Obtaining a Future Numbers Increase With Exponent From Past Increase

In summary: At} ⋅ e^BThat's it.In summary, the conversation discusses using an exponent derived from a previous increase in numbers (from day-one to day-twenty) to predict the increase in numbers on day-forty. The equation used is x(log15) = log200, where x is the unknown exponent. The conversation then explores the accuracy of this method and suggests using the equation N(t) = N0e^kt to determine the increase, with N0 being the initial number and k being a constant. The conversation concludes by discussing the importance of using accurate calculations and techniques, such as fitting an exponential curve to a time series, to make predictions.
  • #1
morrobay
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TL;DR Summary
With exponent from past numbers increase, apply to obtain future increase
Suppose on day-one a number is 15 then on day-twenty the number has increased to 200. Now I want to find out what that increasing number could be on day-forty by using the exponent derived from the day- one to day-twenty increase ; x(log15) = log 200 .
x = 2.301/1.176 = 1.956. So now on day twenty can I predict what this increasing number will be on day-forty applying exponent (1.956) to the count on day twenty (200) 200^1.956 = 31,682
 
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  • #2
morrobay said:
Summary:: With exponent from past numbers increase, apply to obtain future increase

Suppose on day-one a number is 15 then on day-twenty the number has increased to 200. Now I want to find out what that increasing number could be on day-forty by using the exponent derived from the day- one to day-twenty increase ; x(log15) = log 200 .
Are you assuming that the numbers grow exponentially? Is there some reason that exponential growth is reasonable? Your equation just above is equivalent to ##15^x = 200##.

For exponential growth, the equation is typically given as ##N(t) = N_0e^t##.
morrobay said:
x = 2.301/1.176 = 1.956. So now on day twenty can I predict what this increasing number will be on day-forty applying exponent (1.956) to the count on day twenty (200) 200^1.956 = 31,682
 
  • #3
Mark44 said:
Are you assuming that the numbers grow exponentially? Is there some reason that exponential growth is reasonable? Your equation just above is equivalent to ##15^x = 200##.

For exponential growth, the equation is typically given as ##N(t) = N_0e^t##.
Yes assuming exponential growth (flu cases) but just for pure math is this correct. Yes 15^1.956 = 200, as shown and obtained in post, So now can I apply that determined exponent to 200 , the count reached on day twenty : 200^1.956 = 31,682? to obtain the count on day forty,3,682. With the typical exponential growth equation would that be N(t) = 200 e^20 or would that be N(t)=15e^40 ?
 
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  • #4
Your calculation doesn't lead to an exponential increase.
Simple cross checks:
  • If the number at day 1 would be 0, your calculation would fail, but an exponential function has a value of 1 somewhere.
  • You didn't use the days anywhere, but clearly it matters when you have 15 and 200 cases and when you want to know the result.
  • If you double both initial numbers then all other numbers should double, but the rate of increase shouldn't change. It would in your calculation.
All three of them fail.

Start from scratch. Use the equation for an exponential function, determine the two free parameters using the two data points you have, then calculate the unknown value based on that.
 
  • #5
mfb said:
Start from scratch. Use the equation for an exponential function, determine the two free parameters using the two data points you have, then calculate the unknown value based on that.
Strongly agree...
 
  • #6
15 to 200 in 20 days. N(t) = Noe^kt, e^20k =13.33. 20k = ln13. 3 k =.13 So at 40 days N= 15e^40(.13) = 2719
 
  • #7
And sure above is correct for N(40) since N(20) agreed: N(20) = 15e^20(.13) = 201
 
  • #8
It's hard to read the calculations with that formatting. Line breaks would help already, but we have LaTeX support
morrobay said:
15 to 200 in 20 days.
19 days?

Be careful with rounding exponents, you quickly get large errors that way. If you assume 20 days between the original points then at 40 days you should get 2667 instead of 2719.
 
  • #9
If you want to fit an exponential curve to a time series:
  1. Take the log of all the y-values.
  2. Do a linear regression of of the log values against the time values
  3. Now you have a best fit of the type log(y) = A⋅t +B
  4. Take the exponential: [itex]y=e^{At+B} [/itex]
 

1. What is the concept of obtaining a future numbers increase with exponent from past increase?

The concept of obtaining a future numbers increase with exponent from past increase is based on the mathematical principle of exponential growth. It involves using a number, known as the exponent, to repeatedly multiply a base number by itself. This results in a rapid increase in numbers over time.

2. How is this concept applied in science?

This concept is commonly applied in scientific fields such as population growth, compound interest, and radioactive decay. It is also used in modeling the spread of diseases, predicting stock market trends, and analyzing data in various research studies.

3. What are the key factors that influence the rate of exponential growth?

The key factors that influence the rate of exponential growth include the initial population or value, the growth rate, and the time period. These factors determine the magnitude and speed of the increase in numbers.

4. Can exponential growth continue indefinitely?

No, exponential growth cannot continue indefinitely. This is because resources and limitations in the environment eventually inhibit the growth rate. In some cases, exponential growth may also reach a point of saturation, where the growth rate slows down or stops completely.

5. How can we use the concept of obtaining a future numbers increase with exponent from past increase to make predictions?

We can use this concept to make predictions by analyzing past data and identifying the growth rate. This information can then be used to calculate future values and make projections about potential outcomes. However, it is important to note that predictions based on exponential growth are not always accurate and can be affected by external factors.

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