidad del mismo al reducir paros por falta de materiales y fallas en los equipos.
En la etapa de Control se introduce el Control Estadístico de Procesos como una herramienta para monitorear el desempeño de un sistema para detectar distintos patrones que pueden provocar no conformidades, antes de que el sistema comience a generar artículos defectuosos. Como herramientas de manufactura esbelta se presentan el Poka Yoke para evitar cometer errores y la técnica de reporte A3 para solucionar problemas.
Los objetivos del curso son los siguientes:
• Identificar causas raíz mediante las herramientas cuantitativas.
• Controlar procesos a través de las herramientas estadísticas.
• Estabilizar y controlar los procesos a través de las herramientas lean.
Register for this course and see more details by visiting:
OpenCourser.com/course/u4dbnv/incrementar
What's inside
Syllabus
Análisis de regresión múltiple
La regresión lineal múltiple y polinomial nos permite modelar un sistema, como un proceso productivo, a partir de la medición de múltiples factores. Lo que se busca en el modelo es poder definir cuáles factores son relevantes y cuáles no, estableciendo un modelo matemático que permita predecir el comportamiento del sistema, medido mediante una variable dependiente Y, a partir del comportamiento de múltiples variables independientes Xs.
Read more
Syllabus
Análisis de regresión múltiple
La regresión lineal múltiple y polinomial nos permite modelar un sistema, como un proceso productivo, a partir de la medición de múltiples factores. Lo que se busca en el modelo es poder definir cuáles factores son relevantes y cuáles no, estableciendo un modelo matemático que permita predecir el comportamiento del sistema, medido mediante una variable dependiente Y, a partir del comportamiento de múltiples variables independientes Xs.
Read more
Control estadístico de proceso
El control estadístico de proceso nos permite monitorear el error aleatorio. Cuando el proceso se encuentra bajo control, el error aleatorio se comporta de manera normal en torno a la media de la variable de proceso que estamos monitoreando con una desviación estándar determinado.
Cuando alguna de las múltiples variables que conforman el error aleatorio comienza a tomar “protagonismo”, desgaste de un herramental, cambio en la formulación, cansancio de un operador, etc., se podrán observar patrones identificables que pueden alertar sobre la pérdida de control en el proceso.
Herramientas de estabilidad
Un sistema Lean de pull tiene el propósito de crear un flujo de trabajo y el trabajo se “jala” solo si existe una demanda. Esencialmente, el propósito de implementar un sistema pull es construir productos basándose en la demanda real y no en pronósticos. Al hacerlo, la empresa puede enfocarse en eliminar las actividades de desperdicio del proceso de producción. Como resultado, se pueden optimizar los recursos y reducir la probabilidad de exceso de inventario. Además, aplicar un sistema pull permitirá entregar el trabajo justo a tiempo. "Justo-a-tiempo" es un modelo de producción en donde los entregables se producen para satisfacer las demandas reales y evitar el exceso de inventario y las estrategias de “empuje”.
Herramientas de Solución y control
La etapa Control del ciclo DMAIC tiene dos propósitos. El primero es determinar si la implementación de las soluciones está siendo efectiva para abordar el problema que dio origen al proyecto.
Para esto se deben realizar nuevas mediciones y análisis de las variables críticas de calidad y contrastarlas con los valores iniciales antes de implementar la mejora. Si el proyecto ha sido exitoso se observarán mejoras en grados suficientes, lo que nos permitirá afirmar que se han cumplido los objetivos propuestos inicialmente.
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Esta destinado a profesionales y estudiantes de Ingeniería Industrial, Gestión de Operaciones y carreras afines
Presenta una mezcla de herramientas cuantitativas y cualitativas
Explora herramientas para construir modelos matemáticos predictivos mediante regresión lineal múltiple y regresión polinomial
Introduce las herramientas Lean de Kanban y Mantenimiento Productivo Total (TPM) para mejorar el desempeño de los procesos
Presenta el Control Estadístico de Procesos como una herramienta para detectar patrones que pueden provocar no conformidades
Introduce herramientas de manufactura esbelta como Poka Yoke para evitar errores y la técnica de reporte A3 para solucionar problemas
Save this course
Save Incrementar - Parte 2 y Controlar to your list so you can find it easily later:
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Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Incrementar - Parte 2 y Controlar with these
activities:
Review of statistical concepts
Show steps
Refresh your knowledge of statistical concepts such as probability, distributions, and hypothesis testing to support your understanding of statistical process control in this course.
