diff --git a/include/leetcode/problems/minimum-pair-removal-to-sort-array-ii.h b/include/leetcode/problems/minimum-pair-removal-to-sort-array-ii.h
new file mode 100644
index 0000000..f81fc55
--- /dev/null
+++ b/include/leetcode/problems/minimum-pair-removal-to-sort-array-ii.h
@@ -0,0 +1,18 @@
+#include "leetcode/core.h"
+
+namespace leetcode {
+namespace problem_3510 {
+
+using Func = std::function<int(vector<int>&)>;
+
+class MinimumPairRemovalToSortArrayIiSolution : public SolutionBase<Func> {
+ public:
+  //! 3510. Minimum Pair Removal to Sort Array II
+  //! https://leetcode.com/problems/minimum-pair-removal-to-sort-array-ii/
+  int minimumPairRemoval(vector<int>& nums);
+
+  MinimumPairRemovalToSortArrayIiSolution();
+};
+
+}  // namespace problem_3510
+}  // namespace leetcode
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diff --git a/src/leetcode/problems/minimum-pair-removal-to-sort-array-ii.cpp b/src/leetcode/problems/minimum-pair-removal-to-sort-array-ii.cpp
new file mode 100644
index 0000000..df7479d
--- /dev/null
+++ b/src/leetcode/problems/minimum-pair-removal-to-sort-array-ii.cpp
@@ -0,0 +1,144 @@
+#include "leetcode/problems/minimum-pair-removal-to-sort-array-ii.h"
+
+namespace leetcode {
+namespace problem_3510 {
+
+// 贪心策略：每次合并最小和的相邻对，使用数组模拟双向链表和有序集合
+// 时间复杂度: O(n log n)，空间复杂度: O(n)
+static int solution1(vector<int>& nums) {
+  int n = nums.size();
+  if (n <= 1) return 0;
+  
+  // 转换为 long long 防止溢出
+  vector<long long> val(n);
+  for (int i = 0; i < n; ++i) val[i] = nums[i];
+  
+  // 双向链表
+  vector<int> prev(n), next(n);
+  for (int i = 0; i < n; ++i) {
+    prev[i] = i - 1;
+    next[i] = i + 1;
+  }
+  prev[0] = -1;
+  next[n-1] = -1;
+  
+  // 节点是否存活
+  vector<bool> alive(n, true);
+  
+  // 计算初始逆序对数量
+  int inv_count = 0;
+  for (int i = 0; i < n-1; ++i) {
+    if (val[i] > val[i+1]) ++inv_count;
+  }
+  
+  // 如果已经非递减，直接返回
+  if (inv_count == 0) return 0;
+  
+  // 有序集合存储 (sum, left_index)，自动按 sum 升序，sum 相同时按 left_index 升序
+  set<pair<long long, int>> pairs;
+  
+  // 记录每个左索引对应的和，用于删除
+  vector<long long> pair_sum(n, 0);
+  
+  // 初始化相邻对
+  for (int i = 0; i < n-1; ++i) {
+    long long s = val[i] + val[i+1];
+    pairs.insert({s, i});
+    pair_sum[i] = s;
+  }
+  
+  // 辅助函数：删除相邻对 (left, right)，其中 right = next[left]
+  auto remove_pair = [&](int left) {
+    if (left < 0 || left >= n || !alive[left]) return;
+    int right = next[left];
+    if (right == -1 || !alive[right]) return;
+    // 查找并删除
+    auto it = pairs.find({pair_sum[left], left});
+    if (it != pairs.end()) {
+      pairs.erase(it);
+    }
+  };
+  
+  // 辅助函数：添加相邻对 (left, right)
+  auto add_pair = [&](int left) {
+    if (left < 0 || left >= n || !alive[left]) return;
+    int right = next[left];
+    if (right == -1 || !alive[right]) return;
+    long long s = val[left] + val[right];
+    pairs.insert({s, left});
+    pair_sum[left] = s;
+  };
+  
+  int operations = 0;
+  
+  while (inv_count > 0 && !pairs.empty()) {
+    // 取最小和的相邻对
+    auto it = pairs.begin();
+    long long sum = it->first;
+    int left = it->second;
+    pairs.erase(it);
+    
+    // 验证这对是否仍然有效
+    if (!alive[left]) continue;
+    int right = next[left];
+    if (right == -1 || !alive[right] || prev[right] != left) continue;
+    
+    // 合并前删除所有受影响的相邻对
+    int prev_left = prev[left];
+    int next_right = next[right];
+    
+    if (prev_left != -1 && alive[prev_left]) {
+      remove_pair(prev_left);
+    }
+    // (left, right) 已经从 pairs 中删除
+    if (next_right != -1 && alive[next_right]) {
+      remove_pair(right);
+    }
+    
+    // 更新逆序计数
+    if (prev_left != -1 && alive[prev_left] && val[prev_left] > val[left]) --inv_count;
+    if (val[left] > val[right]) --inv_count;
+    if (next_right != -1 && alive[next_right] && val[right] > val[next_right]) --inv_count;
+    
+    // 合并
+    long long new_val = val[left] + val[right];
+    val[left] = new_val;
