SlideShare a Scribd company logo
Linear Algebra Project : Urban Population Dynamics
This project is about population modeling and how linear algebra tools may be used to study it.
Background
Population modeling is useful from dierent perpectives :
1. planners at the city, state, and national level who look at human populations and need
forecasts of
populations in order to do planning for future needs. These future needs include housing,
schools, care
for elderly, jobs, and utilities such as electricity, water and transportation.
2. businesses do population planning so as to predict how the portions of the population that use
their
product will be changing.
3. ecologists use population models to study ecological systems, especially those where
endangered species
are involved so as to try to nd measures that will restore the population.
4. medical researchers treat microorganisms and viruses as populations and seek to understand
the dy-
namics of their populations ; especially why some thrive in certain environments but don't in
others.
In human situations, it is normal to take the intervals of 10 years as the census is taken every 10
years.
Thus the age groups would be 0-9, 10-19, 20-29 etc, so 8 or 9 age categories would probably be
appropriate.
The survival fractions would then show the fraction of "newborns" (0-9) who survive to age
10, the fraction
of 10 to 19 years old who survive to 20 etc. This type of data is compiled, for example, by
actuaries working
for insurance companies for life and medical insurance purposes.
The basic equations we begin with are
x(k + 1) = Ax(k) k = 0; 1; 2; ::: and x(0) given (0.1)
with solution found iteratively to be
x(k) = Akx(0) (0.2)
Your project
Suppose we are studying the population dynamics of Los Angeles for the purpose of making
planning proposal.
As above, we take the unit of time to be 10 years, and take 7 age groups : 0-9, 10-19,..., 50-59,
60+. Suppose
further that the population distribution as of 1990 is
(3:1; 2:8; 2:0; 2:5; 2:0; 1:8; 2:9)(105)
1
and that the Leslie matrix, A, for this model appears as
A :=
2
666666664
:2 1:2 1:1 :9 :1 0 0
:7 0 0 0 0 0 0
0 :82 0 0 0 0 0
0 0 :97 0 0 0 0
0 0 0 :97 0 0 0
0 0 0 0 :90 0 0
0 0 0 0 0 :87 0
3
777777775
Part One :
Interpret carefully each of the nonzero terms in the matrix. In addition, indicate what factors you
think
might change those numbers (they might be social, economical, political or environmental).
Part Two :
Predict :
what the population distribution will look like in 2000, 2010, 2020, and 2030 ?
what the total population will be in each of these years ?
by what fraction the total population changed each year ?
Additionally, what does your software tell you the largest positive eigenvalue of A is ?
Part Three :
Decide if you believe the population is going to zero, becoming stable, or is unstable in the long
run. Be
sure and describe in your write up how you arrived at your conclusion. If you have decided it is
unstable,
simulate it long enough that the column matrices for two successive populations are proportional
to one
another. Calculate that proportionality factor to one decimal place and report it.
Part Four :
Suppose the birth rates for the second age can be reduced by 25% by the year 2000. How does
that change
your predictions for 2010, 2020, and 2030 ? Is the population still unstable ?
2
Solution
Project #4: Urban Population Dynamics
This project will acquaint you with population modeling and how linear algebra tools may be
used to study it.
Background
Kolman, pages 305-307.
Population modeling is useful from many different perspectives:
planners at the city, state, and national level who look at human populations and need forecasts
of populations in order to do planning for future needs. These future needs include housing,
schools, care for the elderly, jobs, and utilities such as electricity,water and transportation.
businesses do population planning so as to predict how the portions of the population that use
their product will be changing.
Ecologists use population models to study ecological systems, especially those where
endangered species are involved so as to try to find measures that will restore the population.
medical researchers treat microorganisms and viruses as populations and seek to understand the
dynamics of their populations; especially why some thrive in certain environments but don't in
others.
In human situations, it is normal to take intervals of 10 years as the census is taken every 10
years. Thus the age groups would be 0-9,10-19,11-20 etc , so 8 or 9 age categories would
probably be appropriate. The survival fractions would then show the fraction of "newborns" (0-
9) who survive to age 10, the fraction of 10 to 19 year olds who survive to 20 etc. This type of
data is compiled, for example, by actuaries working for insurance companies for life and medical
insurance purposes.
The basic equations we begin with are
(1) x(k+1) = Ax(k) k=0,1,2,. . . and x(0) given
with solution found iteratively to be
(2) x(k) = Akx(0)
(see Kolman for details of the structure of A, which is 7 x 7 in this case).
Your Project
Suppose we are studying the population dynamics of Los Angeles for the purpose of making a
planning proposal to the city which will form the basis for predicting school, transportation,
housing, water, and electrical needs for the years from 2000 on.
As above, we take the unit of time to be 10 years, and take 7 age groups: 0-9,10-19,...,50-
59,60+. Suppose
further that the population distribution as of 1990 (the last census) is
(3.1, 2.8, 2.0, 2.5, 2.0, 1.8, 2.9) (x105 )
and that the Leslie matrix,A, for this model appears as
Part One:
Interpret carefully each of the nonzero terms in the matrix. In addition, indicate what factors you
think might change those numbers (they might be social, economical, political or
environmental).
Part Two:
Predict:
what the population distribution will look like in 2000, 2010, 2020 and 2030
what the total population will be in each of those years
by what fraction the total population changed each year
Additionally, what does your software tell you the largest, positive eigenvalue of A is?
Part Three:
Decide if you believe the population is going to zero, becoming stable, or is unstable in the long
run. Be sure and describe in your write up how you arrived at your conclusion.
If you have decided it is unstable, simulate it long enough that the column matrices for two
successive populations are proportional to one another. Calculate that proportionality factor to
one decimal place and report it.
Part Four:
Suppose the birth rates for the second age class can be reduced by 25% by the year 2000. How
does that change your predictions for 2010,2020 and 2030? Is the population still unstable?
Part Five:
How does the basic model change if immigration is introduced? Suppose we assume that a
constant number of immigrants are added to each age group during each time interval. What will
equation (1) now look like?