Browse courses on
Statistical Concepts
Show steps
-
Review notes or textbooks on basic statistics
-
Practice solving probability and distribution problems
-
Review concepts related to hypothesis testing, such as null and alternative hypotheses and significance levels
Create a presentation on Lean manufacturing principles
Show steps
Develop a presentation that explains the principles and benefits of Lean manufacturing, showcasing your understanding of waste reduction and process improvement techniques.
Browse courses on
Lean Manufacturing
Show steps
-
Research and gather information on Lean manufacturing principles
-
Create a visually engaging and informative presentation
-
Present your findings to an audience, explaining the concepts and providing real-world examples
Practice regression analysis
Show steps
Reinforce your understanding of regression analysis by practicing with various datasets. This will enhance your ability to build and interpret regression models in this course.
Browse courses on
Regression Analysis
Show steps
-
Find datasets suitable for regression analysis
-
Apply multiple regression techniques to the datasets
-
Interpret the results of the regression models, including the coefficients, R-squared, and p-values
Five other activities
Expand to see all activities and additional details
Show all eight activities
Tutorials on Kanban and TPM
Show steps
Explore tutorials and resources on Kanban and Total Productive Maintenance (TPM) to gain insights into improving process stability and reducing downtime.
Browse courses on
Kanban
Show steps
-
Search for online tutorials or courses on Kanban and TPM
-
Follow the tutorials, practicing the techniques and concepts
-
Apply what you learn to real-world scenarios or case studies
Group discussions on Control Charts
Show steps
Engage in discussions with peers to deepen your understanding of Control Charts and their application in monitoring process performance.
Browse courses on
Control Charts
Show steps
-
Join or create a study group or online forum
-
Prepare questions or topics for discussion related to Control Charts
-
Participate actively in the discussions, sharing insights and learning from others
Develop a Poka-Yoke solution
Show steps
Design and implement a Poka-Yoke solution to prevent errors in a specific process, demonstrating your understanding of error-proofing techniques.
Browse courses on
Poka-Yoke
Show steps
-
Identify a process or task where errors commonly occur
-
Analyze the process to determine potential failure points
-
Develop a Poka-Yoke solution to eliminate or minimize the risk of errors
-
Implement the solution and evaluate its effectiveness in reducing errors
Volunteer for a process improvement project
Show steps
Apply your knowledge of Lean Six Sigma tools and techniques by volunteering for a process improvement project, gaining practical experience in identifying and solving real-world problems.
Browse courses on
Process Improvement
Show steps
-
Identify organizations or initiatives that focus on process improvement
-
Reach out and offer your services as a volunteer
-
Participate in the project, working with a team to analyze processes, identify areas for improvement, and implement solutions
Attend a workshop on Lean Six Sigma tools and techniques
Show steps
Participate in a workshop led by industry experts to gain hands-on experience with Lean Six Sigma tools and techniques, enhancing your practical knowledge.
Browse courses on
Lean Six Sigma
Show steps
-
Find and register for a reputable workshop on Lean Six Sigma
-
Attend the workshop and actively participate in the exercises and discussions
-
Apply the knowledge and skills gained in the workshop to your own projects or workplace
Review of statistical concepts
Show steps
Refresh your knowledge of statistical concepts such as probability, distributions, and hypothesis testing to support your understanding of statistical process control in this course.
Browse courses on
Statistical Concepts
Show steps
Show steps
Show steps
- Review notes or textbooks on basic statistics
- Practice solving probability and distribution problems
- Review concepts related to hypothesis testing, such as null and alternative hypotheses and significance levels
Create a presentation on Lean manufacturing principles
Show steps
Develop a presentation that explains the principles and benefits of Lean manufacturing, showcasing your understanding of waste reduction and process improvement techniques.
