Simulation Models

These models and simulations have been tagged “Simulation”.

Variante del modelo SEIRDQ con confinamiento imperfecto, donde el 75% de los susceptibles son confinados al superar un umbral de infectados, pero conservan un 1% de su susceptibilidad original, permitiendo una transmisión residual del virus.
Variante del modelo SEIRDQ con confinamiento imperfecto, donde el 75% de los susceptibles son confinados al superar un umbral de infectados, pero conservan un 1% de su susceptibilidad original, permitiendo una transmisión residual del virus.
Extensión del modelo SEIRD que introduce un mecanismo de confinamiento perfecto: cuando los infectados superan un umbral predefinido, se confina automáticamente al 75% de la población susceptible, eliminando completamente su exposición al virus.
Extensión del modelo SEIRD que introduce un mecanismo de confinamiento perfecto: cuando los infectados superan un umbral predefinido, se confina automáticamente al 75% de la población susceptible, eliminando completamente su exposición al virus.
Extensión del modelo SEIRD que introduce un mecanismo de confinamiento perfecto: cuando los infectados superan un umbral predefinido, se confina automáticamente al 75% de la población susceptible, eliminando completamente su exposición al virus.
Extensión del modelo SEIRD que introduce un mecanismo de confinamiento perfecto: cuando los infectados superan un umbral predefinido, se confina automáticamente al 75% de la población susceptible, eliminando completamente su exposición al virus.
 Simple bathtub model to show the difference between Stock and Flow. Run the model with various values for filling and draining to see the implications.  @ LinkedIn ,  Twitter ,  YouTube

Simple bathtub model to show the difference between Stock and Flow. Run the model with various values for filling and draining to see the implications.

@LinkedInTwitterYouTube

4 months ago
Modelo básico SEIRD que simula la propagación de una enfermedad infecciosa dividiendo la población en cinco compartimentos: Susceptibles, Expuestos, Infectados, Recuperados y Fallecidos.
Modelo básico SEIRD que simula la propagación de una enfermedad infecciosa dividiendo la población en cinco compartimentos: Susceptibles, Expuestos, Infectados, Recuperados y Fallecidos.
Modelo básico SEIRD que simula la propagación de una enfermedad infecciosa dividiendo la población en cinco compartimentos: Susceptibles, Expuestos, Infectados, Recuperados y Fallecidos.
Modelo básico SEIRD que simula la propagación de una enfermedad infecciosa dividiendo la población en cinco compartimentos: Susceptibles, Expuestos, Infectados, Recuperados y Fallecidos.
  Aztecs    Aztecas   Before addressing the specific case of the smallpox epidemic among the Aztecs, it is important to introduce the basic epidemiological model known as  SIR  (Susceptible – Infected – Recovered). This model helps explain how an infection spreads through a population over time by c

Aztecs

Aztecas

Before addressing the specific case of the smallpox epidemic among the Aztecs, it is important to introduce the basic epidemiological model known as SIR (Susceptible – Infected – Recovered). This model helps explain how an infection spreads through a population over time by classifying people into three main categories:

  • Susceptible (S): Individuals who have not yet been infected but are at risk.
  • Infected (I): Individuals who have contracted the disease and can transmit it.
  • Recovered (R): Individuals who are no longer contagious, either because they have developed immunity or have died.
One of the most powerful principles of systems thinking is that  the structure of a system determines the patterns of behavior we observe over time . Trying to change behavior without altering structure is like treating symptoms without curing the cause.
One of the most powerful principles of systems thinking is that the structure of a system determines the patterns of behavior we observe over time. Trying to change behavior without altering structure is like treating symptoms without curing the cause.
 The simple savings account is used to demonstrate the nature of a reinforcing loop. Change the initial amount and interest rate and run the model to see the implications of changing these values.  @ LinkedIn ,  Twitter ,  YouTube

The simple savings account is used to demonstrate the nature of a reinforcing loop. Change the initial amount and interest rate and run the model to see the implications of changing these values.