More Related Content

Similar to Linear Algebra Project Urban Population Dynamics This project is.pdf

Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...
Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...
Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...
CERAC - Centro de Recursos para el Análisis de Conflictos
 
OnePageSummary
OnePageSummaryOnePageSummary
OnePageSummary
Julia Bujalski
 
Mathematical Methods for Engineers 2 (MATH1064)Leslie matr.docx
Mathematical Methods for Engineers 2 (MATH1064)Leslie matr.docxMathematical Methods for Engineers 2 (MATH1064)Leslie matr.docx
Mathematical Methods for Engineers 2 (MATH1064)Leslie matr.docx
andreecapon
 
ECO 375–Homework 2University of TorontoDue 17 Novembe.docx
ECO 375–Homework 2University of TorontoDue 17 Novembe.docxECO 375–Homework 2University of TorontoDue 17 Novembe.docx
ECO 375–Homework 2University of TorontoDue 17 Novembe.docx
madlynplamondon
 
Exponential Growth: Case Studies for Sustainability Education
Exponential Growth: Case Studies for Sustainability EducationExponential Growth: Case Studies for Sustainability Education
Exponential Growth: Case Studies for Sustainability Education
Toni Menninger
 
Twin Essays. Online assignment writing service.
Twin Essays. Online assignment writing service.Twin Essays. Online assignment writing service.
Twin Essays. Online assignment writing service.
Molly Crosby
 
Pollution Cause And Effect Essay
Pollution Cause And Effect EssayPollution Cause And Effect Essay
Pollution Cause And Effect Essay
afjzdonobiowee
 
Uphill By Christina Rossetti Essay
Uphill By Christina Rossetti EssayUphill By Christina Rossetti Essay
Uphill By Christina Rossetti Essay
Mary Ballek
 
1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option
AbbyWhyte974
 
1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option
SantosConleyha
 
population models.pdf
 population models.pdf  population models.pdf
population models.pdf
Asmaa El-Malatawy
 
FAST School of ComputingProject Differential Equations (MT
FAST School of ComputingProject Differential Equations (MTFAST School of ComputingProject Differential Equations (MT
FAST School of ComputingProject Differential Equations (MT
ChereCheek752
 
