diff --git a/maths/bisection_method.ts b/maths/bisection_method.ts new file mode 100644 index 00000000..2788570c --- /dev/null +++ b/maths/bisection_method.ts @@ -0,0 +1,39 @@ +/** + * @description Bisection method is a root-finding method that applies to any continuous function for which one knows two values with opposite signs. + * @param {number} a - The first value + * @param {number} b - The second value + * @param {number} e - The error value + * @param {Function} f - The function + * @return {number} - The root of the function + * @see [BisectionMethod](https://en.wikipedia.org/wiki/Bisection_method) + * @example bisectionMethod(1, 2, 0.01, (x) => x**2 - 2) = 1.4140625 + * @example bisectionMethod(1, 2, 0.01, (x) => x**2 - 3) = 1.732421875 + */ + +export const bisectionMethod = ( + a: number, + b: number, + e: number, + f: Function +): number => { + if (e <= 0) { + throw new Error('Error threshold must be positive') + } + + if (f(a) * f(b) >= 0) { + throw new Error('f(a) and f(b) should have opposite signs') + } + + let c = a + while (Math.abs(b - a) / 2 >= e) { + c = (a + b) / 2 + if (Math.abs(f(c)) < 1e-9) { + break + } else if (f(c) * f(a) < 0) { + b = c + } else { + a = c + } + } + return c +} diff --git a/maths/decimal_convert.ts b/maths/decimal_convert.ts new file mode 100644 index 00000000..85210ba7 --- /dev/null +++ b/maths/decimal_convert.ts @@ -0,0 +1,18 @@ +/** + * @description Convert the binary to decimal. + * @param {string} binary - The input binary + * @return {number} - Decimal of binary. + * @see [DecimalConvert](https://www.programiz.com/javascript/examples/binary-decimal) + * @example decimalConvert("1100") = 12 + */ + +export const decimalConvert = (binary: string): number => { + let decimal = 0 + let binaryArr = binary.split('').reverse() + + for (let i = 0; i < binaryArr.length; i++) { + decimal += parseInt(binaryArr[i]) * Math.pow(2, i) + } + + return decimal +} diff --git a/maths/euler_method.ts b/maths/euler_method.ts new file mode 100644 index 00000000..91164ae8 --- /dev/null +++ b/maths/euler_method.ts @@ -0,0 +1,38 @@ +/** + * @description Euler's method is a first-order numerical procedure for solving ordinary differential equations (ODEs) with a given initial value. + * @param {number} x0 - The initial value of x + * @param {number} y0 - The initial value of y + * @param {number} h - The step size + * @param {number} n - The number of iterations + * @param {Function} f - The function + * @return {number} - The value of y at x + * @see [EulerMethod](https://en.wikipedia.org/wiki/Euler_method) + * @example eulerMethod(0, 1, 0.1, 10, (x, y) => x + y) = 2.5937424601 + * @example eulerMethod(0, 1, 0.1, 10, (x, y) => x * y) = 1.7715614317 + */ + +export const eulerMethod = ( + x0: number, + y0: number, + h: number, + n: number, + f: Function +): number => { + if (typeof f !== 'function') { + throw new Error('f must be a function') + } + + if (n < 0) { + throw new Error('Number of iterations must be non-negative') + } + + let x = x0 + let y = y0 + + for (let i = 0; i < n; i++) { + y = y + h * f(x, y) + x = x + h + } + + return y +} diff --git a/maths/test/bisection_method.test.ts b/maths/test/bisection_method.test.ts new file mode 100644 index 00000000..fb78d756 --- /dev/null +++ b/maths/test/bisection_method.test.ts @@ -0,0 +1,28 @@ +import { bisectionMethod } from '../bisection_method' + +describe('bisectionMethod', () => { + it('should find the root of f(x) = x^2 - 3 between [1, 2]', () => { + const