Mastering the Fundamentals of Scientific Notation: A Comprehensive Guide

What is Scientific Notation?

Scientific notation is a mathematical expression used to represent very large or very small numbers in a simplified and readable format. It is written in the form a × 10n, where:

  • a is a number greater than or equal to 1 and less than 10 (also known as the coefficient or mantissa).
  • n is an integer that represents the power of 10 (also called the exponent).

This notation helps in expressing numbers that are otherwise too cumbersome to write in standard decimal form. For example:

  • The number 5,000,000 can be written as 5 × 106.
  • The number 0.00042 can be written as 4.2 × 10-4.

By using scientific notation, we can easily read, write, and perform calculations with numbers that have many digits, making them more manageable in scientific and engineering applications.

Why is Scientific Notation Important?

Scientific notation is important for several reasons, particularly in fields that deal with extremely large or small quantities. Here are some key benefits:

1. Simplifies Large and Small Numbers

Many scientific calculations involve numbers with multiple digits, either very large or very small. Writing these numbers in scientific notation makes them easier to handle. Instead of writing 0.00000000056, for example, we can simply write 5.6 × 10-10, making it more compact and readable.

2. Reduces Calculation Errors

When working with large numbers, there is a higher risk of misplacing decimal points or miscounting zeros. Scientific notation helps reduce such errors by providing a standardized format.

3. Makes Mathematical Operations Easier

Multiplication, division, and even exponentiation become more straightforward when using scientific notation. Since the numbers are expressed in powers of 10, calculations can often be simplified by just working with the exponents.

4. Universally Recognized in Science and Engineering

Scientific notation is widely used across disciplines such as physics, chemistry, astronomy, and engineering. It allows scientists and engineers around the world to communicate measurements and calculations efficiently, regardless of the number’s scale.

5. Helps with Data Representation

Many digital systems and software tools, including spreadsheets and programming languages, use scientific notation to store and display large numbers efficiently.

Where is Scientific Notation Used?

Scientific notation is applied in a wide range of fields where large or small numbers are frequently encountered. Some common areas include:

1. Astronomy

The universe contains incredibly large distances, such as the distance from Earth to the Sun, which is about 149,600,000 km. In scientific notation, this is written as 1.496 × 108 km. Similarly, the mass of planets and stars is often expressed in scientific notation.

2. Physics

Many physical constants and measurements are best represented using scientific notation. For example, the speed of light in a vacuum is approximately 299,792,458 meters per second, which is often written as 3.0 × 108 m/s for simplicity.

3. Chemistry

Chemical reactions and molecular measurements often involve very small quantities. For example, the charge of an electron is 0.00000000000000000016 coulombs, which is written as 1.6 × 10-19 C. This makes it easier to work with precise values.

4. Engineering

In electrical and mechanical engineering, components such as resistors, capacitors, and frequencies often use scientific notation to denote their values. For instance, a radio frequency wave of 100,000,000 Hz is often written as 1 × 108 Hz.

5. Biology and Medicine

In microbiology and genetics, cell sizes, DNA strand lengths, and viral particle measurements are expressed in scientific notation. For example, a typical bacterial cell might be about 0.000002 m in length, which can be written as 2 × 10-6 m.

6. Economics and Finance

In financial and economic reports, very large numbers, such as national debts or the global economy's total output, are often written in scientific notation to make them easier to compare and interpret. For instance, a country’s GDP of 21,000,000,000,000 dollars can be written as 2.1 × 1013 dollars.

7. Computer Science and Information Technology

Scientific notation is used in computing to represent very large data sizes and processing speeds. For instance, the storage capacity of modern cloud servers is measured in petabytes (1 PB = 1 × 1015 bytes).

8. Environmental Science

Climate data, such as atmospheric carbon dioxide levels and energy output from the Sun, are often expressed using scientific notation. For example, the Sun emits around 3.8 × 1026 watts of energy.

Scientific notation is a powerful mathematical tool that allows scientists, engineers, and professionals across multiple industries to work with extremely large or small numbers in an efficient and standardized manner.

Understanding the Basics

Definition and Key Components

Scientific notation is a way of expressing numbers that are either too large or too small to be conveniently written in standard decimal form. It is widely used in scientific and engineering disciplines to simplify calculations and data representation.

