20. Merge Intervals
mediumAsked at TeslaCollapse overlapping time intervals into a minimal set — Tesla's manufacturing scheduling systems use exactly this algorithm to consolidate overlapping production windows on the Fremont assembly line without leaving idle gaps.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an array of intervals where intervals[i] = [start_i, end_i], merge all overlapping intervals and return an array of the non-overlapping intervals that cover all the intervals in the input.
Constraints
1 <= intervals.length <= 10^4intervals[i].length == 20 <= start_i <= end_i <= 10^4
Examples
Example 1
intervals = [[1,3],[2,6],[8,10],[15,18]][[1,6],[8,10],[15,18]]Explanation: Intervals [1,3] and [2,6] overlap and are merged into [1,6].
Example 2
intervals = [[1,4],[4,5]][[1,5]]Explanation: Touching intervals [1,4] and [4,5] are merged.
Approaches
1. Brute force pairwise check
Repeatedly scan for any overlapping pair and merge it; repeat until no overlaps remain. O(n^2) iterations.
- Time
- O(n^2)
- Space
- O(n)
function merge(intervals) {
let changed = true;
while (changed) {
changed = false;
intervals.sort((a, b) => a[0] - b[0]);
for (let i = 0; i < intervals.length - 1; i++) {
if (intervals[i][1] >= intervals[i + 1][0]) {
intervals[i][1] = Math.max(intervals[i][1], intervals[i + 1][1]);
intervals.splice(i + 1, 1);
changed = true;
break;
}
}
}
return intervals;
}Tradeoff:
2. Sort then linear scan
Sort by start time; scan left to right and extend the current interval's end whenever the next interval overlaps. Single pass after sort.
- Time
- O(n log n)
- Space
- O(n)
function merge(intervals) {
intervals.sort((a, b) => a[0] - b[0]);
const result = [intervals[0]];
for (let i = 1; i < intervals.length; i++) {
const last = result[result.length - 1];
if (intervals[i][0] <= last[1]) {
last[1] = Math.max(last[1], intervals[i][1]);
} else {
result.push(intervals[i]);
}
}
return result;
}Tradeoff:
Tesla-specific tips
Tesla interviewers connect this directly to production scheduling — Fremont runs 24/7 and overlapping maintenance windows must be merged to avoid halting the line twice. They grade on whether you sort by start time before scanning (many candidates forget) and on edge-case awareness: touching intervals that share a boundary should be merged. Follow-up: 'What if intervals can also be subtracted — find the gaps?' — think complement of the merged set.
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