diff --git a/__tests__/unit/transforms/polar.spec.ts b/__tests__/unit/transforms/polar.spec.ts
index 697cc8e..6e6abf8 100644
--- a/__tests__/unit/transforms/polar.spec.ts
+++ b/__tests__/unit/transforms/polar.spec.ts
@@ -78,4 +78,17 @@ describe('Polar', () => {
     expect(v1).toBe(100);
     expect(v2).toBeCloseTo(20);
   });
+
+  test.only('polar() maps normalized value to normalized polar coordinate with auto adjust', () => {
+    const coord = new Coordinate({
+      width: 200,
+      height: 300,
+      transformations: [['polar', (-11 / 10) * Math.PI, (1 / 10) * Math.PI, 0, 1, true]],
+    });
+
+    expect(coord.map([0.7, 0.58])).toEqual([0.6324264444247805, 0.5211192142721996]);
+    const [v1, v2] = coord.invert([0.6324264444247805, 0.5211192142721996]);
+    expect(v1).toBeCloseTo(0.7);
+    expect(v2).toBeCloseTo(0.58);
+  });
 });
diff --git a/rollup.config.js b/rollup.config.js
index ea9d86c..341dfd8 100644
--- a/rollup.config.js
+++ b/rollup.config.js
@@ -12,6 +12,6 @@ module.exports = [
       format: 'umd',
       sourcemap: false,
     },
-    plugins: [resolve(), typescript(), commonjs(), uglify()],
+    plugins: [resolve(), commonjs(), typescript(), uglify()],
   },
 ];
diff --git a/src/coordinate.ts b/src/coordinate.ts
index 3eab096..08f7f89 100644
--- a/src/coordinate.ts
+++ b/src/coordinate.ts
@@ -118,9 +118,28 @@ export class Coordinate {
    * Returns the center of the bounding box of the coordinate.
    * @returns [centerX, centerY]
    */
-  public getCenter(): [number, number] {
+  public getBoxCenter(): [number, number] {
     const { x, y, width, height } = this.options;
-    return [(x * 2 + width) / 2, (y * 2 + height) / 2];
+    return [x + width / 2, y + height / 2];
+  }
+
+  /**
+   * Returns the radial center when polar exists, or else returns center of bounding box of the coordinate.
+   * @returns [centerX, centerY]
+   */
+  public getCenter(): [number, number] {
+    const { x, y, width, height, transformations } = this.options;
+
+    // If has polar transoformer.
+    const polar = transformations.find((transformation) => transformation[0] === 'polar');
+    if (polar) {
+      const [name, ...params] = polar;
+      const createTransformer = this.transformers[name];
+      // @ts-ignore
+      const { offsetX, offsetY } = createTransformer([...params], x, y, width, height);
+      return [x + (width / 2) * (1 + offsetX), y + (height / 2) * (1 - offsetY)];
+    }
+    return this.getBoxCenter();
   }
 
   /**
diff --git a/src/transforms/polar.ts b/src/transforms/polar.ts
index e2f909e..64dfd49 100644
--- a/src/transforms/polar.ts
+++ b/src/transforms/polar.ts
@@ -1,12 +1,12 @@
 /* eslint-disable @typescript-eslint/no-unused-vars */
 import { Linear } from '@antv/scale';
 import { Vector2, CreateTransformer } from '../type';
-import { adjustAngle } from '../utils';
+import { adjustAngle, autoPolar } from '../utils';
 
 /**
  * Maps normalized value to normalized polar coordinate at the center of the bounding box.
  * It is used for Nightingale Rose Diagram.
- * @param params [x0, x1, y0, y1]
+ * @param params [x0, x1, y0, y1, auto]
  * @param x x of the the bounding box of coordinate
  * @param y y of the the bounding box of coordinate
  * @param width width of the the bounding box of coordinate
@@ -14,7 +14,7 @@ import { adjustAngle } from '../utils';
  * @returns transformer
  */
 export const polar: CreateTransformer = (params, x, y, width, height) => {
-  const [startAngle, endAngle, innerRadius, outerRadius] = params as number[];
+  const [startAngle, endAngle, innerRadius, outerRadius, auto] = params as [number, number, number, number, boolean];
   const radius = new Linear({
     range: [innerRadius, outerRadius],
   });
@@ -24,19 +24,22 @@ export const polar: CreateTransformer = (params, x, y, width, height) => {
   const aspect = height / width;
   const sx = aspect > 1 ? 1 : aspect;
   const sy = aspect > 1 ? 1 / aspect : 1;
+  const [offsetX, offsetY, radiusOffset] = auto ? autoPolar(startAngle, endAngle, width, height) : [0, 0, 0];
+
   return {
+    offsetX,
+    offsetY,
     transform(vector: Vector2) {
       const [v1, v2] = vector;
       const theta = angle.map(v1);
-      const r = radius.map(v2);
-
+      const r = radius.map(v2) * (1 + radiusOffset);
       // 根据长宽比调整，使得极坐标系内切外接矩形
       const x = r * Math.cos(theta) * sx;
       const y = r * Math.sin(theta) * sy;
 