Exam 3 math107 review
Exam 3 math107 reviewExam 3 math107 review
Exam 3 math107 review
Devon Biesterveld
 
Final presentation (yw5178)
Final presentation (yw5178)Final presentation (yw5178)
Final presentation (yw5178)
ssuser2d9f321
 
Statistics
StatisticsStatistics
Writing A Hypothesis Worksheet - Escolagersonal
Writing A Hypothesis Worksheet - EscolagersonalWriting A Hypothesis Worksheet - Escolagersonal
Writing A Hypothesis Worksheet - Escolagersonal
Kathryn Patel
 
Free Printable Snowflake Border - Customize And Print
Free Printable Snowflake Border - Customize And PrintFree Printable Snowflake Border - Customize And Print
Free Printable Snowflake Border - Customize And Print
Brandy Carpenter
 
KIZZ-MARK.pptx
KIZZ-MARK.pptxKIZZ-MARK.pptx
KIZZ-MARK.pptx
MarkLacasteDeGuzmanI
 
An Analysis of Poverty in Italy through a fuzzy regression model
An Analysis of Poverty in Italy through a fuzzy regression modelAn Analysis of Poverty in Italy through a fuzzy regression model
An Analysis of Poverty in Italy through a fuzzy regression model
Beniamino Murgante
 
· EXERCISE 12.12A regional airline transfers passengers from sma.docx
· EXERCISE 12.12A regional airline transfers passengers from sma.docx· EXERCISE 12.12A regional airline transfers passengers from sma.docx
· EXERCISE 12.12A regional airline transfers passengers from sma.docx
oswald1horne84988
 

Similar to Linear Algebra Project Urban Population Dynamics This project is.pdf (20)

Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...
Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...
Documento CERAC No. 13: On the perfomance of Dual System Estimators of Popula...
 
OnePageSummary
OnePageSummaryOnePageSummary
OnePageSummary
 
Mathematical Methods for Engineers 2 (MATH1064)Leslie matr.docx
Mathematical Methods for Engineers 2 (MATH1064)Leslie matr.docxMathematical Methods for Engineers 2 (MATH1064)Leslie matr.docx
Mathematical Methods for Engineers 2 (MATH1064)Leslie matr.docx
 
ECO 375–Homework 2University of TorontoDue 17 Novembe.docx
ECO 375–Homework 2University of TorontoDue 17 Novembe.docxECO 375–Homework 2University of TorontoDue 17 Novembe.docx
ECO 375–Homework 2University of TorontoDue 17 Novembe.docx
 
Exponential Growth: Case Studies for Sustainability Education
Exponential Growth: Case Studies for Sustainability EducationExponential Growth: Case Studies for Sustainability Education
Exponential Growth: Case Studies for Sustainability Education
 
Twin Essays. Online assignment writing service.
Twin Essays. Online assignment writing service.Twin Essays. Online assignment writing service.
Twin Essays. Online assignment writing service.
 
Pollution Cause And Effect Essay
Pollution Cause And Effect EssayPollution Cause And Effect Essay
Pollution Cause And Effect Essay
 
Uphill By Christina Rossetti Essay
Uphill By Christina Rossetti EssayUphill By Christina Rossetti Essay
Uphill By Christina Rossetti Essay
 
1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option
 
1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option1. This question is on the application of the Binomial option
1. This question is on the application of the Binomial option
 
population models.pdf
 population models.pdf  population models.pdf
population models.pdf
 
FAST School of ComputingProject Differential Equations (MT
FAST School of ComputingProject Differential Equations (MTFAST School of ComputingProject Differential Equations (MT
FAST School of ComputingProject Differential Equations (MT
 
Exam 3 math107 review
Exam 3 math107 reviewExam 3 math107 review
Exam 3 math107 review
 
Final presentation (yw5178)
Final presentation (yw5178)Final presentation (yw5178)
Final presentation (yw5178)
 
Statistics
StatisticsStatistics
Statistics
 
Writing A Hypothesis Worksheet - Escolagersonal
Writing A Hypothesis Worksheet - EscolagersonalWriting A Hypothesis Worksheet - Escolagersonal
Writing A Hypothesis Worksheet - Escolagersonal
 
