
鸿蒙手写数学公式计算器开发指南 原创
鸿蒙手写数学公式计算器开发指南
一、系统架构设计
基于HarmonyOS的手写识别能力和分布式技术,我们设计了一套手写数学公式计算系统,主要功能包括:
手写识别:通过@ohos.ai.handwriting识别数学公式
实时计算:解析并计算数学表达式
分布式同步:多设备间同步计算过程和结果
历史记录:保存计算历史
协作计算:多用户同时编辑公式
!https://example.com/harmony-math-calculator-arch.png
二、核心代码实现
手写识别服务
// HandwritingRecognitionService.ets
import handwriting from ‘@ohos.ai.handwriting’;
class HandwritingRecognitionService {
private static instance: HandwritingRecognitionService;
private hwEngine: handwriting.HandwritingEngine;
private constructor() {
this.initEngine();
private initEngine(): void {
this.hwEngine = handwriting.createHandwritingEngine({
language: 'zh-CN',
mode: handwriting.RecognitionMode.MODE_TEXT,
type: handwriting.ModelType.TYPE_ONLINE,
customConfig: {
'math_symbols': 'true',
'formula_recognition': 'true'
});
public static getInstance(): HandwritingRecognitionService {
if (!HandwritingRecognitionService.instance) {
HandwritingRecognitionService.instance = new HandwritingRecognitionService();
return HandwritingRecognitionService.instance;
public async recognize(strokes: handwriting.Stroke[]): Promise<string[]> {
const config: handwriting.RecognitionConfig = {
punctuation: false,
wordCount: 1,
language: 'zh-CN',
recognitionMode: handwriting.RecognitionMode.MODE_TEXT,
extraConfig: {
'math_mode': 'true',
'formula_timeout': '5000'
};
const results = await this.hwEngine.recognize(strokes, config);
return results.map(result => this.normalizeMathSymbols(result.text));
private normalizeMathSymbols(text: string): string {
const symbolMap: Record<string, string> = {
'×': '*', '÷': '/', '−': '-', '=': '=',
'(': '(', ')': ')', '【': '[', '】': ']'
};
return text.split('').map(char => symbolMap[char] || char).join('');
}
export const hwRecognitionService = HandwritingRecognitionService.getInstance();
数学计算引擎
// MathCalculationEngine.ets
class MathCalculationEngine {
private static instance: MathCalculationEngine;
private constructor() {}
public static getInstance(): MathCalculationEngine {
if (!MathCalculationEngine.instance) {
MathCalculationEngine.instance = new MathCalculationEngine();
return MathCalculationEngine.instance;
public evaluate(expression: string): number | string {
try {
// 安全评估数学表达式
return this.safeEval(expression);
catch (err) {
return '计算错误';
}
private safeEval(expr: string): number {
// 移除所有非数学字符
const safeExpr = expr.replace(/[^0-9+-*/().,]/g, ‘’);
// 使用Function构造器避免直接eval
return new Function(return ${safeExpr})();
public formatResult(value: number): string {
if (Number.isInteger(value)) {
return value.toString();
// 保留4位小数
const rounded = Math.round(value * 10000) / 10000;
// 处理科学计数法
if (Math.abs(rounded) >= 1e6 || Math.abs(rounded) < 1e-4) {
return rounded.toExponential(4);
return rounded.toString();
}
export const mathEngine = MathCalculationEngine.getInstance();
分布式同步服务
// DistributedCalculationService.ets
import distributedData from ‘@ohos.data.distributedData’;
class DistributedCalculationService {
private static instance: DistributedCalculationService;
private kvManager: distributedData.KVManager;
private kvStore: distributedData.KVStore;
private constructor() {
this.initDistributedKVStore();
private async initDistributedKVStore(): Promise<void> {
const config = {
bundleName: 'com.example.mathCalculator',
userInfo: { userId: 'currentUser' }
};
this.kvManager = distributedData.createKVManager(config);
this.kvStore = await this.kvManager.getKVStore('calculation_store', {
createIfMissing: true
});
this.kvStore.on('dataChange', (data) => {
this.handleDataChange(data);
});
public static getInstance(): DistributedCalculationService {
if (!DistributedCalculationService.instance) {
DistributedCalculationService.instance = new DistributedCalculationService();
return DistributedCalculationService.instance;
public async syncCalculation(calculation: CalculationRecord): Promise<void> {
await this.kvStore.put('current_calculation', JSON.stringify(calculation));
public async syncHistory(history: CalculationRecord[]): Promise<void> {
await this.kvStore.put('calculation_history', JSON.stringify(history));
private handleDataChange(data: distributedData.ChangeInfo): void {
if (data.key === 'current_calculation') {
