<< Chapter < Page Chapter >> Page >

Solving the logistic differential equation

The logistic differential equation is an autonomous differential equation, so we can use separation of variables to find the general solution, as we just did in [link] .

Step 1: Setting the right-hand side equal to zero leads to P = 0 and P = K as constant solutions. The first solution indicates that when there are no organisms present, the population will never grow. The second solution indicates that when the population starts at the carrying capacity, it will never change.

Step 2: Rewrite the differential equation in the form

d P d t = r P ( K P ) K .

Then multiply both sides by d t and divide both sides by P ( K P ) . This leads to

d P P ( K P ) = r K d t .

Multiply both sides of the equation by K and integrate:

K P ( K P ) d P = r d t .

The left-hand side of this equation can be integrated using partial fraction decomposition. We leave it to you to verify that

K P ( K P ) = 1 P + 1 K P .

Then the equation becomes

1 P + 1 K P d P = r d t ln | P | ln | K P | = r t + C ln | P K P | = r t + C .

Now exponentiate both sides of the equation to eliminate the natural logarithm:

e ln | P K P | = e r t + C | P K P | = e C e r t .

We define C 1 = e c so that the equation becomes

P K P = C 1 e r t .

To solve this equation for P ( t ) , first multiply both sides by K P and collect the terms containing P on the left-hand side of the equation:

P = C 1 e r t ( K P ) P = C 1 K e r t C 1 P e r t P + C 1 P e r t = C 1 K e r t .

Next, factor P from the left-hand side and divide both sides by the other factor:

P ( 1 + C 1 e r t ) = C 1 K e r t P ( t ) = C 1 K e r t 1 + C 1 e r t .

The last step is to determine the value of C 1 . The easiest way to do this is to substitute t = 0 and P 0 in place of P in [link] and solve for C 1 :

P K P = C 1 e r t P 0 K P 0 = C 1 e r ( 0 ) C 1 = P 0 K P 0 .

Finally, substitute the expression for C 1 into [link] :

P ( t ) = C 1 K e r t 1 + C 1 e r t = P 0 K P 0 K e r t 1 + P 0 K P 0 e r t

Now multiply the numerator and denominator of the right-hand side by ( K P 0 ) and simplify:

P ( t ) = P 0 K P 0 K e r t 1 + P 0 K P 0 e r t = P 0 K P 0 K e r t 1 + P 0 K P 0 e r t · K P 0 K P 0 = P 0 K e r t ( K P 0 ) + P 0 e r t .

We state this result as a theorem.

Solution of the logistic differential equation

Consider the logistic differential equation subject to an initial population of P 0 with carrying capacity K and growth rate r . The solution to the corresponding initial-value problem is given by

P ( t ) = P 0 K e r t ( K P 0 ) + P 0 e r t .

Now that we have the solution to the initial-value problem, we can choose values for P 0 , r , and K and study the solution curve. For example, in [link] we used the values r = 0.2311 , K = 1,072,764 , and an initial population of 900,000 deer. This leads to the solution

P ( t ) = P 0 K e r t ( K P 0 ) + P 0 e r t = 900,000 ( 1,072,764 ) e 0.2311 t ( 1,072,764 900,000 ) + 900,000 e 0.2311 t = 900,000 ( 1,072,764 ) e 0.2311 t 172,764 + 900,000 e 0.2311 t .

Dividing top and bottom by 900,000 gives

P ( t ) = 1,072,764 e 0.2311 t 0.19196 + e 0.2311 t .

This is the same as the original solution. The graph of this solution is shown again in blue in [link] , superimposed over the graph of the exponential growth model with initial population 900,000 and growth rate 0.2311 (appearing in green). The red dashed line represents the carrying capacity, and is a horizontal asymptote for the solution to the logistic equation.

A graph showing exponential and logistic growth for the same initial population of 900,000 organisms and growth rate of 23.11%. Both begin in quadrant two close to the x axis as increasing concave up curves. The exponential growth curve continues to grow, passing P = 1,072,764 while still in quadrant two. The logistic growth curve changes concavity, crosses the x axis at P_0 = 900,000, and asymptotically approaches P = 1,072,764.
A comparison of exponential versus logistic growth for the same initial population of 900,000 organisms and growth rate of 23.11 % .