Free Printable Snowflake Border - Customize And Print
Free Printable Snowflake Border - Customize And PrintFree Printable Snowflake Border - Customize And Print
Free Printable Snowflake Border - Customize And Print
 
KIZZ-MARK.pptx
KIZZ-MARK.pptxKIZZ-MARK.pptx
KIZZ-MARK.pptx
 
An Analysis of Poverty in Italy through a fuzzy regression model
An Analysis of Poverty in Italy through a fuzzy regression modelAn Analysis of Poverty in Italy through a fuzzy regression model
An Analysis of Poverty in Italy through a fuzzy regression model
 
· EXERCISE 12.12A regional airline transfers passengers from sma.docx
· EXERCISE 12.12A regional airline transfers passengers from sma.docx· EXERCISE 12.12A regional airline transfers passengers from sma.docx
· EXERCISE 12.12A regional airline transfers passengers from sma.docx
 

More from airflyluggage

Linear Algebra, please show work, and explanation, thank you!Sol.pdf
Linear Algebra, please show work, and explanation, thank you!Sol.pdfLinear Algebra, please show work, and explanation, thank you!Sol.pdf
Linear Algebra, please show work, and explanation, thank you!Sol.pdf
airflyluggage
 
Linear Algebra please show all work Linear Algebra please show all w.pdf
Linear Algebra please show all work Linear Algebra please show all w.pdfLinear Algebra please show all work Linear Algebra please show all w.pdf
Linear Algebra please show all work Linear Algebra please show all w.pdf
airflyluggage
 
Linear Algebra Help- I cant understand where to start in this. Could.pdf
Linear Algebra Help- I cant understand where to start in this. Could.pdfLinear Algebra Help- I cant understand where to start in this. Could.pdf
Linear Algebra Help- I cant understand where to start in this. Could.pdf
airflyluggage
 
limit as x goes to infinity of cos(1 x) Solutionrepresent .pdf
limit as x goes to infinity of cos(1  x)  Solutionrepresent .pdflimit as x goes to infinity of cos(1  x)  Solutionrepresent .pdf
limit as x goes to infinity of cos(1 x) Solutionrepresent .pdf
airflyluggage
 
Lily and sara each had an equal amount of money at first. After Lily.pdf
Lily and sara each had an equal amount of money at first. After Lily.pdfLily and sara each had an equal amount of money at first. After Lily.pdf
Lily and sara each had an equal amount of money at first. After Lily.pdf
airflyluggage
 
Likely reasons for inaccurate control limits would include which of .pdf
Likely reasons for inaccurate control limits would include which of .pdfLikely reasons for inaccurate control limits would include which of .pdf
Likely reasons for inaccurate control limits would include which of .pdf
airflyluggage
 
lim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdf
lim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdflim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdf
lim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdf
airflyluggage
 
like many entreneurs, Tony Smith started Sonic as a sole proprietors.pdf
like many entreneurs, Tony Smith started Sonic as a sole proprietors.pdflike many entreneurs, Tony Smith started Sonic as a sole proprietors.pdf
like many entreneurs, Tony Smith started Sonic as a sole proprietors.pdf
airflyluggage
 
Like a sole proprietorship statement of owners equity, the stateme.pdf
Like a sole proprietorship statement of owners equity, the stateme.pdfLike a sole proprietorship statement of owners equity, the stateme.pdf
Like a sole proprietorship statement of owners equity, the stateme.pdf
airflyluggage
 
Lewotontin wrote a critical review of The Social Organization of Sex.pdf
Lewotontin wrote a critical review of The Social Organization of Sex.pdfLewotontin wrote a critical review of The Social Organization of Sex.pdf
Lewotontin wrote a critical review of The Social Organization of Sex.pdf
airflyluggage
 
Let Z_{n} denote the sample mean for a random sample of size n from.pdf
Let Z_{n} denote the sample mean for a random sample of size n from.pdfLet Z_{n} denote the sample mean for a random sample of size n from.pdf
Let Z_{n} denote the sample mean for a random sample of size n from.pdf
airflyluggage
 
LetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdf
LetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdfLetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdf
LetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdf
airflyluggage
 
Lets say you frequently drink wine thats been rated highly by Ro.pdf
Lets say you frequently drink wine thats been rated highly by Ro.pdfLets say you frequently drink wine thats been rated highly by Ro.pdf
Lets say you frequently drink wine thats been rated highly by Ro.pdf
airflyluggage
 
Let X1,X2, . . . be a sequence of independent identically distribute.pdf
Let X1,X2, . . . be a sequence of independent identically distribute.pdfLet X1,X2, . . . be a sequence of independent identically distribute.pdf
Let X1,X2, . . . be a sequence of independent identically distribute.pdf
airflyluggage
 
Let X1,X2,X3 and X4 be independent random variables. Assume that X2.pdf
Let X1,X2,X3 and X4 be independent random variables.  Assume that X2.pdfLet X1,X2,X3 and X4 be independent random variables.  Assume that X2.pdf
Let X1,X2,X3 and X4 be independent random variables. Assume that X2.pdf
airflyluggage
 
Let X1,X2,X3....X25 be a random sample from a population with mean o.pdf
Let X1,X2,X3....X25 be a random sample from a population with mean o.pdfLet X1,X2,X3....X25 be a random sample from a population with mean o.pdf
Let X1,X2,X3....X25 be a random sample from a population with mean o.pdf
airflyluggage
 
Let Y1 and Y2 be independent and uniformly distributed over the inte.pdf
Let Y1 and Y2 be independent and uniformly distributed over the inte.pdfLet Y1 and Y2 be independent and uniformly distributed over the inte.pdf
Let Y1 and Y2 be independent and uniformly distributed over the inte.pdf
airflyluggage
 
Let Y1 be the number of success in n = 10 independent Bernoulli tria.pdf
Let Y1 be the number of success in n = 10 independent Bernoulli tria.pdfLet Y1 be the number of success in n = 10 independent Bernoulli tria.pdf
Let Y1 be the number of success in n = 10 independent Bernoulli tria.pdf
airflyluggage
 
Let Y have an exponential distribution with mean . Prove that W.pdf
Let Y have an exponential distribution with mean .     Prove that W.pdfLet Y have an exponential distribution with mean .     Prove that W.pdf
Let Y have an exponential distribution with mean . Prove that W.pdf
airflyluggage
 
Let Y be a continuous random variable and define m as the median of .pdf
Let Y be a continuous random variable and define m as the median of .pdfLet Y be a continuous random variable and define m as the median of .pdf
Let Y be a continuous random variable and define m as the median of .pdf
airflyluggage
 

More from airflyluggage (20)

Linear Algebra, please show work, and explanation, thank you!Sol.pdf
Linear Algebra, please show work, and explanation, thank you!Sol.pdfLinear Algebra, please show work, and explanation, thank you!Sol.pdf
Linear Algebra, please show work, and explanation, thank you!Sol.pdf
 
Linear Algebra please show all work Linear Algebra please show all w.pdf
Linear Algebra please show all work Linear Algebra please show all w.pdfLinear Algebra please show all work Linear Algebra please show all w.pdf
Linear Algebra please show all work Linear Algebra please show all w.pdf
 
Linear Algebra Help- I cant understand where to start in this. Could.pdf
Linear Algebra Help- I cant understand where to start in this. Could.pdfLinear Algebra Help- I cant understand where to start in this. Could.pdf
Linear Algebra Help- I cant understand where to start in this. Could.pdf
 
limit as x goes to infinity of cos(1 x) Solutionrepresent .pdf
limit as x goes to infinity of cos(1  x)  Solutionrepresent .pdflimit as x goes to infinity of cos(1  x)  Solutionrepresent .pdf
limit as x goes to infinity of cos(1 x) Solutionrepresent .pdf
 
Lily and sara each had an equal amount of money at first. After Lily.pdf
Lily and sara each had an equal amount of money at first. After Lily.pdfLily and sara each had an equal amount of money at first. After Lily.pdf
Lily and sara each had an equal amount of money at first. After Lily.pdf
 