+    
+    // 标记 right 为死亡
+    alive[right] = false;
+    
+    // 更新链表连接
+    next[left] = next_right;
+    if (next_right != -1) prev[next_right] = left;
+    
+    // 合并后更新逆序计数
+    if (prev_left != -1 && alive[prev_left] && val[prev_left] > new_val) ++inv_count;
+    if (next_right != -1 && alive[next_right] && new_val > val[next_right]) ++inv_count;
+    
+    ++operations;
+    
+    // 添加新的相邻对
+    if (prev_left != -1 && alive[prev_left]) {
+      add_pair(prev_left);
+    }
+    if (next_right != -1 && alive[next_right]) {
+      add_pair(left);
+    }
+  }
+  
+  return operations;
+}
+
+MinimumPairRemovalToSortArrayIiSolution::MinimumPairRemovalToSortArrayIiSolution() {
+  setMetaInfo({.id = 3510,
+               .title = "Minimum Pair Removal to Sort Array II",
+               .url = "https://leetcode.com/problems/minimum-pair-removal-to-sort-array-ii/"});
+  registerStrategy("Greedy with Priority Queue", solution1);
+}
+
+int MinimumPairRemovalToSortArrayIiSolution::minimumPairRemoval(vector<int>& nums) {
+  return getSolution()(nums);
+}
+
+}  // namespace problem_3510
+}  // namespace leetcode
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diff --git a/test/leetcode/problems/minimum-pair-removal-to-sort-array-ii.cpp b/test/leetcode/problems/minimum-pair-removal-to-sort-array-ii.cpp
new file mode 100644
index 0000000..bff1db9
--- /dev/null
+++ b/test/leetcode/problems/minimum-pair-removal-to-sort-array-ii.cpp
@@ -0,0 +1,99 @@
+#include "leetcode/problems/minimum-pair-removal-to-sort-array-ii.h"
+
+#include "gtest/gtest.h"
+
+namespace leetcode {
+namespace problem_3510 {
+
+class MinimumPairRemovalToSortArrayIiTest : public ::testing::TestWithParam<string> {
+ protected:
+  void SetUp() override { solution.setStrategy(GetParam()); }
+
+  MinimumPairRemovalToSortArrayIiSolution solution;
+};
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, Example1) {
+  vector<int> nums = {5, 2, 3, 1};
+  int expected = 2;
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, Example2) {
+  vector<int> nums = {1, 2, 2};
+  int expected = 0;
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, SingleElement) {
+  vector<int> nums = {5};
+  int expected = 0;
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, AlreadySorted) {
+  vector<int> nums = {1, 2, 3, 4, 5};
+  int expected = 0;
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, ReverseOrder) {
+  vector<int> nums = {5, 4, 3, 2, 1};
+  int expected = 4; // 需要合并4次
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, NegativeNumbers) {
+  vector<int> nums = {2, -1, -1, 3};
+  int expected = 2;
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, LargeNumbers) {
+  vector<int> nums = {1000000000, -1000000000, 1000000000};
+  int expected = 1; // 合并中间两个
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+// 额外测试用例：需要多次合并
+TEST_P(MinimumPairRemovalToSortArrayIiTest, ComplexCase) {
+  vector<int> nums = {3, 1, 2, 4, 0};
+  int expected = 2; // 合并 (1,2) 得到 [3,3,4,0]，然后合并 (4,0) 得到 [3,3,4]
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+// 更多测试用例
+TEST_P(MinimumPairRemovalToSortArrayIiTest, AllEqual) {
+  vector<int> nums = {2, 2, 2, 2};
+  int expected = 0;
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, SingleInversion) {
+  vector<int> nums = {1, 3, 2};
+  int expected = 2; // 必须合并 (1,3) 得到 [4,2]，然后合并 (4,2) 得到 [6]
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+TEST_P(MinimumPairRemovalToSortArrayIiTest, LargeArray) {
+  vector<int> nums = {1, 2, 1, 2, 1, 2};
+  int expected = 3; // 可以验证
+  int result = solution.minimumPairRemoval(nums);
+  EXPECT_EQ(expected, result);
+}
+
+INSTANTIATE_TEST_SUITE_P(
+    LeetCode, MinimumPairRemovalToSortArrayIiTest,
+    ::testing::ValuesIn(MinimumPairRemovalToSortArrayIiSolution().getStrategyNames()));
+
+}  // namespace problem_3510
+}  // namespace leetcode
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