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Эх сурвалжийг харах

Updated brl.vector documentation.

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+BlitzMax provides a set of vector structs for working with 2D, 3D, and 4D coordinates. These
+structs come in three variations for each dimension: #Double ( #SVec2D, #SVec3D, #SVec4D), 
+#Float ( #SVec2F, #SVec3F, #SVec4F), and #Int ( #SVec2I, #SVec3I, #SVec4I).
+The choice of struct depends on the precision and coordinate system you require for your application.
+
+Vectors are used to represent positions, directions, and magnitudes in coordinate systems.
+
+## 2D Vectors
+2D vectors are represented by the #SVec2D, #SVec2F, and #SVec2I structs, each catering to
+different data types: #Double, #Float, and #Int, respectively. These structs consist of two
+components, x and y, which correspond to the horizontal and vertical coordinates in a 2D space.
+They are commonly used in 2D games, graphical applications, and geometric calculations.
+
+### 2D Games
+In 2D games, vectors play an essential role in various aspects of game development,
+providing a powerful and efficient way to handle mathematical operations related to game
+objects such as characters, projectiles, and other interactive elements.
+
+**Positions** : Vectors are used to represent the position of game objects in a 2D space.
+The x and y components of the vector store the object's coordinates, which define its location
+on the screen. By manipulating these coordinates, game objects can be moved, placed, or
+arranged in relation to other objects and the game environment.
+
+In this example, the playerPos and targetPos are 2D vectors ( #SVec2F) representing the positions of
+the player object and the target object. The player object is moved by manipulating the x and y
+components of the playerPos vector based on the arrow keys pressed. We also check if the player
+object has reached the target object by calculating the distance between their positions using the
+#DistanceTo method. If the player reaches the target, the target object is moved to a new random position
+on the screen.
+
+```blitzmax
+SuperStrict
+
+Framework sdl.sdlrendermax2d
+Import brl.random
+
+Graphics 800, 600, 0
+
+Local playerPos:SVec2F = New SVec2F(400, 300)
+Local targetPos:SVec2F = New SVec2F(Rand(50, 750), Rand(50, 550))
+
+While Not KeyHit(KEY_ESCAPE)
+    Cls
+
+	Local x:Float = playerPos.x
+	Local y:Float = playerPos.y
+
+    ' Update player position using arrow keys
+    If KeyDown(KEY_LEFT) Then x :- 5
+    If KeyDown(KEY_RIGHT) Then x :+ 5
+    If KeyDown(KEY_UP) Then y :- 5
+    If KeyDown(KEY_DOWN) Then y :+ 5
+
+    ' Set playerPos with updated coordinates.
+	playerPos = New SVec2F(x, y)
+
+    ' Draw player
+    SetColor 0, 255, 0
+    DrawOval(playerPos.x - 10, playerPos.y - 10, 20, 20)
+
+    ' Draw target
+    SetColor 255, 0, 0
+    DrawOval(targetPos.x - 5, targetPos.y - 5, 10, 10)
+
+    ' Check if player reached the target
+    If playerPos.DistanceTo(targetPos) < 15
+        ' Move target to a new random position
+        targetPos = New SVec2F(Rand(50, 750), Rand(50, 550))
+    EndIf
+
+    Flip
+Wend
+```
+
+**Velocities and Accelerations** : Vectors can represent not only positions but also
+velocities and accelerations. In this context, the x and y components of the vector
+indicate the rate of change of an object's position or velocity, respectively. By adding
+velocity vectors to position vectors, game developers can create smooth and realistic motion
+for characters and other moving objects. Similarly, acceleration vectors can be used to simulate
+the effects of gravity, friction, and other forces on the motion of game objects.
+
+In this example, the `ballPos`, `ballVel`, and ballAcc are 2D vectors ( #SVec2F) representing the ball's position,
+velocity, and acceleration. We update the ball's position and velocity based on the acceleration
+(gravity) and time elapsed (`deltaTime`). When the ball hits the floor, we reverse its vertical
+velocity and apply a bounce coefficient to simulate the loss of energy during the bounce.