@LinkedInTwitterYouTube

3 months ago


This is a high level system dynamics model which is built to
determine the dynamic relationships of the FSA and Followups capacity.
Therefore, it can help clinicians to find out the optimistic method in order to
reduce the waiting list. At past clinicians were seeing more FSA patients,
however, af
This is a high level system dynamics model which is built to determine the dynamic relationships of the FSA and Followups capacity. Therefore, it can help clinicians to find out the optimistic method in order to reduce the waiting list. At past clinicians were seeing more FSA patients, however, after few months, the followups patients overwhelmed the clinics. Therefore waiting list has been built up again. By running this model, clinicians can find out the balanced leverage point(s). New Model has been developed, this is a very draft model.
3 months ago
This model attempts to represent the factors that affect plant growth. The goal is to produce a model that can be used to plan and layout gardens.
This model attempts to represent the factors that affect plant growth. The goal is to produce a model that can be used to plan and layout gardens.
2 months ago
One of the most powerful principles of systems Este artículo explora el principio fundamental del pensamiento sistémico que establece que la estructura de un sistema determina su comportamiento. A través del caso del programa estadounidense TANF (Asistencia Temporal para Familias Necesitadas) —que o
One of the most powerful principles of systems Este artículo explora el principio fundamental del pensamiento sistémico que establece que la estructura de un sistema determina su comportamiento. A través del caso del programa estadounidense TANF (Asistencia Temporal para Familias Necesitadas) —que ofrece apoyos económicos, alimentos básicos y servicios asociados— se ilustran tres configuraciones estructurales distintas que generan comportamientos radicalmente diferentes. Este análisis está orientado a propósitos educativos y muestra cómo una comprensión profunda de las estructuras permite intervenir de manera más efectiva tanto en sistemas sociales como organizacionales.



This is a high level system dynamics model which is built to
determine the dynamic relationships of the FSA and Followups capacity.
Therefore, it can help clinicians to find out the optimistic method in order to
reduce the waiting list. At past clinicians were seeing more FSA patients,
however, af
This is a high level system dynamics model which is built to determine the dynamic relationships of the FSA and Followups capacity. Therefore, it can help clinicians to find out the optimistic method in order to reduce the waiting list. At past clinicians were seeing more FSA patients, however, after few months, the followups patients overwhelmed the clinics. Therefore waiting list has been built up again. By running this model, clinicians can find out the balanced leverage point(s). New Model has been developed, this is a very draft model.
2 months ago
Simulación de ventas (proyección)
Simulación de ventas (proyección)
2 months ago
  From Excel to Insight Maker: Visualizing System Dynamics with AI     Spreadsheets revolutionized how we work with data - they made computation accessible and practical for everyone. But tables full of numbers often hide the bigger picture: the systemic relationships between variables.    What if y

From Excel to Insight Maker: Visualizing System Dynamics with AI

Spreadsheets revolutionized how we work with data - they made computation accessible and practical for everyone. But tables full of numbers often hide the bigger picture: the systemic relationships between variables.

What if you could see your spreadsheet not just as numbers, but as an interactive diagram that reveals how everything connects?

That’s exactly what this project demonstrates. Using ChatGPT 5.2, I transformed a traditional Excel model into a stock and flow diagram ready for simulation in Insight Maker.

Here’s how it worked. I prompted ChatGPT to:

  • "Convert the attached spreadsheet into a stock and flow diagram to be imported as a JSON file into Insight Maker. Parameters (M11, M12, etc.) should be adjustable via sliders, time unit is MONTHS, and use Euler integration."

After a few refinements in the chat, I imported the generated JSON directly - no manual tweaks. The resulting diagram is shown here exactly as created by AI. It’s admittedly a bit rough, but intentionally so: it shows the raw potential of AI-assisted modeling.

The best part? The simulation output matched the original spreadsheet values exactly - validated in the "Table from Insight Maker" and "Validation" tabs.

This isn’t just a technical experiment. It’s a step toward making System Dynamics more intuitive and spreadsheets more insightful. By visualizing data flows and feedback loops, we can communicate complex models more clearly and make better decisions.

I hope this inspires you to explore similar integrations between spreadsheets, AI, and simulation tools. Have you tried something like this? I’d love to hear about your experiments!

Let’s push how we model, visualize, and communicate systems. If you find this useful, feel free to share and connect in LinkedIn.

📝 Full ChatGPT Conversation – See the prompt and AI workflow

📊 Original Google Spreadsheet – View the source data and validation

📈 Interactive Stock-Flow Model – Explore the diagram in Insight Maker

Simulación de ventas (proyección)
Simulación de ventas (proyección)
2 months ago
Simulación de ventas (proyección)
Simulación de ventas (proyección)
2 months ago
𝗙𝗿𝗼𝗺 𝗘𝘅𝗰𝗲𝗹 𝘁𝗼 𝗜𝗻𝘀𝗶𝗴𝗵𝘁 𝗠𝗮𝗸𝗲𝗿: 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗶𝗻𝗴 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝘆𝗻𝗮𝗺𝗶𝗰𝘀 𝘄𝗶𝘁𝗵 𝗔𝗜  Spreadsheets revolutionized how we work with data - they made computation accessible and practical for everyone. But tables full of numbers often hide the bigger picture: the syste
𝗙𝗿𝗼𝗺 𝗘𝘅𝗰𝗲𝗹 𝘁𝗼 𝗜𝗻𝘀𝗶𝗴𝗵𝘁 𝗠𝗮𝗸𝗲𝗿: 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗶𝗻𝗴 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝘆𝗻𝗮𝗺𝗶𝗰𝘀 𝘄𝗶𝘁𝗵 𝗔𝗜

Spreadsheets revolutionized how we work with data - they made computation accessible and practical for everyone. But tables full of numbers often hide the bigger picture: the systemic relationships between variables.