Browse courses on
Lean Manufacturing
Show steps
Show steps
Show steps
- Research and gather information on Lean manufacturing principles
- Create a visually engaging and informative presentation
- Present your findings to an audience, explaining the concepts and providing real-world examples
Practice regression analysis
Show steps
Reinforce your understanding of regression analysis by practicing with various datasets. This will enhance your ability to build and interpret regression models in this course.
Browse courses on
Regression Analysis
Show steps
Show steps
Show steps
- Find datasets suitable for regression analysis
- Apply multiple regression techniques to the datasets
- Interpret the results of the regression models, including the coefficients, R-squared, and p-values
Five other activities
Expand to see all activities and additional details
Show all eight activities
Tutorials on Kanban and TPM
Show steps
Explore tutorials and resources on Kanban and Total Productive Maintenance (TPM) to gain insights into improving process stability and reducing downtime.
Browse courses on
Kanban
Show steps
Show steps
Show steps
- Search for online tutorials or courses on Kanban and TPM
- Follow the tutorials, practicing the techniques and concepts
- Apply what you learn to real-world scenarios or case studies
Group discussions on Control Charts
Show steps
Engage in discussions with peers to deepen your understanding of Control Charts and their application in monitoring process performance.
Browse courses on
Control Charts
Show steps
Show steps
Show steps
- Join or create a study group or online forum
- Prepare questions or topics for discussion related to Control Charts
- Participate actively in the discussions, sharing insights and learning from others
Develop a Poka-Yoke solution
Show steps
Design and implement a Poka-Yoke solution to prevent errors in a specific process, demonstrating your understanding of error-proofing techniques.
Browse courses on
Poka-Yoke
Show steps
Show steps
Show steps
- Identify a process or task where errors commonly occur
- Analyze the process to determine potential failure points
- Develop a Poka-Yoke solution to eliminate or minimize the risk of errors
- Implement the solution and evaluate its effectiveness in reducing errors
Volunteer for a process improvement project
Show steps
Apply your knowledge of Lean Six Sigma tools and techniques by volunteering for a process improvement project, gaining practical experience in identifying and solving real-world problems.
Browse courses on
Process Improvement
Show steps
Show steps
Show steps
- Identify organizations or initiatives that focus on process improvement
- Reach out and offer your services as a volunteer
- Participate in the project, working with a team to analyze processes, identify areas for improvement, and implement solutions
Attend a workshop on Lean Six Sigma tools and techniques
Show steps
Participate in a workshop led by industry experts to gain hands-on experience with Lean Six Sigma tools and techniques, enhancing your practical knowledge.
Browse courses on
Lean Six Sigma
Show steps
Show steps
Show steps
- Find and register for a reputable workshop on Lean Six Sigma
- Attend the workshop and actively participate in the exercises and discussions
- Apply the knowledge and skills gained in the workshop to your own projects or workplace
Career center
Learners who complete Incrementar - Parte 2 y Controlar will develop knowledge and skills
that may be useful to these careers:
Statistical Process Control Manager
Statistical Process Control Manager
Statistical Process Control Managers use statistical methods to monitor and control the quality of products and services. They are responsible for developing and implementing statistical process control programs. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Statistical Process Control Managers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Statistical Process Control Engineer
Statistical Process Control Engineer
Statistical Process Control Engineers use statistical methods to monitor and control the quality of products and services. They use their knowledge of statistical principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Statistical Process Control Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Quality Assurance Manager
Quality Assurance Manager
Quality Assurance Managers ensure that the organization's products and services meet quality standards. They are responsible for developing and implementing quality assurance programs. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Quality Assurance Managers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Test Engineer
Test Engineer
Test Engineers design and conduct tests to ensure that products and services meet quality standards. They use their knowledge of engineering principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Test Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Process Engineer
Process Engineer
Process Engineers design and improve processes for the production of goods and services. They use their knowledge of engineering principles to identify and eliminate waste in production processes, and to improve the quality of products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Process Engineers to identify and eliminate waste in production processes, and to improve the quality of products and services.