+
+```blitzmax
+SuperStrict
+
+Framework SDL.SDLRenderMax2D
+
+Graphics 800, 600, 0
+
+Local ballPos:SVec2F = New SVec2F(400, 100)
+Local ballVel:SVec2F = New SVec2F(0, 0)
+Local ballAcc:SVec2F = New SVec2F(0, 9.81) ' Gravity
+Local ballRadius:Float = 20
+Local floorY:Float = 550
+Local deltaTime:Float = 1.0 / 60.0
+Local bounceCoefficient:Float = 0.8
+
+While Not KeyHit(KEY_ESCAPE)
+    Cls
+
+    ' Update ball velocity and position using acceleration and deltaTime
+    ballVel = ballVel + (ballAcc * deltaTime)
+    ballPos = ballPos + (ballVel * deltaTime)
+
+    ' Bounce the ball off the floor
+    If ballPos.y + ballRadius > floorY And ballVel.y > 0
+		ballVel = New SVec2F(ballVel.x, -ballVel.y * bounceCoefficient)
+		ballPos = New SVec2F(ballPos.x, floorY - ballRadius)
+    EndIf
+
+    ' Draw ball
+    SetColor 0, 255, 0
+    DrawOval(ballPos.x - ballRadius, ballPos.y - ballRadius, ballRadius * 2, ballRadius * 2)
+
+    ' Draw floor
+    SetColor 255, 255, 255
+    DrawLine(0, floorY, 800, floorY)
+
+    Flip
+Wend
+```
+
+**Collision Detection and Resolution** : Vectors are crucial in detecting and resolving collisions
+between game objects. By comparing the positions and sizes of objects, developers can identify when
+two objects are overlapping or in close proximity, triggering a collision event. Vectors can also
+be used to calculate the response of objects upon collision, such as bouncing, sliding, or sticking
+together. This is achieved by reflecting or altering the velocity vectors of the colliding objects
+based on their properties, such as mass, elasticity, and friction.
+
+**Distances and Angles** : Vectors can be used to calculate distances and angles between objects,
+which is useful for various game mechanics, such as determining the line of sight for a character
+or measuring the range of a weapon. By subtracting the position vectors of two objects, developers
+can find the vector connecting them and calculate its length to obtain the distance between them.
+Additionally, the dot product and other vector operations can be used to determine the angle between
+two vectors, which is helpful for calculating relative orientations or aiming projectiles.
+
+In this example, the `characterPos` and `targetPos` are 2D vectors ( #SVec2F) representing the
+character's and target's positions. We calculate the connecting vector by subtracting the
+character's position from the target's position. We then use the `Length()` method to find the
+distance between them and the #ATan2() function to calculate the angle. The distance and angle
+are displayed on the screen.
+
+```blitzmax
+SuperStrict
+
+Framework SDL.SDLRenderMax2D
+Import BRL.Math
+
+Graphics 800, 600, 0
+
+Local characterPos:SVec2F = New SVec2F(100, 300)
+Local targetPos:SVec2F = New SVec2F(700, 400)
+Local distance:Float
+Local angle:Float
+
+While Not KeyHit(KEY_ESCAPE)
+    Cls
+
+    ' Calculate the vector connecting the character and the target
+    Local connectingVector:SVec2F = targetPos - characterPos
+
+    ' Calculate the distance between the character and the target
+    distance = connectingVector.Length()
+
+    ' Calculate the angle between the character and the target
+    angle = ATan2(connectingVector.y, connectingVector.x)
+
+    ' Draw character
+    SetColor 255, 0, 0
+    DrawOval(characterPos.x - 10, characterPos.y - 10, 20, 20)
+
+    ' Draw target
+    SetColor 0, 255, 0
+    DrawOval(targetPos.x - 10, targetPos.y - 10, 20, 20)
+
+    ' Draw aiming line
+    SetColor 255, 255, 255
+    DrawLine(characterPos.x, characterPos.y, targetPos.x, targetPos.y)
+
+    ' Display distance and angle
+    SetColor 255, 255, 255
+    DrawText("Distance: " + distance, 10, 10)
+    DrawText("Angle: " + angle, 10, 30)
+
+    Flip
+Wend
+```
+
+In summary, 2D vectors are indispensable tools in game development, providing an efficient and
+flexible way to handle a wide range of mathematical operations related to game objects and their
+interactions within the game world.
+
+### Graphical Applications
+
+In graphical applications, 2D vectors play a vital role in representing and manipulating various
+elements in a coordinate system. They enable developers to perform operations such as translation,
+rotation, and scaling, which are essential for rendering and adjusting graphics on the screen.
+
+**Points** : 2D vectors are used to represent points in a coordinate system, where the x and y
+components store the horizontal and vertical coordinates, respectively. Points are fundamental
+building blocks in graphical applications, as they define the vertices of lines, polygons, and other shapes.