The key components of scientific notation are:

  • Coefficient (Mantissa): A number greater than or equal to 1 but less than 10. It represents the significant digits of the number.
  • Base (10): Scientific notation always uses base 10 to express numbers.
  • Exponent: An integer that indicates how many times the base (10) should be multiplied or divided. A positive exponent represents a large number, while a negative exponent represents a small number.

For example, the number 450,000 is written in scientific notation as 4.5 × 105. The coefficient is 4.5, the base is 10, and the exponent is 5, meaning the number is 4.5 multiplied by 10 five times.

The Standard Form of Scientific Notation

The standard form of a number in scientific notation follows a specific pattern:

a × 10ⁿ

Where:

  • a is the coefficient (1 ≤ a < 10).
  • n is an integer representing the power of 10.

To convert a number into scientific notation:

  1. Move the decimal point to create a number between 1 and 10.
  2. Count how many places you moved the decimal; this becomes the exponent.
  3. If you moved the decimal to the left, the exponent is positive; if you moved it to the right, the exponent is negative.

Examples:

  • 3,600,000 → Move the decimal 6 places left → 3.6 × 106
  • 0.000047 → Move the decimal 5 places right → 4.7 × 10-5

Positive and Negative Exponents Explained

The exponent in scientific notation determines whether the number is large or small:

Positive Exponents

A positive exponent means the number is greater than 1. The exponent tells us how many times to multiply the coefficient by 10.

Examples:

  • 6.2 × 103 = 6.2 × 1000 = 6200
  • 1.5 × 107 = 1.5 × 10,000,000 = 15,000,000

Negative Exponents

A negative exponent means the number is between 0 and 1. The exponent tells us how many times to divide the coefficient by 10.

Examples:

  • 4.5 × 10-3 = 4.5 ÷ 1000 = 0.0045
  • 7.1 × 10-6 = 7.1 ÷ 1,000,000 = 0.0000071

Converting Numbers to Scientific Notation

Converting Large Numbers

To convert a large number into scientific notation, follow these steps:

  1. Move the decimal point to create a number between 1 and 10.
  2. Count how many places you moved the decimal to the left.
  3. Write the number in the form a × 10n, where n is the number of decimal places moved.

Examples:

  • 85,000 → Move the decimal 4 places left → 8.5 × 104
  • 3,200,000 → Move the decimal 6 places left → 3.2 × 106
  • 450 → Move the decimal 2 places left → 4.5 × 102

Converting Small Numbers (Decimals)

For very small numbers (less than 1), follow these steps:

  1. Move the decimal point to create a number between 1 and 10.
  2. Count how many places you moved the decimal to the right.
  3. Write the number in the form a × 10-n, where n is the number of decimal places moved (use a negative exponent).

Examples:

  • 0.00092 → Move the decimal 4 places right → 9.2 × 10-4
  • 0.0045 → Move the decimal 3 places right → 4.5 × 10-3
  • 0.00000078 → Move the decimal 7 places right → 7.8 × 10-7

Common Mistakes to Avoid

When converting numbers to scientific notation, be careful to avoid these common mistakes:

1. Incorrect Placement of the Decimal Point

The coefficient must always be between 1 and 10. If the decimal point is placed incorrectly, the notation will be incorrect.

Incorrect: 85,000 = 85 × 10³ (Wrong, coefficient is not between 1 and 10)
Correct: 85,000 = 8.5 × 10⁴

2. Using the Wrong Exponent Sign

Remember that moving the decimal to the left results in a positive exponent, and moving it to the right results in a negative exponent.

Incorrect: 0.00032 = 3.2 × 10⁴ (Should be a negative exponent)
Correct: 0.00032 = 3.2 × 10⁻⁴

3. Forgetting to Count Decimal Moves Correctly

Always double-check how many places the decimal has moved.

Incorrect: 450,000 = 4.5 × 10³ (The decimal moved 5 places, not 3)
Correct: 450,000 = 4.5 × 10⁵

4. Misinterpreting Negative Exponents

A negative exponent does not mean the number is negative; it means the number is a fraction less than 1.

Incorrect: 4.5 × 10⁻³ = -0.0045 (The number is not negative, just small)
Correct: 4.5 × 10⁻³ = 0.0045

Operations with Scientific Notation

Scientific notation makes it easier to perform mathematical operations on very large or very small numbers. Below are the rules and techniques for addition, subtraction, multiplication, and division when working with scientific notation.