Quality Control Engineer
Quality Control Engineer
Quality Control Engineers ensure that the organization's products and services meet quality standards. They use their knowledge of engineering principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Quality Control Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Reliability Engineer
Reliability Engineer
Reliability Engineers ensure that the organization's products and services are reliable. They use their knowledge of engineering principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Reliability Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Reliability Manager
Reliability Manager
Reliability Managers ensure that the organization's products and services are reliable. They are responsible for developing and implementing reliability programs. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Reliability Managers to identify and eliminate defects in products and services, and to improve the quality of products and services.
Manufacturing Engineer
Manufacturing Engineer
Manufacturing Engineers develop and improve production processes in factories. They use their knowledge of engineering principles to design and implement efficient and cost-effective manufacturing systems. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Manufacturing Engineers to identify and eliminate waste in production processes, and to improve the quality of products and services.
Industrial Engineer
Industrial Engineer
Industrial Engineers determine the most effective ways for an organization to use its resources. They combine their knowledge of production processes, quality control, and management to improve an organization's productivity. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Industrial Engineers to identify and eliminate waste in production processes, and to improve the quality of products and services.
Production Supervisor
Production Supervisor
Production Supervisors oversee the production of goods and services. They are responsible for ensuring that the organization's products and services are produced efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Production Supervisors to identify and eliminate waste in production processes, and to improve the quality of products and services.
Manufacturing Supervisor
Manufacturing Supervisor
Manufacturing Supervisors oversee the production of goods and services. They are responsible for ensuring that the organization's products and services are produced efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Manufacturing Supervisors to identify and eliminate waste in production processes, and to improve the quality of products and services.
Production Manager
Production Manager
Production Managers plan, organize, and direct the production of goods and services. They are responsible for ensuring that the organization's products and services are produced efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Production Managers to identify and eliminate waste in production processes, and to improve the quality of products and services.
Systems Engineer
Systems Engineer
Systems Engineers design and develop complex systems. They use their knowledge of engineering principles to integrate different components into a single system. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Systems Engineers to identify and eliminate defects in systems, and to improve the quality of systems.
Operations Manager
Operations Manager
Operations Managers plan, organize, and direct the operations of an organization. They are responsible for ensuring that the organization's products and services are produced and delivered efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Operations Managers to identify and eliminate waste in production processes, and to improve the quality of products and services.
For more career information including salaries, visit:
OpenCourser.com/course/u4dbnv/incrementar
Reading list
We've selected seven books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Incrementar - Parte 2 y Controlar.
Provides a comprehensive guide to implementing SPC in a variety of industries, including manufacturing, healthcare, and service.
Este libro es una guía introductoria al control estadístico de procesos, proporcionando los conceptos y técnicas fundamentales para monitorear y controlar los procesos.
Handy reference guide to a wide range of Lean Six Sigma tools and techniques.
Provides an in-depth look at the Toyota Production System, which is the foundation of Lean Six Sigma.
Save
Novel that teaches the principles of Lean Six Sigma through a fictional story.
Comprehensive overview of Kanban, including its history, principles, and how to use it to improve workflow.
Save
Classic in the field of quality control, providing a detailed guide to the principles and applications of Poka-Yoke.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/u4dbnv/incrementar
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Effort
3-5 horas/semana
Level
Intermediate
Via
Coursera
Institution
Tecnológico de Monterrey
Instructors
Mohammad Reza Azarang Esfandiari
Alfredo Santana Reynoso
Language
Español
This course belongs to a
collection
called
Lean Six Sigma. It's comprised of four courses:
- Incrementar - Parte 2 y Controlar (viewing)
- Analizar e incrementar - Parte 1
- Introducción a Lean Six Sigma
- Definición y Medición
Good to know
Esta destinado a profesionales y estudiantes de Ingeniería Industrial, Gestión de Operaciones y carreras afines
Presenta una mezcla de herramientas cuantitativas y cualitativas
Explora herramientas para construir modelos matemáticos predictivos mediante regresión lineal múltiple y regresión polinomial
Introduce las herramientas Lean de Kanban y Mantenimiento Productivo Total (TPM) para mejorar el desempeño de los procesos
Presenta el Control Estadístico de Procesos como una herramienta para detectar patrones que pueden provocar no conformidades
Introduce herramientas de manufactura esbelta como Poka Yoke para evitar errores y la técnica de reporte A3 para solucionar problemas
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