+
+**Lines and Shapes** : By connecting points using vectors, developers can create lines, curves,
+and shapes in a graphical application. Vectors are used to store the vertices of these shapes
+and calculate properties such as their lengths, areas, and perimeters. Additionally, vector operations
+can be applied to determine intersections, containments, and other spatial relationships between different shapes.
+
+In this example, we define a function `CalculateLineLength` that takes two 2D points ( #SVec2D) as
+input, representing the start and end points of a line segment. The function calculates the
+connecting vector between the two points and returns its length. 
+
+```blitzmax
+SuperStrict
+
+Framework BRL.StandardIO
+Import BRL.Vector
+
+Local startPoint:SVec2D = New SVec2D(100, 300)
+Local endPoint:SVec2D = New SVec2D(700, 400)
+
+Local lineLength:Double = CalculateLineLength(startPoint, endPoint)
+
+Print "Line length: " + lineLength
+
+Function CalculateLineLength:Double(p1:SVec2D, p2:SVec2D)
+	Local connectingVector:SVec2D = p2 - p1
+	Return connectingVector.Length()
+End Function
+```
+
+**Translation** : Translation is the process of moving a shape or a group of shapes from one location
+to another within the coordinate system. By adding a translation vector to the position vectors of
+the shape's vertices, developers can shift the shape by a specified amount in both horizontal and
+vertical directions. This operation is essential for animating objects, panning scenes, or aligning
+graphical elements.
+
+**Rotation** : Rotation is the process of rotating a shape or a group of shapes around a specific
+point in the coordinate system. By applying a rotation matrix, which can be derived from trigonometric
+functions or complex numbers, to the position vectors of the shape's vertices, developers can rotate
+the shape by a given angle. This operation is useful for creating effects such as spinning objects,
+rotating scenes, or adjusting the orientation of graphical elements.
+
+**Scaling** : Scaling is the process of resizing a shape or a group of shapes by a specified factor in
+the coordinate system. By multiplying the position vectors of the shape's vertices by a scaling vector,
+developers can uniformly or non-uniformly scale the shape in horizontal and vertical directions. This
+operation is crucial for zooming in and out, resizing objects, or adapting graphical elements to different
+screen resolutions or aspect ratios.
+
+In conclusion, 2D vectors are essential in graphical applications, providing a robust and efficient way
+to represent and manipulate various elements within a coordinate system. They enable developers to perform
+operations such as translation, rotation, and scaling, which are crucial for rendering and adjusting
+graphics on the screen.
+
+### Geometric Calculations
+
+Geometric calculations play an essential role in numerous fields, including computer graphics, physics
+simulations, and engineering applications. 2D vectors are invaluable tools for solving problems related
+to distances, intersections, and areas of shapes, as well as performing linear algebra operations like
+dot products and matrix multiplications.
+
+**Distances** : Calculating distances between points, lines, and shapes is a common task in geometry.
+Using 2D vectors, developers can determine the distance between two points by finding the length of the
+vector representing the difference between their position vectors. Distances from points to lines or other
+shapes can also be computed using vector operations, such as projections and dot products.
+
+**Intersections** : Detecting intersections between lines, rays, and shapes is essential for various
+applications, including collision detection in games and ray tracing in computer graphics. Using 2D vectors,
+developers can apply algebraic and geometric techniques to determine if and where two elements intersect.
+For example, the intersection point of two lines can be found by solving a system of linear equations formed
+by their parametric equations, which are derived from their direction vectors.
+
+In this example, we define a `TLine` type that stores the start and end points of a line segment.
+The function `CalculateIntersection` takes two TLine objects as input and calculates their intersection
+point, if it exists. If the lines are parallel, the function returns #False.
