
鸿蒙跨端颜色识别系统:多设备实时色彩同步方案 原创
鸿蒙跨端颜色识别系统:多设备实时色彩同步方案
一、项目概述
本系统基于HarmonyOS 5的分布式能力,实现以下核心功能:
实时颜色识别:通过设备摄像头捕捉并分析画面主色调
跨设备色彩同步:将识别到的颜色数据实时同步到组网设备
协同色彩应用:多设备联动展示相同色彩或进行色彩创作
二、技术架构
!https://example.com/harmonyos-color-sync-arch.png
采用三层架构:
采集层:摄像头获取图像帧
分析层:颜色识别算法处理
同步层:分布式数据管理
三、核心代码实现
颜色识别模块
// ColorDetector.ts
import image from ‘@ohos.multimedia.image’;
import color from ‘@ohos.ai.color’;
export class ColorDetector {
private analyzer: color.ColorAnalyzer;
async init() {
try {
this.analyzer = await color.createColorAnalyzer();
console.info(‘颜色分析器初始化成功’);
catch (err) {
console.error(初始化失败: {err.code}, {err.message});
}
async detectDominantColor(image: image.Image): Promise<string> {
const options = {
pixelFormat: color.PixelFormat.RGBA_8888,
region: { x: 0, y: 0, width: image.getComponentProperties().size.width, height: image.getComponentProperties().size.height }
};
const result = await this.analyzer.analyze(image, options);
return this.rgbToHex(result.dominantColor);
private rgbToHex(rgb: color.RGBColor): string {
return #${((1 << 24) + (rgb.red << 16) + (rgb.green << 8) + rgb.blue).toString(16).slice(1)};
}
分布式颜色数据管理
// ColorSyncManager.ts
import distributedData from ‘@ohos.data.distributedData’;
import deviceManager from ‘@ohos.distributedHardware.deviceManager’;
interface ColorData {
deviceId: string;
colorHex: string;
timestamp: number;
confidence: number;
export class ColorSyncManager {
private kvManager: distributedData.KVManager;
private kvStore: distributedData.KVStore;
private deviceList: Array<deviceManager.DeviceBasicInfo> = [];
async init() {
const context = getContext(this);
this.kvManager = distributedData.createKVManager({ context });
const options = {
createIfMissing: true,
encrypt: false,
autoSync: true,
kvStoreType: distributedData.KVStoreType.SINGLE_VERSION
};
this.kvStore = await this.kvManager.getKVStore('color_sync_store', options);
this.setupDeviceListener();
private setupDeviceListener() {
deviceManager.createDeviceManager('com.example.colorapp', (err, manager) => {
if (err) return;
manager.on('deviceStateChange', (data) => {
this.refreshDeviceList();
});
this.refreshDeviceList();
});
async refreshDeviceList() {
try {
this.deviceList = await deviceManager.getTrustedDeviceListSync();
catch (err) {
console.error(刷新设备列表失败: {err.code}, {err.message});
}
async syncColor(deviceId: string, colorHex: string, confidence: number) {
const colorData: ColorData = {
deviceId,
colorHex,
timestamp: Date.now(),
confidence
};
try {
await this.kvStore.put(deviceId, colorData);
console.info('颜色数据同步成功');
catch (err) {
console.error(同步失败: {err.code}, {err.message});
}
async getDeviceColors(): Promise<Map<string, ColorData>> {
const colorMap = new Map<string, ColorData>();
await Promise.all(this.deviceList.map(async device => {
try {
const data = await this.kvStore.get(device.deviceId);
if (data) colorMap.set(device.deviceId, data);
catch (err) {
console.warn(获取设备${device.deviceId}颜色数据失败);
}));
return colorMap;
}
主页面实现(ArkUI)
// Index.ets
import { ColorDetector } from ‘./ColorDetector’;
import { ColorSyncManager } from ‘./ColorSyncManager’;
@Entry
@Component
struct ColorSyncApp {
@State currentColor: string = ‘#FFFFFF’;
@State deviceColors: Map<string, string> = new Map();
private colorDetector = new ColorDetector();
private syncManager = new ColorSyncManager();
private cameraController?: CameraController;
async aboutToAppear() {
await this.colorDetector.init();
await this.syncManager.init();
this.startCamera();
startCamera() {
// 初始化摄像头并设置帧回调
this.cameraController = new CameraController({
onFrame: async (image: image.Image) => {
const colorHex = await this.colorDetector.detectDominantColor(image);
this.currentColor = colorHex;
await this.syncManager.syncColor('local-device', colorHex, 0.9);
this.refreshDeviceColors();
});
this.cameraController.start();
async refreshDeviceColors() {
const colors = await this.syncManager.getDeviceColors();