Likely reasons for inaccurate control limits would include which of .pdf
Likely reasons for inaccurate control limits would include which of .pdfLikely reasons for inaccurate control limits would include which of .pdf
Likely reasons for inaccurate control limits would include which of .pdf
 
lim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdf
lim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdflim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdf
lim 4x^3+6x^2-2 2x^3 -4x+5 when x approaches negative infinity .pdf
 
like many entreneurs, Tony Smith started Sonic as a sole proprietors.pdf
like many entreneurs, Tony Smith started Sonic as a sole proprietors.pdflike many entreneurs, Tony Smith started Sonic as a sole proprietors.pdf
like many entreneurs, Tony Smith started Sonic as a sole proprietors.pdf
 
Like a sole proprietorship statement of owners equity, the stateme.pdf
Like a sole proprietorship statement of owners equity, the stateme.pdfLike a sole proprietorship statement of owners equity, the stateme.pdf
Like a sole proprietorship statement of owners equity, the stateme.pdf
 
Lewotontin wrote a critical review of The Social Organization of Sex.pdf
Lewotontin wrote a critical review of The Social Organization of Sex.pdfLewotontin wrote a critical review of The Social Organization of Sex.pdf
Lewotontin wrote a critical review of The Social Organization of Sex.pdf
 
Let Z_{n} denote the sample mean for a random sample of size n from.pdf
Let Z_{n} denote the sample mean for a random sample of size n from.pdfLet Z_{n} denote the sample mean for a random sample of size n from.pdf
Let Z_{n} denote the sample mean for a random sample of size n from.pdf
 
LetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdf
LetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdfLetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdf
LetX_1, X_2, . . . , X_nbe i.i.d. from distributionF 1. IfFis t.pdf
 
Lets say you frequently drink wine thats been rated highly by Ro.pdf
Lets say you frequently drink wine thats been rated highly by Ro.pdfLets say you frequently drink wine thats been rated highly by Ro.pdf
Lets say you frequently drink wine thats been rated highly by Ro.pdf
 
Let X1,X2, . . . be a sequence of independent identically distribute.pdf
Let X1,X2, . . . be a sequence of independent identically distribute.pdfLet X1,X2, . . . be a sequence of independent identically distribute.pdf
Let X1,X2, . . . be a sequence of independent identically distribute.pdf
 
Let X1,X2,X3 and X4 be independent random variables. Assume that X2.pdf
Let X1,X2,X3 and X4 be independent random variables.  Assume that X2.pdfLet X1,X2,X3 and X4 be independent random variables.  Assume that X2.pdf
Let X1,X2,X3 and X4 be independent random variables. Assume that X2.pdf
 
Let X1,X2,X3....X25 be a random sample from a population with mean o.pdf
Let X1,X2,X3....X25 be a random sample from a population with mean o.pdfLet X1,X2,X3....X25 be a random sample from a population with mean o.pdf
Let X1,X2,X3....X25 be a random sample from a population with mean o.pdf
 
Let Y1 and Y2 be independent and uniformly distributed over the inte.pdf
Let Y1 and Y2 be independent and uniformly distributed over the inte.pdfLet Y1 and Y2 be independent and uniformly distributed over the inte.pdf
Let Y1 and Y2 be independent and uniformly distributed over the inte.pdf
 
Let Y1 be the number of success in n = 10 independent Bernoulli tria.pdf
Let Y1 be the number of success in n = 10 independent Bernoulli tria.pdfLet Y1 be the number of success in n = 10 independent Bernoulli tria.pdf
Let Y1 be the number of success in n = 10 independent Bernoulli tria.pdf
 
Let Y have an exponential distribution with mean . Prove that W.pdf
Let Y have an exponential distribution with mean .     Prove that W.pdfLet Y have an exponential distribution with mean .     Prove that W.pdf
Let Y have an exponential distribution with mean . Prove that W.pdf
 
Let Y be a continuous random variable and define m as the median of .pdf
Let Y be a continuous random variable and define m as the median of .pdfLet Y be a continuous random variable and define m as the median of .pdf
Let Y be a continuous random variable and define m as the median of .pdf
 