+
+```blitzmax
+SuperStrict
+
+Framework BRL.StandardIO
+Import BRL.Vector
+
+Local line1:TLine = New TLine(New SVec2D(100, 100), New SVec2D(700, 400))
+Local line2:TLine = New TLine(New SVec2D(400, 100), New SVec2D(200, 600))
+
+Local intersection:SVec2D
+Local result:Int = CalculateIntersection(line1, line2, intersection)
+
+If result Then
+	Print "Intersection point: " + intersection.ToString()
+Else
+	Print "Lines are parallel, no intersection"
+End If
+
+Type TLine
+	Field startPoint:SVec2D
+	Field endPoint:SVec2D
+	
+	Method New(startPoint:SVec2D, endPoint:SVec2D)
+		self.startPoint = startPoint
+		self.endPoint = endPoint
+	End Method
+End Type
+
+Function CalculateIntersection:Int(line1:TLine, line2:TLine, intersection:SVec2D Var)
+	Local v1:SVec2D = line1.endPoint - line1.startPoint
+	Local v2:SVec2D = line2.endPoint - line2.startPoint
+	
+	Local crossProduct:Double = v1.x * v2.y - v1.y * v2.x
+	If Abs(crossProduct) < 0.000001 Then
+		Return False ' Lines are parallel
+	End If
+	
+	Local t:Double = ((line1.startPoint.x - line2.startPoint.x) * v2.y - (line1.startPoint.y - line2.startPoint.y) * v2.x) / crossProduct
+	
+	intersection = line1.startPoint + v1 * t
+	Return True
+End Function
+```
+
+**Areas** : Computing the areas of shapes, such as triangles, polygons, and circles, often involves 2D
+vectors. For instance, the area of a triangle can be calculated using the cross product of two of its edge
+vectors, while the area of a polygon can be determined by summing the signed areas of its constituent
+triangles. Additionally, 2D vectors can be used to calculate the moments of inertia and centroids of shapes,
+which are essential properties in mechanics and engineering.
+
+**Dot Products** : The dot product is a fundamental operation in linear algebra that takes two vectors as
+input and returns a scalar value. In the context of 2D vectors, the dot product can be used to determine
+the angle between two vectors, project one vector onto another, or check if two vectors are perpendicular.
+Dot products are widely used in computer graphics for shading calculations and in physics simulations for
+force computations and collision responses.
+
+**Matrix Multiplications** : Matrix multiplication is another essential linear algebra operation that
+involves 2D vectors when dealing with transformations in a two-dimensional space. By multiplying a
+transformation matrix, such as a translation, rotation, or scaling matrix, with a position vector,
+developers can apply the corresponding transformation to a point, line, or shape in the coordinate
+system. Matrix multiplications are fundamental in computer graphics for rendering and animating scenes
+and in physics simulations for updating the positions and orientations of objects.
+
+
+## 3D Vectors
+3D vectors, represented by the #SVec3D, #SVec3F, and #SVec3I structs, have three components:
+x, y, and z, corresponding to coordinates in 3D space. They are essential in various applications,
+including 3D games, computer graphics, physics simulations, and engineering analyses. While some
+of the uses of 3D vectors overlap with those of 2D vectors, they extend to more complex scenarios
+and additional functionality.
+
+**3D Games and Animation** : In 3D games, vectors are crucial for defining the positions, velocities,
+accelerations, and orientations of game objects, such as characters, vehicles, and cameras.
+They also play a vital role in game mechanics like collision detection, pathfinding, and
+physics-based animations. In character animation, 3D vectors are used in skeleton-based systems
+for defining joint positions and rotations, enabling realistic and expressive movements.
+
+In this example, we define a `TGameObject` type with a position and velocity. The `Update` method is
+used to update the game object's position based on its velocity and a given time step (`dt`).
+It demonstrates moving the game object along a simple path using positions and velocities. The
+game object moves towards each point in the pathPoints array and switches
+to the next target when it gets close enough.
+
+```blitzmax
+SuperStrict
+
+Framework BRL.StandardIO
+Import BRL.Vector
+
+Global pathPoints:SVec3D[] = [New SVec3D(0, 0, 0), New SVec3D(5, 10, 0), New SVec3D(10, 5, 0)]
+Global currentTargetIndex:Int = 0
+
+Local gameObject:TGameObject = New TGameObject(pathPoints[currentTargetIndex], New SVec3D(0, 0, 0))
+Local dt:Double = 0.5
+
+For Local i:Int = 1 To 30
+	Local target:SVec3D = pathPoints[currentTargetIndex]
+	Local direction:SVec3D = (target - gameObject.position).Normal()
+	
+	gameObject.velocity = direction * 1.5 ' Set the speed to 1.5 units per step
+	gameObject.Update(dt)
+	
+	Print "Step: " + i + " | " + gameObject.ToString()
+	
+	If gameObject.position.DistanceTo(target) < 0.1 Then ' If the game object is close to the target, switch to the next target
+		currentTargetIndex = (currentTargetIndex + 1) Mod pathPoints.Length
+	End If
+	
+	Delay(200) ' Add a small delay for readability
+Next
+
+Type TGameObject
+	Field position:SVec3D
+	Field velocity:SVec3D
+	
+	Method New(position:SVec3D, velocity:SVec3D)
+		self.position = position
+		self.velocity = velocity
+	End Method
+	
+	Method Update(dt:Double)
+		self.position = self.position + self.velocity * dt
+	End Method
+	
+	Method ToString:String()
+		Return "Position: " + position.ToString() + " | Velocity: " + velocity.ToString()
+	End Method
+End Type
+```
+
+**Computer Graphics** : 3D vectors are the backbone of computer graphics, representing points,
+lines, and polygons in 3D space. They facilitate transformations, such as translation, rotation,
+and scaling, which are vital for rendering 3D models and scenes. In addition, 3D vectors are used
+in lighting calculations and surface shading, enabling the creation of realistic materials and textures.