Questions & Answers

what does preconceived mean
sammie Reply
physiological Psychology
Nwosu Reply
How can I develope my cognitive domain
Amanyire Reply
why is communication effective
Dakolo Reply
Communication is effective because it allows individuals to share ideas, thoughts, and information with others.
effective communication can lead to improved outcomes in various settings, including personal relationships, business environments, and educational settings. By communicating effectively, individuals can negotiate effectively, solve problems collaboratively, and work towards common goals.
it starts up serve and return practice/assessments.it helps find voice talking therapy also assessments through relaxed conversation.
miss
Every time someone flushes a toilet in the apartment building, the person begins to jumb back automatically after hearing the flush, before the water temperature changes. Identify the types of learning, if it is classical conditioning identify the NS, UCS, CS and CR. If it is operant conditioning, identify the type of consequence positive reinforcement, negative reinforcement or punishment
Wekolamo Reply
please i need answer
Wekolamo
because it helps many people around the world to understand how to interact with other people and understand them well, for example at work (job).
Manix Reply
Agreed 👍 There are many parts of our brains and behaviors, we really need to get to know. Blessings for everyone and happy Sunday!
ARC
A child is a member of community not society elucidate ?
JESSY Reply
Isn't practices worldwide, be it psychology, be it science. isn't much just a false belief of control over something the mind cannot truly comprehend?
Simon Reply
compare and contrast skinner's perspective on personality development on freud
namakula Reply
Skinner skipped the whole unconscious phenomenon and rather emphasized on classical conditioning
war
explain how nature and nurture affect the development and later the productivity of an individual.
Amesalu Reply
nature is an hereditary factor while nurture is an environmental factor which constitute an individual personality. so if an individual's parent has a deviant behavior and was also brought up in an deviant environment, observation of the behavior and the inborn trait we make the individual deviant.
Samuel
I am taking this course because I am hoping that I could somehow learn more about my chosen field of interest and due to the fact that being a PsyD really ignites my passion as an individual the more I hope to learn about developing and literally explore the complexity of my critical thinking skills
Zyryn Reply
good👍
Jonathan
and having a good philosophy of the world is like a sandwich and a peanut butter 👍
Jonathan
generally amnesi how long yrs memory loss
Kelu Reply
interpersonal relationships
Abdulfatai Reply
What would be the best educational aid(s) for gifted kids/savants?
Heidi Reply
treat them normal, if they want help then give them. that will make everyone happy
Saurabh
What are the treatment for autism?
Magret Reply
hello. autism is a umbrella term. autistic kids have different disorder overlapping. for example. a kid may show symptoms of ADHD and also learning disabilities. before treatment please make sure the kid doesn't have physical disabilities like hearing..vision..speech problem. sometimes these
Jharna
continue.. sometimes due to these physical problems..the diagnosis may be misdiagnosed. treatment for autism. well it depends on the severity. since autistic kids have problems in communicating and adopting to the environment.. it's best to expose the child in situations where the child
Jharna
child interact with other kids under doc supervision. play therapy. speech therapy. Engaging in different activities that activate most parts of the brain.. like drawing..painting. matching color board game. string and beads game. the more you interact with the child the more effective
Jharna
results you'll get.. please consult a therapist to know what suits best on your child. and last as a parent. I know sometimes it's overwhelming to guide a special kid. but trust the process and be strong and patient as a parent.
Jharna
Got questions? Join the online conversation and get instant answers!
Jobilize.com Reply
Practice Key Terms 6

Get Jobilize Job Search Mobile App in your pocket Now!

Get it on Google Play Download on the App Store Now




Source:  OpenStax, Calculus volume 2. OpenStax CNX. Feb 05, 2016 Download for free at http://cnx.org/content/col11965/1.2
Google Play and the Google Play logo are trademarks of Google Inc.

Notification Switch

Would you like to follow the 'Calculus volume 2' conversation and receive update notifications?

Ask