intermediate8 min read·Updated September 22, 2026

Asteroid Collision Explained: Tracing [5, 10, -5], [8, -8], & [10, 2, -5]

Master the asteroid collision algorithm. Step-by-step walkthrough of [5, 10, -5], [8, -8], and [10, 2, -5] using a stack mental model and edge cases.

By Learnisim AI·Published September 22, 2026
LEARNING ARCSetup → Model in the example → Full trace → Twist → Edge cases → Apply
PREREQUISITES
  • Basic array manipulation
  • Understanding of Last-In-First-Out (LIFO) stack operations
  • Basic vector direction concepts (positive and negative signs)
Asteroid Collision Simulation via Stack Model Collision Rules (Magnitudes) +10 vs -5 ⇒ 10 survives +8 vs -8 ⇒ Both explode Scenario 1: [5, 10, -5] 5 10 -5 Incoming Stack (LIFO) 10 (Top) 5 -5 crashes 10 (|10| > |-5|) ⇒ -5 dies Final Stack: [5, 10] Scenario 2: [8, -8] 8 -8 Equal Magnitude |8| equals |-8| ⇒ Both explode! Final Stack: [ ] (Empty) Scenario 3: [10, 2, -5] 10 2 -5 Cascade Chain 1. -5 vs 2 (| -5 | > | 2 |) ⇒ 2 destroyed 2. -5 vs 10 (| 10 | > | -5 |) ⇒ -5 destroyed Final Stack: [10] Why Use a Stack? 1 Remembers Survivors Right-movers safely wait on stack 2 Handles Cascades Left-mover checks top repeatedly 3 LIFO Efficiency Most recent right-mover fights first Algorithm Loop • If ast > 0: push to stack • If ast < 0: compare with stack.top() while > 0 • Handle absolute size wins • Push survivor or pop loser
Asteroids [5, 10, -5] then [8, -8] then [10, 2, -5] overview diagram
Why

Why Asteroid Collisions Need a Stack: The Physics of Directional Drift

Phase 1: The Multi-Directional Chaos

Imagine an infinite expanse of space where asteroids move along a single track, some drifting to the right with positive velocities and others speeding left with negative velocities. When you are given the initial array sequence like , you might be tempted to just look at adjacent pairs from left to right. But what happens when an asteroid in the middle is destroyed, causing two distant bodies to suddenly crash into each other that weren't adjacent before?
If we look at our locked working example of [5, 10, -5], the is moving left and is about to smash into the moving right. But notice how survives that clash and keeps its trajectory, leaving a trailing behind it. A simple one-pass left-to-right sweep completely misses how a newly exposed right-moving asteroid might interact with elements further back in the sequence.
Without a proper data structure to remember who survived past skirmishes, our simulation quickly devolves into an unmanageable mess of indices and out-of-order checks. We need a systematic way to process these encounters so that every survival and explosion is accounted for in the exact order of physical impact.
Why Asteroid Collisions Need a Stack: The Physics of Directional Drift Phase 1: The Multi-Directional Array [5, 10, -5] +5 Drifts Right +10 Drifts Right -5 Drifts Left! 💥 Smash! (+10 vs -5) Phase 2: LIFO Stack Memory +5 Bottom (Safe) +10 Top (Active Survivor) Incoming -5 Pop smaller & destroy! Larger (+10) survives & stays LIFO Phase 3: Why Simple Adjacent Sweeps Fail 1. Read Sequence Push positive (+) asteroids onto the stack as they drift right. 2. Encounter (-) Negative value triggers battle against stack top in reverse order. 3. Chain Reaction Newly exposed right-drifters now clash with earlier stack!
Why Asteroid Collisions Need a Stack: The Physics of Directional Drift diagram
Model

The Collision Stack Model: Simulating Vectors with Last-In-First-Out Memory

Phase 2: The Stack Model

When simulating our working example of asteroids like [5, 10, -5], a naive left-to-right scan breaks down because a single left-moving asteroid can cascade backward, destroying multiple right-moving asteroids that came before it. To capture this domino effect accurately, we need a data structure that remembers the most recent survivors first: a stack.
In our model, positive numbers represent asteroids moving right, and negative numbers represent asteroids moving left. As we iterate through the array, any right-moving asteroid () is safely pushed onto our stack because it can only collide with something yet to be encountered on its right. However, the moment we encounter a left-moving asteroid (), it immediately challenges the top of the stack.
Let us map this to the first part of our working example, [5, 10, -5]. The 5 and 10 enter the stack unopposed as right-movers, forming our active baseline. When the arrives, it doesn't scan the whole array; it inspects only the top element of the stack (10). Because has a smaller absolute value than 10, the is destroyed, leaving the stack intact.
The Collision Stack Model: Simulating Vectors with LIFO Memory Example Input: [5, 10, -5] — Right movers (>0) push safely; Left movers (<0) challenge the stack top. Incoming Asteroids Array +5 +10 -5 Iterate left-to-right Step-by-Step Processing: [5, 10, -5] 1. Push(+5): Right mover safely enters stack. 2. Push(+10): Becomes new top of stack. 3. Encounter (-5): Challenges top element (+10) |-5| (5) < 10 => -5 destroyed, +10 survives! Active Stack Memory (LIFO) Most recent survivors stay on top STACK TOP +10 Defeats incoming -5 Below +5 [Base of Stack] Why not a simple array scan? Left-movers cascade backward. Stack O(1) checks prevent O(N²) scans. Inspects Top VS
The Collision Stack Model: Simulating Vectors with Last-In-First-Out Memory diagram
Worked example

Tracing the Collision Stack: Simulating Asteroids Step-by-Step

Phase 3: Step-by-Step Execution of the Locked Example

Let's apply our stack mental model directly to our three distinct scenarios: , , and . We will trace how right-movers accumulate on the stack and how incoming left-movers trigger destruction or self-destruction.