+
+**Physics Simulations** : In physics simulations, 3D vectors are used to represent quantities like
+force, torque, and momentum. They enable calculations of physical properties, such as the center of
+mass and moments of inertia for rigid bodies. Moreover, 3D vectors are used in numerical methods like
+the Verlet integration and the Runge-Kutta method for simulating the motion of objects under various
+forces and constraints.
+
+This example demonstrates a simple Verlet integration for simulating the motion of a falling particle
+under gravity. The `TParticle` type contains position, previous position, and acceleration.
+The `Integrate` method updates the particle's position using Verlet integration. We create a particle
+and simulate its motion for 100 iterations, printing its position at each step.
+
+```blitzmax
+SuperStrict
+
+Framework brl.standardio
+Import BRL.Vector
+
+Const deltaTime:Float = 0.01
+Const gravity:Float = -9.8
+Const numIterations:Int = 100
+
+Local p:TParticle = New TParticle(New SVec3F(0, 10, 0))
+
+For Local i:Int = 0 To numIterations - 1
+	p.Integrate()
+	Print "Iteration: " + (i + 1) + " Position: " + p.position.ToString()
+Next
+
+Type TParticle
+	Field position:SVec3F
+	Field previousPosition:SVec3F
+	Field acceleration:SVec3F
+	
+	Method New(pos:SVec3F)
+		position = pos
+		previousPosition = pos
+		acceleration = New SVec3F(0, gravity, 0)
+	End Method
+	
+	Method Integrate()
+		Local temp:SVec3F = position
+		position = position * 2 - previousPosition + acceleration * deltaTime * deltaTime
+		previousPosition = temp
+	End Method
+End Type
+```
+
+**Engineering Analyses** : 3D vectors play a significant role in engineering analyses, including structural,
+fluid dynamics, and thermal analyses. They are used to represent stress and strain tensors in structural
+mechanics, velocity and pressure fields in fluid dynamics, and temperature gradients in thermal analyses.
+Additionally, 3D vectors facilitate the visualization and interpretation of complex engineering data,
+like stress distributions and flow patterns.
+
+**Geospatial Applications** : In geospatial applications, 3D vectors are used to represent positions and
+displacements on Earth's surface and in its atmosphere. They facilitate calculations of distances, angles,
+and areas on the curved surface, as well as transformations between various coordinate systems, such as
+geographic, Cartesian, and spherical coordinates.
+
+**Cross Products** : Unlike 2D vectors, 3D vectors have a unique operation called the cross product.
+The cross product takes two input vectors and returns a new vector that is perpendicular to both input
+vectors and has a magnitude proportional to the sine of the angle between them. Cross products are used
+in numerous applications, including calculating surface normals, generating coordinate systems, and
+determining the torque produced by a force.
+
+3D vectors are essential in various applications, extending the functionality of 2D vectors to more complex
+scenarios and additional operations. 
+
+## 4D Vectors
+4D vectors, represented by the #SVec4D, #SVec4F, and #SVec4I structs, have four components: x, y, z,
+and w. While they can indeed represent points in 4D space, their primary use is for homogeneous
+coordinates in 3D graphics, along with other specialized applications.
+
+**Homogeneous Coordinates** : In 3D graphics, 4D vectors are employed to represent homogeneous coordinates,
+which enable affine transformations, such as translation, rotation, scaling, and perspective projection.
