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Still working on not completed

Still working on not completed
The notebook has been improved in several ways. An introduction has been included to highlight the 
significance of the problem. The objectives have been clarified for better understanding. The equation 
introduced in the notebook was originally valid only for biological and laminar flow expressions, so it has 
been extended to include turbulent flow as well. The problem statement has been expanded for more 
clarity. Furthermore, a grammar checks and minor problem fixes have been carried out. Additionally, two 
more real-life examples of entrance length applications and Python calculations have been incorporated.
@adowling2
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Is this the final version?

@adowling2 adowling2 changed the title Estimating the Entrance Length of Channel FlowAdd files via upload Farbod project 1 Dec 5, 2023
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Requested changes:

  • Fix typos and proofread
  • Update plot to be publication quality
  • Fix formatting to be consistent with rest of notebook (including mathematical symbols)
  • Compare results from two new examples to real-world, e.g., what are the dimensions of an actual wind tunnel
  • Round results to a reasonable number of significant digits
  • Compare approximation to numeric integration solution
  • Add at least one discussion question that ties two new examples back to the learning objectives of the notebook

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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Please use consistent capitalization and punctuation in section titles.

"source": [
"# Redefine Re in same function from before within a for loop.\n",
"\n",
"### BEGIN SOLUTION\n",
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Update to be ### BEGIN SOLUTION ### and ### END SOLUTION ###. Missing final ### in several places in the notebook.

"\n",
"### BEGIN SOLUTION\n",
"dspan = [0, 1] # range of normalized d*\n",
"Mult_Re = np.array([1, 10, 100, 500, 1000, 5000]) # values from above in array\n",
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Update lowercase variable names.

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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Also need to reference the source of the figure

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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Remove extra "1" before "Let's"

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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t should be lower case in Transition

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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Please use \cdot instead of * for multiplication in LaTeX

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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How do these results compare to actual wind tunnels? Making this comparison would help improve the intellectual contribution of this new example.

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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Spelling mistake. Please proofread the entire notebook

"cell_type": "markdown",
"source": [
"#4. Air Tunnel example\n",
"Wind tunnels are devices used to test and study the aerodynamic properties of objects, such as aircraft, cars, buildings, and more. They work by creating a controlled flow of air over a model or prototype, simulating the conditions that the object would experience in the real world. Here's how a wind tunnel typically works![edu_wind_tunnels_1.webp](data:image/webp;base64,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This addition only considers the simple approximation. A key intellectual contribution of this notebook is comparing the simple approximation with the more rigorous numerical solution. These examples should be extended to also compare to the numerical solution.

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Moreover, the two contributed examples/extensions would benefit from a discussion question that aligns with the main learning goal of the notebook. As written, these two extensions/examples seem out of place in the notebook.

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@adowling2 Dear Professor Dowiling the flie has been updated and I tried to solve the problem that you mentioned

the file has been updated
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