Addition and Subtraction Rules

To add or subtract numbers in scientific notation, the exponents must be the same. Follow these steps:

  1. If the exponents are different, adjust one of the numbers so both have the same exponent.
  2. Add or subtract the coefficients.
  3. Keep the exponent unchanged.
  4. Convert the result back to proper scientific notation if necessary.

Example 1: Adding Numbers with the Same Exponent

(3.2 × 104) + (4.5 × 104)

  • Since the exponents are the same, add the coefficients: 3.2 + 4.5 = 7.7
  • Keep the exponent: 7.7 × 104

Example 2: Adding Numbers with Different Exponents

(2.5 × 105) + (3.6 × 104)

  • Convert 3.6 × 10⁴ to 0.36 × 10⁵ (by shifting the decimal one place left).
  • Add the coefficients: 2.5 + 0.36 = 2.86
  • Keep the exponent: 2.86 × 105

Example 3: Subtracting Numbers

(5.4 × 106) - (2.1 × 106)

  • Since the exponents are the same, subtract the coefficients: 5.4 - 2.1 = 3.3
  • Keep the exponent: 3.3 × 106

Multiplication and Division Techniques

Multiplication

To multiply numbers in scientific notation, follow these steps:

  1. Multiply the coefficients.
  2. Add the exponents.
  3. Adjust the result if necessary to keep the coefficient between 1 and 10.

Example 1: Multiplying Numbers

(2 × 103) × (4 × 105)

  • Multiply the coefficients: 2 × 4 = 8
  • Add the exponents: 3 + 5 = 8
  • Result: 8 × 108

Example 2: Adjusting the Coefficient

(3.5 × 102) × (2 × 103)

  • Multiply the coefficients: 3.5 × 2 = 7.0
  • Add the exponents: 2 + 3 = 5
  • Result: 7.0 × 105

Division

To divide numbers in scientific notation, follow these steps:

  1. Divide the coefficients.
  2. Subtract the exponents.
  3. Adjust the result to ensure the coefficient is between 1 and 10.

Example 1: Dividing Numbers

(6 × 108) ÷ (3 × 104)

  • Divide the coefficients: 6 ÷ 3 = 2
  • Subtract the exponents: 8 - 4 = 4
  • Result: 2 × 104

Example 2: Adjusting the Coefficient

(9 × 105) ÷ (2 × 102)

  • Divide the coefficients: 9 ÷ 2 = 4.5
  • Subtract the exponents: 5 - 2 = 3
  • Result: 4.5 × 103

Working with Exponents

Raising Scientific Notation to a Power

To raise a number in scientific notation to a power, follow these steps:

  1. Raise the coefficient to the power.
  2. Multiply the exponent by the power.

Example 1: Squaring a Number

(3 × 104

  • Square the coefficient: 3² = 9
  • Multiply the exponent: 4 × 2 = 8
  • Result: 9 × 108

Example 2: Cubing a Number

(2 × 103

  • Cube the coefficient: 2³ = 8
  • Multiply the exponent: 3 × 3 = 9
  • Result: 8 × 109

Taking the Square Root

To find the square root of a number in scientific notation:

  1. Take the square root of the coefficient.
  2. Divide the exponent by 2.

Example: Square Root of a Number

√(4 × 106)

  • Square root of 4 = 2
  • Divide the exponent by 2: 6 ÷ 2 = 3
  • Result: 2 × 103

Real-World Applications of Scientific Notation

Scientific notation is widely used in various fields where extremely large or small numbers need to be expressed in a manageable way. Below are some key areas where scientific notation plays a crucial role.

Scientific Research and Astronomy

Scientific notation is essential in scientific research, especially in fields like physics, chemistry, and astronomy, where measurements often involve extremely large or small values.

Astronomy

The universe contains objects that are millions or even billions of kilometers away. Scientific notation makes it easier to express these vast distances.

  • Distance from Earth to the Sun: 149,600,000 km = 1.496 × 108 km
  • Diameter of the Milky Way: 1,000,000,000,000,000,000 km = 1 × 1018 km
  • Mass of the Sun: 1,989,000,000,000,000,000,000,000,000,000 kg = 1.989 × 1030 kg

Physics

Many fundamental constants in physics are expressed in scientific notation because of their extreme values.

  • Speed of light: 299,792,458 m/s = 3.0 × 108 m/s
  • Mass of an electron: 0.0000000000000000000000000000009109 kg = 9.109 × 10-31 kg
  • Planck’s constant: 0.0000000000000000000000000000000006626 J·s = 6.626 × 10-34 J·s

Chemistry

In chemistry, scientific notation is used to express atomic and molecular measurements.