this.deviceColors = new Map(Array.from(colors.entries()).map(([id, data]) => [id, data.colorHex]));
build() {
Column() {
// 当前设备颜色显示
ColorDisplay({ color: this.currentColor })
.height(200)
.width('100%')
// 其他设备颜色列表
Grid() {
ForEach(Array.from(this.deviceColors.entries()), ([deviceId, color]) => {
GridItem() {
Column() {
ColorDisplay({ color })
.height(100)
.width(100)
Text(deviceId.slice(0, 6))
.fontSize(12)
}
})
.columnsTemplate(‘1fr 1fr 1fr’)
.rowsGap(20)
.columnsGap(20)
.margin(10)
}
@Component
struct ColorDisplay {
@Prop color: string;
build() {
Column() {
// 颜色展示区域
.width(‘100%’)
.backgroundColor(this.color)
.border({ width: 1, color: '#CCCCCC' })
}
四、跨设备同步关键实现
实时数据同步机制
// 在ColorSyncManager类中添加
setupDataListener() {
this.kvStore.on(‘dataChange’, distributedData.SubscribeType.SUBSCRIBE_TYPE_REMOTE,
(changedItems) => {
changedItems.forEach(({ key, value }) => {
if (key !== ‘local-device’) {
this.updateDeviceColor(key, value.colorHex);
});
});
private updateDeviceColor(deviceId: string, colorHex: string) {
// 更新UI显示
this.deviceColors.set(deviceId, colorHex);
this.refreshDeviceColors();
颜色数据压缩传输
// 优化syncColor方法
async syncColor(deviceId: string, colorHex: string, confidence: number) {
// 只同步变化的数据
const oldData = await this.kvStore.get(deviceId);
if (oldData && oldData.colorHex === colorHex) return;
// 使用精简数据结构
const colorData: ColorData = {
deviceId,
colorHex,
timestamp: Date.now(),
confidence: Math.round(confidence * 100) / 100 // 保留两位小数
};
await this.kvStore.put(deviceId, colorData);
设备协同色彩混合
// 添加颜色混合功能
async getMixedColor(): Promise<string> {
const colors = await this.getDeviceColors();
const colorArray = Array.from(colors.values());
if (colorArray.length === 0) return ‘#FFFFFF’;
// 简单平均混合算法
let r = 0, g = 0, b = 0;
let count = 0;
colorArray.forEach(hex => {
const rgb = this.hexToRgb(hex);
if (rgb) {
+= rgb.r;
+= rgb.g;
+= rgb.b;
count++;
});
return this.rgbToHex({
red: Math.round(r / count),
green: Math.round(g / count),
blue: Math.round(b / count)
});
private hexToRgb(hex: string): { r: number, g: number, b: number } | null {
// 省略实现…
五、性能优化方案
图像采样优化:
// 修改detectDominantColor方法
async detectDominantColor(image: image.Image): Promise<string> {
const props = image.getComponentProperties().size;
const sampleSize = 10; // 采样间隔
const options = {
pixelFormat: color.PixelFormat.RGBA_8888,
region: {
x: 0,
y: 0,
width: Math.floor(props.width / sampleSize) * sampleSize,
height: Math.floor(props.height / sampleSize) * sampleSize
},
sampleStep: sampleSize
};
// 其余代码不变…
同步频率控制:
// 在主页面添加节流控制
private lastSyncTime = 0;
private readonly SYNC_INTERVAL = 500; // 500ms
async onCameraFrame(image: image.Image) {
const now = Date.now();
if (now - this.lastSyncTime < this.SYNC_INTERVAL) return;
const colorHex = await this.colorDetector.detectDominantColor(image);
this.currentColor = colorHex;
await this.syncManager.syncColor(‘local-device’, colorHex, 0.9);
this.lastSyncTime = now;
// 降低设备列表刷新频率
if (now % 2000 < this.SYNC_INTERVAL) {
this.refreshDeviceColors();
}
本地缓存策略:
// 添加颜色缓存
private colorCache = new Map<string, string>();
async getCachedDeviceColors(): Promise<Map<string, string>> {
const now = Date.now();
if (this.colorCache.size > 0 && now - this.lastCacheTime < 1000) {
return this.colorCache;
const colors = await this.syncManager.getDeviceColors();
this.colorCache = new Map(Array.from(colors.entries()).map(([id, data]) => [id, data.colorHex]));
this.lastCacheTime = now;
return this.colorCache;
六、应用场景扩展
协同色彩创作:
class CollaborativePainting {
async blendColors(): Promise<string> {
// 实现高级颜色混合算法
}
智能家居控制:
class SmartHomeControl {
async syncLightColor(deviceId: string, colorHex: string) {
// 控制智能灯泡同步颜色
}
色彩情绪分析:
class ColorMoodAnalyzer {
analyzeColorTrend(colors: string[]): MoodReport {
// 分析颜色变化趋势反映情绪
}
分布式色彩游戏:
class ColorMatchingGame {
async checkColorMatch(target: string): Promise<boolean> {
// 多设备颜色匹配游戏逻辑
}
本方案充分利用了HarmonyOS 5的分布式数据管理和设备协同能力,实现了低延迟、高精度的跨设备颜色同步系统。开发者可以基于此框架快速构建各种创新的色彩相关应用,如协同艺术创作、智能家居控制、教育娱乐等场景。