result = bisectionMethod(1, 2, 0.001, (x: number) => x ** 2 - 3) + expect(result).toBeCloseTo(1.732, 3) + }) + + it('should find the root of f(x) = x^3 - x - 2 between [1, 2]', () => { + const result = bisectionMethod(1, 2, 0.001, (x: number) => x ** 3 - x - 2) + expect(result).toBeCloseTo(1.521, 3) + }) + + it('should find the root of f(x) = x^2 + x - 6 between [1, 3]', () => { + const result = bisectionMethod(1, 3, 0.001, (x: number) => x ** 2 + x - 6) + expect(result).toBeCloseTo(2, 3) + }) + + it('should find the root of f(x) = cos(x) - x between [0, 1]', () => { + const result = bisectionMethod(0, 1, 0.001, (x: number) => Math.cos(x) - x) + expect(result).toBeCloseTo(0.739, 2) + }) + + it('should find the root of f(x) = e^x - 3 between [0, 2]', () => { + const result = bisectionMethod(0, 2, 0.001, (x: number) => Math.exp(x) - 3) + expect(result).toBeCloseTo(1.099, 2) + }) +}) diff --git a/maths/test/decimal_convert.test.ts b/maths/test/decimal_convert.test.ts new file mode 100644 index 00000000..c21fadea --- /dev/null +++ b/maths/test/decimal_convert.test.ts @@ -0,0 +1,31 @@ +import { decimalConvert } from '../decimal_convert' + +describe('decimalConvert', () => { + it('should convert "1100" to 12', () => { + expect(decimalConvert('1100')).toBe(12) + }) + + it('should convert "1110" to 14', () => { + expect(decimalConvert('1110')).toBe(14) + }) + + it('should convert "0" to 0', () => { + expect(decimalConvert('0')).toBe(0) + }) + + it('should convert "1" to 1', () => { + expect(decimalConvert('1')).toBe(1) + }) + + it('should convert "101" to 5', () => { + expect(decimalConvert('101')).toBe(5) + }) + + it('should handle an empty string by returning 0', () => { + expect(decimalConvert('')).toBe(0) + }) + + it('should convert a binary string with leading zeros "0001" to 1', () => { + expect(decimalConvert('0001')).toBe(1) + }) +}) diff --git a/maths/test/euler_method.test.ts b/maths/test/euler_method.test.ts new file mode 100644 index 00000000..f833757b --- /dev/null +++ b/maths/test/euler_method.test.ts @@ -0,0 +1,42 @@ +import { eulerMethod } from '../euler_method' + +describe('eulerMethod', () => { + it('should compute y for dy/dx = y with y(0) = 1 at x = 1', () => { + const result = eulerMethod(0, 1, 0.1, 10, (x: number, y: number) => y) + expect(result).toBeCloseTo(2.59374, 5) + }) + + it('should compute y for dy/dx = -2y with y(0) = 1 at x = 1', () => { + const result = eulerMethod(0, 1, 0.1, 10, (x: number, y: number) => -2 * y) + const expectedResult = 1 * Math.pow(0.8, 10) + expect(result).toBeCloseTo(expectedResult, 5) + }) + + it('should compute y for dy/dx = x with y(0) = 0 at x = 1', () => { + const result = eulerMethod(0, 0, 0.1, 10, (x: number, y: number) => x) + expect(result).toBeCloseTo(0.45, 2) + }) + + it('should compute y for dy/dx = x + y with y(0) = 1 at x = 0.5', () => { + const h = 0.1 + const n = 5 + const result = eulerMethod(0, 1, h, n, (x: number, y: number) => x + y) + expect(result).toBeCloseTo(1.72102, 5) + }) + + it('should compute y for dy/dx = x^2 with y(0) = 0 at x = 1', () => { + const result = eulerMethod(0, 0, 0.2, 5, (x: number, y: number) => x ** 2) + expect(result).toBeCloseTo(0.24, 3) + }) + + it('should handle negative step size for dy/dx = y with y(1) = e', () => { + const result = eulerMethod( + 1, + Math.E, + -0.001, + 1000, + (x: number, y: number) => y + ) + expect(result).toBeCloseTo(1, 2) + }) +}) pFad - Phonifier reborn

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