  • Avogadro’s number: 602,200,000,000,000,000,000,000 molecules/mole = 6.022 × 1023
  • Radius of a hydrogen atom: 0.0000000000529 m = 5.29 × 10-11 m

Engineering and Technology

Scientific notation is commonly used in engineering and technology to handle large and small numbers efficiently.

Electrical Engineering

  • Resistance of electrical circuits: Measured in ohms (Ω), values can range from milliohms (10-3 Ω) to megaohms (106 Ω).
  • Capacitance of capacitors: Often measured in microfarads (10-6 F) or nanofarads (10-9 F).
  • Frequency of radio waves: AM radio waves range from 530,000 Hz to 1,700,000 Hz, or 5.3 × 105 to 1.7 × 106 Hz.

Mechanical Engineering

  • Nanotechnology: Scientists measure in nanometers (10-9 m) and even picometers (10-12 m).
  • Engine power: Jet engines can produce thrusts of up to 500,000 Newtons = 5 × 105 N.

Computer Science and Data Storage

  • Data sizes: Large amounts of data are measured in gigabytes (109 bytes), terabytes (1012 bytes), and petabytes (1015 bytes).
  • Processing speeds: Modern processors operate in gigahertz (GHz), or 109 Hz.

Everyday Use in Measurements

Scientific notation is not just for scientists and engineers—it appears in everyday life as well.

Medicine and Health

  • Bacteria and viruses: A single bacterium can be 0.000002 meters long = 2 × 10-6 m.
  • DNA strands: A human DNA strand is about 2 nanometers wide = 2 × 10-9 m.
  • Dosages: Some medicines require doses in micrograms (10-6 g).

Economics and Finance

  • National debt: The U.S. national debt is over 30 trillion dollars = 3 × 1013 dollars.
  • Stock market values: The total market capitalization of major stock exchanges can reach 7 × 1012 dollars.

Environmental Science

  • Carbon dioxide levels: The concentration of CO₂ in the atmosphere is about 0.000420 = 4.2 × 10-4.
  • Ocean water volume: The world's oceans contain approximately 1.332 billion cubic kilometers of water = 1.332 × 109 km³.

Practice Problems and Solutions

Practicing scientific notation helps improve understanding and accuracy in performing calculations. Below are exercises covering simple conversions, arithmetic operations, and real-world word problems.

Simple Conversions

Convert the following numbers to scientific notation:

  1. 1,200,000
  2. 0.000056
  3. 9,870,000,000
  4. 0.000000032
  5. 72,500

Solutions:

  • 1,200,000 = 1.2 × 106
  • 0.000056 = 5.6 × 10-5
  • 9,870,000,000 = 9.87 × 109
  • 0.000000032 = 3.2 × 10-8
  • 72,500 = 7.25 × 104

Arithmetic Operations

Perform the following operations using scientific notation:

Addition and Subtraction

  1. (3.5 × 106) + (4.2 × 106)
  2. (7.8 × 105) - (3.1 × 105)

Solutions:

  • (3.5 × 106) + (4.2 × 106) = 7.7 × 106
  • (7.8 × 105) - (3.1 × 105) = 4.7 × 105

Multiplication

  1. (2 × 104) × (3 × 105)
  2. (5.1 × 10-3) × (4 × 102)

Solutions:

  • (2 × 104) × (3 × 105) = (2 × 3) × 104+5 = 6 × 109
  • (5.1 × 10-3) × (4 × 102) = (5.1 × 4) × 10-3+2 = 20.4 × 10-1 = 2.04 × 100 = 2.04

Division

  1. (6 × 108) ÷ (2 × 104)
  2. (9 × 10-5) ÷ (3 × 10-2)

Solutions:

  • (6 × 108) ÷ (2 × 104) = (6 ÷ 2) × 108-4 = 3 × 104
  • (9 × 10-5) ÷ (3 × 10-2) = (9 ÷ 3) × 10-5+2 = 3 × 10-3

Word Problems for Practical Understanding

Problem 1: Distance in Space

The distance from Earth to Mars is about 225,000,000 km. Express this distance in scientific notation.

Solution:

225,000,000 km = 2.25 × 108 km

Problem 2: Microscopic Measurements

A bacteria cell is about 0.000002 meters long. Write this number in scientific notation.