What if you could see your spreadsheet not just as numbers, but as an interactive diagram that reveals 𝗵𝗼𝘄 𝗲𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴 𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝘀?

That’s exactly what this project demonstrates. Using 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝟱.𝟮, I transformed a traditional Excel model into a 𝘀𝘁𝗼𝗰𝗸 𝗮𝗻𝗱 𝗳𝗹𝗼𝘄 𝗱𝗶𝗮𝗴𝗿𝗮𝗺 ready for simulation in 𝗜𝗻𝘀𝗶𝗴𝗵𝘁 𝗠𝗮𝗸𝗲𝗿.

Here’s how it worked. I prompted ChatGPT to: 
• 𝘊𝘰𝘯𝘷𝘦𝘳𝘵 𝘵𝘩𝘦 𝘢𝘵𝘵𝘢𝘤𝘩𝘦𝘥 𝘴𝘱𝘳𝘦𝘢𝘥𝘴𝘩𝘦𝘦𝘵 𝘪𝘯𝘵𝘰 𝘢 𝘴𝘵𝘰𝘤𝘬 𝘢𝘯𝘥 𝘧𝘭𝘰𝘸 𝘥𝘪𝘢𝘨𝘳𝘢𝘮 𝘵𝘰 𝘣𝘦 𝘪𝘮𝘱𝘰𝘳𝘵𝘦𝘥 𝘢𝘴 𝘢 𝘑𝘚𝘖𝘕 𝘧𝘪𝘭𝘦 𝘪𝘯𝘵𝘰 𝘐𝘯𝘴𝘪𝘨𝘩𝘵 𝘔𝘢𝘬𝘦𝘳. 𝘗𝘢𝘳𝘢𝘮𝘦𝘵𝘦𝘳𝘴 (𝘔11, 𝘔12, 𝘦𝘵𝘤.) 𝘴𝘩𝘰𝘶𝘭𝘥 𝘣𝘦 𝘢𝘥𝘫𝘶𝘴𝘵𝘢𝘣𝘭𝘦 𝘷𝘪𝘢 𝘴𝘭𝘪𝘥𝘦𝘳𝘴, 𝘵𝘪𝘮𝘦 𝘶𝘯𝘪𝘵 𝘪𝘴 𝘔𝘖𝘕𝘛𝘏𝘚, 𝘢𝘯𝘥 𝘶𝘴𝘦 𝘌𝘶𝘭𝘦𝘳 𝘪𝘯𝘵𝘦𝘨𝘳𝘢𝘵𝘪𝘰𝘯.

After a few refinements in the chat, I imported the generated JSON directly - 𝗻𝗼 𝗺𝗮𝗻𝘂𝗮𝗹 𝘁𝘄𝗲𝗮𝗸𝘀. The resulting diagram is shown here exactly as created by AI. It’s admittedly a bit rough, but intentionally so: it shows the raw potential of AI-assisted modeling.

The best part? The simulation output matched the original spreadsheet values exactly - validated in the "𝘛𝘢𝘣𝘭𝘦 𝘧𝘳𝘰𝘮 𝘐𝘯𝘴𝘪𝘨𝘩𝘵 𝘔𝘢𝘬𝘦𝘳" and "𝘝𝘢𝘭𝘪𝘥𝘢𝘵𝘪𝘰𝘯" tabs.

This isn’t just a technical experiment. It’s a step toward making 𝗦𝘆𝘀𝘁𝗲𝗺 𝗗𝘆𝗻𝗮𝗺𝗶𝗰𝘀 𝗺𝗼𝗿𝗲 𝗶𝗻𝘁𝘂𝗶𝘁𝗶𝘃𝗲 and 𝘀𝗽𝗿𝗲𝗮𝗱𝘀𝗵𝗲𝗲𝘁𝘀 𝗺𝗼𝗿𝗲 𝗶𝗻𝘀𝗶𝗴𝗵𝘁𝗳𝘂𝗹. By visualizing data flows and feedback loops, we can communicate complex models more clearly and make better decisions.

I hope this inspires you to explore similar integrations between spreadsheets, AI, and simulation tools. Have you tried something like this? I’d love to hear about your experiments!

Let’s push how we model, visualize, and communicate systems. If you find this useful, feel free to share and connect.

📝 Full ChatGPT Conversation – See the prompt and AI workflow
https://lnkd.in/14y08o75

📊 Original Google Spreadsheet – View the source data and validation
https://lnkd.in/u5levi1w

📈 Interactive Stock-Flow Model – Explore the diagram in Insight Maker
https://lnkd.in/238swvx0