Scenario 1:

- Step 1: Push 5 onto the stack. Stack = .
- Step 2: Push 10 onto the stack. Stack = .
- Step 3: Encounter (moving left). It collides with the top of the stack, which is 10 (moving right).
- Step 4: Compare magnitudes: and . Since , the right-mover 10 wins. The incoming is destroyed.
- Result: The surviving stack is .

Scenario 2:

- Step 1: Push 8 onto the stack. Stack = .
- Step 2: Encounter (moving left). It collides with the top of the stack, 8.
- Step 3: Compare magnitudes: and . They are equal, so both asteroids explode.
- Result: The stack is now empty: .

Scenario 3:

- Step 1: Push 10 onto the stack. Stack = .
- Step 2: Push 2 onto the stack. Stack = .
- Step 3: Encounter (moving left). It collides with the top of the stack, 2.
- Step 4: Compare magnitudes: and . The incoming wins, destroying 2. Pop 2 off the stack. Stack = .
- Step 5: The same continues moving left and collides with the new top of the stack, 10.
- Step 6: Compare magnitudes: and . The right-mover 10 wins. The incoming is destroyed.
- Result: The surviving stack is .
Try this: Stack trace for [10, 2, -5]:
1.Push 10 -> stack: [10]
2.Push 2 -> stack: [10, 2]
3.Encounter -5: collides with 2. 2 is destroyed (stack: [10]).
4.Encounter -5 continues: collides with 10. 10 wins, -5 is destroyed.

Final Stack: [10]
Scenario 3 Trace: [10, 2, -5] Collision Chain Stack Memory (LIFO) Value: 10 (Right-mover) Bottom of Stack Value: 2 (Top of Stack) Active Collision Target Next Free Slot -5 Left-mover Incoming Asteroid |-5| > |2| 2 destroyed! Scenario 3 Trace Sequence: 1 Push 10 -> Stack: [10] 2 Push 2 -> Stack: [10, 2] 3 Encounter -5: Collides with 2 Magnitude: |-5| (5) > |2| (2) Value 2 is popped & destroyed! 4 -5 continues left to meet 10 |-5| (5) < |10| (10) -> -5 destroyed Final Surviving Stack Result Stack = [10]
Tracing the Collision Stack: Simulating Asteroids Step-by-Step diagram
Practice

Predicting Stack State: Hands-On Asteroid Collision Trace

Phase 4: Test Your Collision Stack Trace

You have seen how positive and negative velocities interact using our stack model, resolving right-moving survivors against oncoming left-movers. Now it is time to apply those exact rules to a new sequence. Look at the array of velocities from our working example and trace what happens when the left-moving encounters the top of the stack.
Remember the three collision outcomes:
•If the incoming left-mover is larger in absolute value than the top right-mover, the right-mover is popped and destroyed, and the left-mover continues comparing downward.
•If they are equal in absolute value, both annihilate.
•If the top right-mover is larger, the left-mover is destroyed instantly.
Work through the sequence step-by-step on a piece of scratchpad paper before checking your reasoning against the rules established in the previous phases.
Apply

Applying Stack Collision Logic to Nested Deletion Problems

Phase 5: Pattern Transfer

The stack behavior we unlocked while resolving [10, 2, -5] is not just about rocks in space—it is a fundamental pattern for sequential annihilation problems. Whenever an incoming stream of events can retroactively destroy past state in a Last-In-First-Out order, a stack is your primary architectural tool. Consider how an incoming left-moving asteroid at cascades backward through the stack, destroying the top element 2 and then colliding with 10. This exact same destruction-from-the-top logic governs syntax parsing, temperature spikes, and span-based array problems like daily stock spans.
To see this transfer in action, look at how consecutive matching parentheses or asteroid velocities share the exact same cancellation trigger. When a new element enters, you compare it against the peek of your history. If it wins, you pop the history and repeat the check. If it loses, the incoming element vanishes. If they are equal, both vanish. By abstracting our asteroid collision rules, we see that any domain involving directional opposition and cascading elimination reduces to a single linear pass backed by a stack.

The General Principle

•Trigger Condition: Opposing forces or inverse operations meet at the boundary of history (the stack top).
•Cascading Resolution: A single incoming item can trigger multiple consecutive pops if it out-matches every stored element it encounters.
•Final Reconstruction: The bottom-to-top state of the stack represents the immutable chronological outcome after all local skirmishes settle.
python
def asteroid_collision(asteroids):
    stack = []
    for ast in asteroids:
        # TODO: Implement collision resolution using the stack model
        pass
    return stack

FAQ

What happens to the asteroids in the [5, 10, -5] example?
In [5, 10, -5], the 10 moves right and -5 moves left, causing a collision. Since 10 is larger in magnitude, -5 explodes, leaving [5, 10] in the stack.
Why is a stack the ideal data structure for asteroid collisions?
A stack allows us to evaluate the most recent right-moving asteroid against incoming left-moving asteroids in Last-In-First-Out order, mirroring physical collisions where the front-most objects interact first.
What is the time and space complexity of the stack approach?
Both time and space complexity are O(n), where n is the number of asteroids. Each asteroid is pushed and popped from the stack at most once.
How do we handle chain reactions like in [10, 2, -5]?
When -5 collides with 2, 2 explodes. Then, the same -5 continues moving left and collides with the next element in the stack (10), where -5 explodes because 10 is larger, leaving just [10].

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