Solution:

0.000002 meters = 2 × 10-6 meters

Problem 3: Money and Economics

The U.S. national debt is approximately 31 trillion dollars. Express this in scientific notation.

Solution:

31 trillion = 31,000,000,000,000 = 3.1 × 1013

Problem 4: Speed of Light

The speed of light is 299,792,458 meters per second. Write this number in scientific notation.

Solution:

299,792,458 m/s = 3.0 × 108 m/s

Problem 5: Population Estimates

The estimated population of Earth is about 7,900,000,000 people. Convert this to scientific notation.

Solution:

7,900,000,000 = 7.9 × 109

Common Pitfalls and How to Avoid Them

When working with scientific notation, certain mistakes can lead to incorrect calculations or misinterpretation of numbers. Below are some of the most common pitfalls and how to avoid them.

Misplacing the Decimal Point

A common mistake when converting numbers to scientific notation is placing the decimal point incorrectly, leading to the wrong coefficient or exponent.

How to Avoid It:

  • Always ensure the coefficient is between 1 and 10.
  • Count the number of places the decimal is moved carefully.
  • If moving the decimal to the left, the exponent should be positive; if moving to the right, the exponent should be negative.

Example:

Convert 560,000 to scientific notation.

  • Incorrect: 56 × 104 (Coefficient is not between 1 and 10)
  • Correct: 5.6 × 105

Example:

Convert 0.00078 to scientific notation.

  • Incorrect: 78 × 10-5 (Coefficient is not between 1 and 10)
  • Correct: 7.8 × 10-4

Incorrect Use of Exponents

Another frequent mistake is using the wrong exponent when multiplying, dividing, or converting numbers.

How to Avoid It:

  • When multiplying, add the exponents.
  • When dividing, subtract the exponents.
  • When raising to a power, multiply the exponent by the power.

Example: Multiplication

(2 × 103) × (4 × 105)

  • Incorrect: 8 × 106 (Exponents added incorrectly)
  • Correct: (2 × 4) × 103+5 = 8 × 108

Example: Division

(9 × 107) ÷ (3 × 104)

  • Incorrect: 3 × 1011 (Exponents were added instead of subtracted)
  • Correct: (9 ÷ 3) × 107-4 = 3 × 103

Example: Raising to a Power

(5 × 102

  • Incorrect: 25 × 102 (Exponent was not multiplied by 2)
  • Correct: (5²) × 102×2 = 25 × 104

Rounding Errors

When working with scientific notation, rounding incorrectly can lead to significant errors in calculations.

How to Avoid It:

  • Follow proper rounding rules: If the digit after the last significant figure is 5 or more, round up.
  • Keep only the necessary number of significant figures based on the given data.
  • When adding or subtracting, round to the least precise decimal place.

Example: Rounding Too Early

Calculate (3.567 × 104) + (1.245 × 104).

  • Incorrect: Rounding each number first: 3.57 × 104 + 1.25 × 104 = 4.82 × 104
  • Correct: Add first: 3.567 + 1.245 = 4.812 → 4.81 × 104

Example: Incorrect Rounding

Convert 6,543,000 to scientific notation with 3 significant figures.

  • Incorrect: 6.54 × 106 (Should round up since the next digit is 3)
  • Correct: 6.54 × 106

Advanced Concepts in Scientific Notation

Beyond basic operations, scientific notation is useful for comparing numbers, using calculators efficiently, and working with logarithms. These advanced concepts help in scientific analysis and complex calculations.

Comparing and Ordering Numbers in Scientific Notation

To compare and order numbers written in scientific notation, follow these steps:

  1. Compare the exponents first: The larger exponent indicates the larger number.
  2. If the exponents are the same, compare the coefficients.
  3. Arrange the numbers from smallest to largest or vice versa.

Example 1: Comparing Numbers

Which is larger: 3.5 × 107 or 6.1 × 106?

  • Compare the exponents: 107 is greater than 106, so 3.5 × 107 is larger.

Example 2: Ordering Numbers

Arrange in ascending order: 4.2 × 105, 6.7 × 107, 2.1 × 106.

  • Compare the exponents: 105, 106, 107.
  • Smallest to largest: 4.2 × 105, 2.1 × 106, 6.7 × 107.