Recently uploaded

Life upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for studentLife upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for student
NgcHiNguyn25
 
Walmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdfWalmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdf
TechSoup
 
Hindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdfHindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdf
Dr. Mulla Adam Ali
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Akanksha trivedi rama nursing college kanpur.
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
Nicholas Montgomery
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
WaniBasim
 
World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024
ak6969907
 
How to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP ModuleHow to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP Module
Celine George
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
taiba qazi
 
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptxC1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
mulvey2
 
PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.
Dr. Shivangi Singh Parihar
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
Colégio Santa Teresinha
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
PECB
 
Smart-Money for SMC traders good time and ICT
Smart-Money for SMC traders good time and ICTSmart-Money for SMC traders good time and ICT
Smart-Money for SMC traders good time and ICT
simonomuemu
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Dr. Vinod Kumar Kanvaria
 
Film vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movieFilm vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movie
Nicholas Montgomery
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
adhitya5119
 
PIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf IslamabadPIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf Islamabad
AyyanKhan40
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
History of Stoke Newington
 
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
GeorgeMilliken2
 

Recently uploaded (20)

Life upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for studentLife upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for student
 
Walmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdfWalmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdf
 
Hindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdfHindi varnamala | hindi alphabet PPT.pdf
Hindi varnamala | hindi alphabet PPT.pdf
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
 
Liberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdfLiberal Approach to the Study of Indian Politics.pdf
Liberal Approach to the Study of Indian Politics.pdf
 
World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024
 
How to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP ModuleHow to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP Module
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
 
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptxC1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
C1 Rubenstein AP HuG xxxxxxxxxxxxxx.pptx
 
PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.
 
MARY JANE WILSON, A “BOA MÃE” .
MARY JANE WILSON, A “BOA MÃE”           .MARY JANE WILSON, A “BOA MÃE”           .
MARY JANE WILSON, A “BOA MÃE” .
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
 
Smart-Money for SMC traders good time and ICT
Smart-Money for SMC traders good time and ICTSmart-Money for SMC traders good time and ICT
Smart-Money for SMC traders good time and ICT
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
 
Film vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movieFilm vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movie
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
 
PIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf IslamabadPIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf Islamabad
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
 
