Population Growth
Population growth is a classic application of sequences, from simple exponential growth models to complex Logistic models, all involving sequence knowledge.
The Exponential Growth Model
The simplest population growth model assumes: the population growth rate is fixed each year.
Let the population in year be and the annual growth rate be . Then:
This is a geometric sequence!
where is the initial population.
Practical Applications
Example 1: City Population Forecast
A city had a population of 1 million in 2020 with an annual growth rate of 2%. Forecast the population in 2030.
Solution:
Example 2: Bacterial Reproduction
A certain bacterium divides once every hour (doubling in number). If there are initially 1000 bacteria, how many are there after 6 hours?
Solution:
Example 3: Doubling Time
With an annual population growth rate of 3%, how many years until the population doubles?
Solution:
The Logistic Model (Optional)
In reality, populations do not grow without bound; they are limited by resources. The Logistic model takes the environmental carrying capacity into account:
As approaches , the growth rate tends to 0.
Epidemic Transmission Models
The spread of epidemics such as COVID-19 can also be modeled similarly:
where is the basic reproduction number, is the total population, and is the number of infected people on day .
Practice Problems
Exercise 1
A country had a population of 50 million in 2020 with an annual growth rate of 1.5%. Forecast the population in 2050.
Solution:
Answer: about 78.16 million
Exercise 2
A certain virus spreads at a daily rate of 50% (each infected person infects 0.5 people on average). Initially 10 people are infected. About how many people are infected after 7 days? (Assume the total population is large enough)
Solution:
Simplified model (ignoring environmental carrying capacity):
Answer: about 171 people
Summary
Symbols Used in This Article
| 符号 | 类型 | 读音/说明 | 在本文中的含义 |
|---|---|---|---|
| 数学符号 | P-sub-n | The population in year | |
| 数学符号 | P-sub-zero | The initial population | |
| 数学符号 | r | The annual growth rate | |
| 数学符号 | n | Number of years | |
| 数学符号 | K | The environmental carrying capacity | |
| 数学符号 | R-sub-zero | The basic reproduction number | |
| 数学符号 | N | The total population | |
| 数学符号 | I-sub-n | The number of infected people on day | |
| 数学符号 | natural log | The natural logarithm |
中英对照
| 中文术语 | 英文术语 | 音标 | 说明 |
|---|---|---|---|
| 指数增长 | exponential growth | /ˌekspəˈnenʃəl ɡrəʊθ/ | Growing at a fixed proportion |
| 增长率 | growth rate | /ɡrəʊθ reɪt/ | The percentage of growth per period |
| 承载力 | carrying capacity | /ˈkæriɪŋ kəˈpæsəti/ | The maximum amount the environment can sustain |
| 递推关系 | recurrence relation | /rɪˈkʌrəns rɪˈleɪʃən/ | A formula that derives the next term from the previous one |
| 基本再生数 | basic reproduction number | /ˈbeɪsɪk ˌriːprəˈdʌkʃən ˈnʌmbə/ | The average number of people infected by a single infected person |