Using Scientific Notation in Calculators

Most scientific calculators allow calculations with scientific notation directly. Here’s how to use them:

Entering Scientific Notation

Instead of typing 3.2 × 105, use the "EXP" or "EE" button:

  • Press 3.2
  • Press EXP or EE
  • Press 5
  • The display should show 3.2E5

Performing Operations

Multiplication:

Calculate (2.5 × 104) × (3 × 103)

  • Enter 2.5EXP4
  • Press ×
  • Enter 3EXP3
  • Press = → Answer: 7.5 × 107

Division:

Calculate (8 × 106) ÷ (2 × 103)

  • Enter 8EXP6
  • Press ÷
  • Enter 2EXP3
  • Press = → Answer: 4 × 103

Scientific Mode on Calculators

Many calculators have a "SCI" mode, which automatically converts numbers into scientific notation. To enable:

  • Press the MODE button.
  • Select SCI (Scientific Mode).
  • Numbers will now be displayed in scientific notation.

Logarithms and Scientific Notation

Logarithms help express large numbers more compactly and simplify multiplication and division.

Using Logarithms to Express Large Numbers

Instead of writing 1.0 × 109, we can express it as log(1.0 × 109) = 9.

Logarithm Rules for Scientific Notation

If a number is in the form a × 10n, its logarithm follows:

  • log(a × 10n) = log(a) + n

Example 1: Logarithm of a Number in Scientific Notation

Find log(3 × 105).

  • log(3 × 105) = log(3) + log(105)
  • log(3) ≈ 0.477, log(105) = 5
  • Final result: 5.477

Example 2: Multiplication Using Logarithms

Calculate (2 × 103) × (5 × 106) using logarithms.

  • log(2 × 103) = log(2) + 3 = 0.301 + 3 = 3.301
  • log(5 × 106) = log(5) + 6 = 0.699 + 6 = 6.699
  • Add the logs: 3.301 + 6.699 = 10.000
  • Convert back: 1010 = 1.0 × 1010

Final Thoughts and Summary

Scientific notation is a powerful mathematical tool that simplifies working with extremely large or small numbers. Whether you are dealing with astronomical distances, microscopic measurements, or financial calculations, scientific notation makes numbers more manageable and calculations more efficient.

Key Takeaways

  • Definition: Scientific notation expresses numbers in the form a × 10n, where a is between 1 and 10, and n is an exponent of 10.
  • Conversions: Large numbers require a positive exponent, and small numbers require a negative exponent.
  • Operations: When multiplying, add exponents; when dividing, subtract exponents.
  • Practical Applications: Used in fields like astronomy, engineering, medicine, and finance.
  • Common Pitfalls: Misplacing the decimal point, incorrect exponent use, and rounding errors.
  • Advanced Concepts: Scientific notation is useful for comparing numbers, logarithmic calculations, and using calculators efficiently.

Further Learning Resources

To deepen your understanding, consider exploring:

  • Mathematical textbooks on exponents and scientific notation.
  • Online courses and video tutorials on applied mathematics.
  • Scientific calculators and software that use scientific notation.

FAQs About Scientific Notation

Q: Why do we use scientific notation?

A: Scientific notation makes it easier to read, write, and compute extremely large or small numbers in scientific and engineering applications.

Q: How do I enter scientific notation on a calculator?

A: Use the EXP or EE button instead of typing "× 10^". For example, 3.2 × 10⁵ is entered as 3.2 EXP 5.

Q: Can scientific notation be used for negative numbers?

A: Yes, the coefficient can be negative. For example, -4.2 × 10³ represents -4200.

Q: What if my scientific notation result has a coefficient greater than 10?

A: Adjust it to keep the coefficient between 1 and 10. Example: 12 × 10² should be rewritten as 1.2 × 10³.

Final Words

Mastering scientific notation is a valuable skill that enhances mathematical literacy and problem-solving abilities. With regular practice and real-world applications, you can confidently work with complex numerical data in various fields.

References

  • Calculus: Early Transcendentals - James Stewart (2015), Cengage Learning
  • Introductory and Intermediate Algebra - Robert Blitzer (2017), Pearson
  • Fundamentals of Physics - David Halliday, Robert Resnick, Jearl Walker (2018), Wiley
  • Introduction to Linear Algebra - Gilbert Strang (2016), Wellesley-Cambridge Press
  • Physics for Scientists and Engineers - Raymond A. Serway, John W. Jewett (2019), Cengage Learning
  • Linear Algebra and Its Applications - David C. Lay (2020), Pearson