Are there any really good resources on modelling with differential equations?

In summary, there are several valuable resources for modeling with differential equations, including textbooks, online courses, and academic papers. Key recommendations often include "Differential Equations and Their Applications" by Martin Braun, "Elementary Differential Equations and Boundary Value Problems" by William E. Boyce and Richard C. DiPrima, and various online platforms like Coursera and MIT OpenCourseWare that offer lectures and exercises. Additionally, software tools like MATLAB and Mathematica can aid in visualizing and solving differential equations, enhancing the learning experience.
  • #1
matqkks
285
5
I will have to teach a first course in differential equations. A good motivator might be to promulgate modelling with differential equations but I have seen some teachers have made polemic against modelling. Are there any really good resources on modelling with differential equations? I want something which will have an impact and motivate the learner. I am not really looking for artificial engineering examples but some bona fide real applications.
Also would like to bring in some history of differential equations.
 
Science news on Phys.org
  • #2
matqkks said:
I will have to teach a first course in differential equations. A good motivator might be to promulgate modelling with differential equations but I have seen some teachers have made polemic against modelling. Are there any really good resources on modelling with differential equations? I want something which will have an impact and motivate the learner. I am not really looking for artificial engineering examples but some bona fide real applications.
Also would like to bring in some history of differential equations.
Charging and discharging of a capacitor comes to mind.
Also chemical kinetics and radioactive decay.

See also https://www.researchgate.net/publication/333479286_Differential_equations_for_thermal_processes
for examples involving heat transport and gas pressure.
 
  • #5
What do you mean by modeling?

In my experience, modeling is synonymous with simulation, and was always real world applications, solved numerically.

This goes way beyond simple analytically tractible scenarios like tank concentration etc.
 
  • #6
Outside of modeling trivial systems, it usually requires a lot of subject matter knowledge to actually build-up a good model. For example, to generate a climate model, i.e., identifying the right variables and putting them in the right relationship to each other, would require subject matter knowledge in climate science beyond the student (and probably the lecturer). Common practice in a course on differential equations is probably to give a few examples of differential equations which model some system. Deriving those models is really the business of another field.

I don't interpret modeling to be synonymous with simulation. I was always annoyed with teachers who added numerical schemes into core courses. Felt like a waste of my time and their expertise.
 

FAQ: Are there any really good resources on modelling with differential equations?

What are some highly recommended textbooks for learning differential equation modeling?

Some highly recommended textbooks include "Differential Equations and Their Applications" by Martin Braun, "Nonlinear Dynamics and Chaos" by Steven Strogatz, and "Ordinary Differential Equations" by Vladimir Arnold. These books provide a solid foundation in both the theoretical and practical aspects of differential equations.

Are there any online courses or platforms that offer good resources for differential equation modeling?

Yes, several online platforms offer excellent courses on differential equations. Websites like Coursera, edX, and Khan Academy provide courses ranging from beginner to advanced levels. MIT OpenCourseWare also offers free courses that include lecture notes, assignments, and exams.

What software tools are commonly used for modeling with differential equations?

Common software tools include MATLAB, Mathematica, and Maple. Python libraries such as SciPy and SymPy are also widely used for solving and visualizing differential equations. These tools offer a range of functionalities to handle both simple and complex differential equation models.

Can you recommend any journals or articles for advanced research in differential equation modeling?

For advanced research, journals like the "Journal of Differential Equations," "SIAM Journal on Applied Dynamical Systems," and "Nonlinear Dynamics" are highly regarded. These journals publish cutting-edge research and reviews in the field of differential equations and their applications.

Are there any specific communities or forums where I can discuss differential equation modeling?

Yes, there are several online communities and forums where you can discuss differential equation modeling. Websites like Stack Exchange (especially the Mathematics and Computational Science sections), ResearchGate, and Reddit’s r/math and r/learnmath are good places to ask questions, share knowledge, and collaborate with other enthusiasts and experts in the field.

Back
Top