       // 将坐标的原点移动到外接矩形的中心，并且将长度设置为一半
-      const dx = x * 0.5 + 0.5;
-      const dy = y * 0.5 + 0.5;
+      const dx = x * 0.5 + 0.5 * (1 + offsetX);
+      const dy = y * 0.5 + 0.5 * (1 - offsetY);
       return [dx, dy];
     },
     untransform(vector: Vector2) {
diff --git a/src/type.ts b/src/type.ts
index f8ee62e..63568bc 100644
--- a/src/type.ts
+++ b/src/type.ts
@@ -6,7 +6,7 @@ type Translate = ['translate', number, number];
 type Cartesian = ['cartesian'];
 type Custom = ['custom', TransformCallback];
 type Matrix = ['matrix', Matrix3];
-type Polar = ['polar', number, number, number, number];
+type Polar = ['polar', number, number, number, number, boolean?];
 type Transpose = ['transpose'];
 type Scale = ['scale', number, number];
 type ShearX = ['shear.x', number];
diff --git a/src/utils/auto.ts b/src/utils/auto.ts
new file mode 100644
index 0000000..0ba7411
--- /dev/null
+++ b/src/utils/auto.ts
@@ -0,0 +1,53 @@
+/**
+ * Sample to calucation the polar bbox.
+ */
+function getPolarBbox(startTheta: number, endTheta: number) {
+  if (Math.abs(endTheta - startTheta) >= Math.PI * 2) {
+    return {
+      minX: -0.5,
+      maxX: 0.5,
+      minY: -0.5,
+      maxY: 0.5,
+    };
+  }
+
+  const xs = [0, Math.cos(startTheta), Math.cos(endTheta)];
+  const ys = [0, Math.sin(startTheta), Math.sin(endTheta)];
+
+  for (let i = Math.min(startTheta, endTheta); i < Math.max(startTheta, endTheta); i += Math.PI / 18) {
+    xs.push(Math.cos(i));
+    ys.push(Math.sin(i));
+  }
+
+  return {
+    minX: Math.min(...xs) / 2,
+    maxX: Math.max(...xs) / 2,
+    minY: Math.min(...ys) / 2,
+    maxY: Math.max(...ys) / 2,
+  };
+}
+/**
+ * Adjust x,y and radius in polar automatically.
+ */
+export function autoPolar(startTheta: number, endTheta: number, width: number, height: number) {
+  const { minX, maxX, minY, maxY } = getPolarBbox(startTheta, endTheta);
+
+  const w = maxX - minX;
+  const h = maxY - minY;
+
+  const max = Math.max(width, height);
+
+  // Calucate base on width.
+  const offsetRadius = Math.min(width / w, height / h) / max - 1;
+  const offsetX = Math.abs(maxX + minX) * (1 + offsetRadius);
+  const offsetY = Math.abs(maxY + minY) * (1 + offsetRadius);
+
+  return [
+    // x
+    offsetX * (Math.abs(maxX) - Math.abs(minX) ? -1 : 1),
+    // y
+    offsetY * (Math.abs(maxY) - Math.abs(minY) ? -1 : 1),
+    // r
+    offsetRadius,
+  ];
+}
diff --git a/src/utils/index.ts b/src/utils/index.ts
index ce9f5b8..957ce7a 100644
--- a/src/utils/index.ts
+++ b/src/utils/index.ts
@@ -2,3 +2,4 @@ export { compose } from './compose';
 export { isMatrix } from './isMatrix';
 export { extend } from './extend';
 export { adjustAngle } from './adjustAngle';
+export { autoPolar } from './auto';