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
 

Linear Algebra Project Urban Population Dynamics This project is.pdf

  • 1. Linear Algebra Project : Urban Population Dynamics This project is about population modeling and how linear algebra tools may be used to study it. Background Population modeling is useful from dierent perpectives : 1. planners at the city, state, and national level who look at human populations and need forecasts of populations in order to do planning for future needs. These future needs include housing, schools, care for elderly, jobs, and utilities such as electricity, water and transportation. 2. businesses do population planning so as to predict how the portions of the population that use their product will be changing. 3. ecologists use population models to study ecological systems, especially those where endangered species are involved so as to try to nd measures that will restore the population. 4. medical researchers treat microorganisms and viruses as populations and seek to understand the dy- namics of their populations ; especially why some thrive in certain environments but don't in others. In human situations, it is normal to take the intervals of 10 years as the census is taken every 10 years. Thus the age groups would be 0-9, 10-19, 20-29 etc, so 8 or 9 age categories would probably be appropriate. The survival fractions would then show the fraction of "newborns" (0-9) who survive to age 10, the fraction of 10 to 19 years old who survive to 20 etc. This type of data is compiled, for example, by actuaries working for insurance companies for life and medical insurance purposes. The basic equations we begin with are x(k + 1) = Ax(k) k = 0; 1; 2; ::: and x(0) given (0.1) with solution found iteratively to be x(k) = Akx(0) (0.2) Your project Suppose we are studying the population dynamics of Los Angeles for the purpose of making planning proposal.
  • 2. As above, we take the unit of time to be 10 years, and take 7 age groups : 0-9, 10-19,..., 50-59, 60+. Suppose further that the population distribution as of 1990 is (3:1; 2:8; 2:0; 2:5; 2:0; 1:8; 2:9)(105) 1 and that the Leslie matrix, A, for this model appears as A := 2 666666664 :2 1:2 1:1 :9 :1 0 0 :7 0 0 0 0 0 0 0 :82 0 0 0 0 0 0 0 :97 0 0 0 0 0 0 0 :97 0 0 0 0 0 0 0 :90 0 0 0 0 0 0 0 :87 0 3 777777775 Part One : Interpret carefully each of the nonzero terms in the matrix. In addition, indicate what factors you think might change those numbers (they might be social, economical, political or environmental). Part Two : Predict : what the population distribution will look like in 2000, 2010, 2020, and 2030 ? what the total population will be in each of these years ? by what fraction the total population changed each year ? Additionally, what does your software tell you the largest positive eigenvalue of A is ? Part Three : Decide if you believe the population is going to zero, becoming stable, or is unstable in the long run. Be sure and describe in your write up how you arrived at your conclusion. If you have decided it is unstable, simulate it long enough that the column matrices for two successive populations are proportional to one
  • 3. another. Calculate that proportionality factor to one decimal place and report it. Part Four : Suppose the birth rates for the second age can be reduced by 25% by the year 2000. How does that change your predictions for 2010, 2020, and 2030 ? Is the population still unstable ? 2 Solution Project #4: Urban Population Dynamics This project will acquaint you with population modeling and how linear algebra tools may be used to study it. Background Kolman, pages 305-307. Population modeling is useful from many different perspectives: planners at the city, state, and national level who look at human populations and need forecasts of populations in order to do planning for future needs. These future needs include housing, schools, care for the elderly, jobs, and utilities such as electricity,water and transportation. businesses do population planning so as to predict how the portions of the population that use their product will be changing. Ecologists use population models to study ecological systems, especially those where endangered species are involved so as to try to find measures that will restore the population. medical researchers treat microorganisms and viruses as populations and seek to understand the dynamics of their populations; especially why some thrive in certain environments but don't in others. In human situations, it is normal to take intervals of 10 years as the census is taken every 10 years. Thus the age groups would be 0-9,10-19,11-20 etc , so 8 or 9 age categories would probably be appropriate. The survival fractions would then show the fraction of "newborns" (0- 9) who survive to age 10, the fraction of 10 to 19 year olds who survive to 20 etc. This type of data is compiled, for example, by actuaries working for insurance companies for life and medical
  • 4. insurance purposes. The basic equations we begin with are (1) x(k+1) = Ax(k) k=0,1,2,. . . and x(0) given with solution found iteratively to be (2) x(k) = Akx(0) (see Kolman for details of the structure of A, which is 7 x 7 in this case). Your Project Suppose we are studying the population dynamics of Los Angeles for the purpose of making a planning proposal to the city which will form the basis for predicting school, transportation, housing, water, and electrical needs for the years from 2000 on. As above, we take the unit of time to be 10 years, and take 7 age groups: 0-9,10-19,...,50- 59,60+. Suppose further that the population distribution as of 1990 (the last census) is (3.1, 2.8, 2.0, 2.5, 2.0, 1.8, 2.9) (x105 ) and that the Leslie matrix,A, for this model appears as Part One: Interpret carefully each of the nonzero terms in the matrix. In addition, indicate what factors you think might change those numbers (they might be social, economical, political or environmental). Part Two: Predict:
  • 5. what the population distribution will look like in 2000, 2010, 2020 and 2030 what the total population will be in each of those years by what fraction the total population changed each year Additionally, what does your software tell you the largest, positive eigenvalue of A is? Part Three: Decide if you believe the population is going to zero, becoming stable, or is unstable in the long run. Be sure and describe in your write up how you arrived at your conclusion. If you have decided it is unstable, simulate it long enough that the column matrices for two successive populations are proportional to one another. Calculate that proportionality factor to one decimal place and report it. Part Four: Suppose the birth rates for the second age class can be reduced by 25% by the year 2000. How does that change your predictions for 2010,2020 and 2030? Is the population still unstable? Part Five: How does the basic model change if immigration is introduced? Suppose we assume that a constant number of immigrants are added to each age group during each time interval. What will equation (1) now look like?