这个KineticModel是引用的方法在Java中的实现。

我在这里看到了一个需要优化的东西。

虽然我同意球的撞击距离是它们的半径之和，但实际上不应该计算这个距离!更确切地说，计算它是方形的，并以这种方式处理它。没有理由进行昂贵的平方根运算。

Also, once you have found a collision you have to continue to evaluate collisions until no more remain. The problem is that the first one might cause others that have to be resolved before you get an accurate picture. Consider what happens if the ball hits a ball at the edge? The second ball hits the edge and immediately rebounds into the first ball. If you bang into a pile of balls in the corner you could have quite a few collisions that have to be resolved before you can iterate the next cycle.

至于O(n²)，你所能做的就是尽量减少拒绝错过的代价:

1)不动的球打不到任何东西。如果有一个合理数量的球躺在地板上，这可以节省很多测试。(注意，你仍然必须检查是否有东西击中了固定球。)

2)可能值得做的事情:将屏幕划分为许多区域，但线条应该是模糊的——区域边缘的球被列为所有相关的区域(可能是4个)。我会使用4x4网格，将区域存储为位。如果两个球的区域的AND返回0，测试结束。

3)正如我提到的，不要做平方根。

改进问题中给出的圆碰撞检测检测圆的解决方案:

float dx = circle1.x - circle2.x,
      dy = circle1.y - circle2.y,
       r = circle1.r + circle2.r;
return (dx * dx + dy * dy <= r * r);

它避免了不必要的“如果有两个返回”和使用不必要的变量。

减少碰撞检查数量的一个好方法是将屏幕分割成不同的部分。然后只将每个球与同一区域的球进行比较。

您应该使用空间分区来解决这个问题。

仔细阅读 二进制空间分区 而且 四叉树

To detect whether two balls collide, just check whether the distance between their centers is less than two times the radius. To do a perfectly elastic collision between the balls, you only need to worry about the component of the velocity that is in the direction of the collision. The other component (tangent to the collision) will stay the same for both balls. You can get the collision components by creating a unit vector pointing in the direction from one ball to the other, then taking the dot product with the velocity vectors of the balls. You can then plug these components into a 1D perfectly elastic collision equation.

维基百科对整个过程有一个很好的总结。对于任何质量的球，新的速度可以用以下公式计算(其中v1和v2是碰撞后的速度，u1和u2是碰撞前的速度):

如果两个球质量相同，那么速度只是互换。下面是我写的一些类似的代码:

void Simulation::collide(Storage::Iterator a, Storage::Iterator b)
{
    // Check whether there actually was a collision
    if (a == b)
        return;

    Vector collision = a.position() - b.position();
    double distance = collision.length();
    if (distance == 0.0) {              // hack to avoid div by zero
        collision = Vector(1.0, 0.0);
        distance = 1.0;
    }
    if (distance > 1.0)
        return;

    // Get the components of the velocity vectors which are parallel to the collision.
    // The perpendicular component remains the same for both fish
    collision = collision / distance;
    double aci = a.velocity().dot(collision);
    double bci = b.velocity().dot(collision);

    // Solve for the new velocities using the 1-dimensional elastic collision equations.
    // Turns out it's really simple when the masses are the same.
    double acf = bci;
    double bcf = aci;

    // Replace the collision velocity components with the new ones
    a.velocity() += (acf - aci) * collision;
    b.velocity() += (bcf - bci) * collision;
}

至于效率，Ryan Fox是对的，您应该考虑将区域划分为部分，然后在每个部分中进行碰撞检测。请记住，球可以在一个部分的边界上与其他球碰撞，所以这可能会使您的代码更加复杂。不过，在你有几百个球之前，效率可能并不重要。为了获得额外的奖励，你可以在不同的核心上运行每个部分，或者在每个部分中拆分碰撞处理。