+By adding the w component to a 3D point, 4D vectors allow for these transformations to be represented
+by matrix multiplications, simplifying the overall process. Once the transformations are applied, the
+resulting 4D vector can be converted back to a 3D point by dividing the x, y, and z components by
+the w component.
+
+In this example, we define a `TTransformableObject` type with a 4D vector position to represent
+the object's position in homogeneous coordinates. The `ApplyTransformation` method applies a given
+transformation matrix to the object's position using the `Apply` method of #SMat4D. The `Get3DPosition`
+method converts the 4D vector back to a 3D point by dividing the x, y, and z components by the w component.
+
+We create a TransformableObject and use the #SMat4D struct functions `Translation`,
+`Rotation`, and `Scaling` to create translation, rotation, and scaling matrices. We then apply
+these transformations to the object and print its position after each transformation.
+
+```blitzmax
+SuperStrict
+
+Framework BRL.StandardIO
+Import BRL.Vector
+Import BRL.Matrix
+
+Local obj:TTransformableObject = New TTransformableObject(New SVec3D(2.0, 3.0, 4.0))
+
+Local translationMatrix:SMat4D = SMat4D.Translation(New SVec3D(5.0, -2.0, 3.0))
+Local rotationMatrix:SMat4D = SMat4D.Rotation(New SVec3D(0.0, 1.0, 0.0), 45.0)
+Local scalingMatrix:SMat4D = SMat4D.Scaling(New SVec3D(2.0, 0.5, 1.5))
+
+Print "Original Position: " + obj.ToString()
+
+obj.ApplyTransformation(translationMatrix)
+Print "After Translation: " + obj.ToString()
+
+obj.ApplyTransformation(rotationMatrix)
+Print "After Rotation: " + obj.ToString()
+
+obj.ApplyTransformation(scalingMatrix)
+Print "After Scaling: " + obj.ToString()
+
+
+Type TTransformableObject
+	Field position:SVec4D
+	
+	Method New(position:SVec3D)
+		self.position = New SVec4D(position.x, position.y, position.z, 1.0)
+	End Method
+	
+	Method ApplyTransformation(transformationMatrix:SMat4D)
+		self.position = transformationMatrix.Apply(self.position)
+	End Method
+	
+	Method Get3DPosition:SVec3D()
+		Return New SVec3D(self.position.x / self.position.w, self.position.y / self.position.w, self.position.z / self.position.w)
+	End Method
+	
+	Method ToString:String()
+		Return "Position: " + Get3DPosition().ToString()
+	End Method
+End Type
+```
+
+**Perspective Projection** : Perspective projection is a crucial aspect of 3D rendering, as it creates
+the illusion of depth on a 2D screen. 4D vectors facilitate this process by allowing the perspective
+divide, which is a transformation that scales x, y, and z coordinates by the reciprocal of the w component.
+This division produces the desired depth effect, with objects appearing smaller as they move further away
+from the viewer.
+
+**Quaternions** : 4D vectors can also represent quaternions, which are mathematical constructs used for
+efficient 3D rotation calculations. In this context, the x, y, and z components correspond to the
+imaginary part of the quaternion, and the w component corresponds to the real part. Quaternions are
+particularly useful in computer graphics and robotics for avoiding gimbal lock, interpolating between
+orientations, and maintaining numerical stability.
+
+**Color Representation** : In computer graphics, 4D vectors can be used to represent colors with an
+additional alpha channel for transparency. The x, y, z, and w components correspond to the red, green,
+blue, and alpha values, respectively. This representation allows for color blending and modulation
+operations to be performed using vector arithmetic.
+
+**Splines and Curves** : 4D vectors can be employed to represent control points for splines and curves
+in higher-dimensional spaces. For example, in computer-aided design (CAD) and computer graphics,
+4D vectors can define control points for NURBS (Non-uniform rational B-spline) surfaces or Bézier
+patches, enabling smooth and precise modeling of complex shapes.
+
+**Hyperplanes** : In machine learning and computational geometry, 4D vectors can be used to represent
+hyperplanes in 4D space. These hyperplanes can be employed for tasks like data classification,
+clustering, or nearest-neighbor searches in four-dimensional data sets.
+
+4D vectors have specialized uses, primarily in homogeneous coordinates for 3D graphics, along with
+other applications such as perspective projection, quaternion representation, color representation,
+splines and curves, and hyperplanes. While sharing some similarities with 2D and 3D vectors,
+4D vectors extend their functionality to accommodate unique scenarios and mathematical constructs.