const calculation = JSON.parse(data.value);
EventBus.emit('calculationUpdated', calculation);
else if (data.key === ‘calculation_history’) {
const history = JSON.parse(data.value);
EventBus.emit('historyUpdated', history);
}
export const distCalcService = DistributedCalculationService.getInstance();
主界面与手写画布
// MathCalculator.ets
@Entry
@Component
struct MathCalculator {
@State strokes: handwriting.Stroke[] = [];
@State recognizedFormula: string = ‘’;
@State calculationResult: string = ‘’;
@State history: CalculationRecord[] = [];
@State connectedDevices: DeviceInfo[] = [];
aboutToAppear() {
this.setupListeners();
distCalcService.init();
build() {
Column() {
// 手写画布
HandwritingCanvas({
strokes: this.strokes,
onStrokeEnd: (stroke) => this.handleStroke(stroke)
})
.height('40%')
.border({ width: 1, color: '#D9D9D9' })
// 识别结果显示
FormulaDisplay({
formula: this.recognizedFormula,
result: this.calculationResult
})
// 历史记录
CalculationHistory({
items: this.history,
onSelect: (item) => this.selectHistory(item)
})
// 控制按钮
ControlButtons({
onClear: () => this.clear(),
onCalculate: () => this.calculate(),
onUndo: () => this.undo()
})
.padding(20)
private setupListeners(): void {
EventBus.on('calculationUpdated', (calculation: CalculationRecord) => {
if (calculation.deviceId !== deviceInfo.deviceId) {
this.recognizedFormula = calculation.formula;
this.calculationResult = calculation.result;
});
EventBus.on('historyUpdated', (history: CalculationRecord[]) => {
this.history = history;
});
private async handleStroke(stroke: handwriting.Stroke): Promise<void> {
this.strokes.push(stroke);
// 实时识别
const [recognized] = await hwRecognitionService.recognize(this.strokes);
this.recognizedFormula = recognized;
// 同步当前输入
await distCalcService.syncCalculation({
formula: this.recognizedFormula,
result: this.calculationResult,
deviceId: deviceInfo.deviceId,
timestamp: Date.now()
});
private async calculate(): Promise<void> {
if (!this.recognizedFormula) return;
const result = mathEngine.evaluate(this.recognizedFormula);
this.calculationResult = typeof result === 'number'
mathEngine.formatResult(result)
result;
// 保存到历史记录
const record: CalculationRecord = {
formula: this.recognizedFormula,
result: this.calculationResult,
timestamp: Date.now(),
device: deviceInfo.deviceName
};
this.history.unshift(record);
if (this.history.length > 100) {
this.history.pop();
// 同步历史记录
await distCalcService.syncHistory(this.history);
private clear(): void {
this.strokes = [];
this.recognizedFormula = '';
this.calculationResult = '';
private undo(): void {
if (this.strokes.length > 0) {
this.strokes.pop();
}
private selectHistory(item: CalculationRecord): void {
this.recognizedFormula = item.formula;
this.calculationResult = item.result;
}
三、关键功能说明
手写识别流程
sequenceDiagram
participant User
participant Canvas as 手写画布
participant Recognition as 识别服务
participant Calculation as 计算引擎
User->>Canvas: 手写数学公式
Canvas->>Recognition: 发送笔画数据
Recognition->>Recognition: 识别数学符号
Recognition->>Calculation: 返回标准表达式
Calculation->>Calculation: 安全计算
Calculation->>Canvas: 返回计算结果
数学符号识别表
手写符号 识别结果 数学含义
∫ \int 积分
∑ \sum 求和
√ \sqrt 平方根
∠ \angle 角度
∞ \infty 无穷大
分布式同步策略
数据类型 同步频率 数据量 同步方式
当前公式 实时同步 小 增量同步
计算结果 计算完成时 小 即时推送
历史记录 每小时同步 中 批量同步
四、项目扩展与优化
高级数学功能
// AdvancedMathSupport.ets
class AdvancedMathSupport {
private static matrixOperations(expr: string): string {
// 矩阵运算支持
return expr.replace(/[[(.*?)]]/g, ‘matrix($1)’);
private static calculusOperations(expr: string): string {
// 微积分支持
return expr.replace(/∫\((.*?)\)dx/g, 'integral($1)');
public static preprocess(expr: string): string {
return this.calculusOperations(this.matrixOperations(expr));
}
笔迹美化算法
// StrokeSmoothing.ets
class StrokeSmoothing {
public static smooth(strokes: handwriting.Stroke[]): handwriting.Stroke[] {
return strokes.map(stroke => {
const points = stroke.points;
if (points.length < 3) return stroke;
const smoothed = [];
for (let i = 1; i < points.length - 1; i++) {
smoothed.push({
x: (points[i-1].x + points[i].x + points[i+1].x) / 3,
y: (points[i-1].y + points[i].y + points[i+1].y) / 3
});
return { …stroke, points: smoothed };
});
}
协作编辑功能
// CollaborationService.ets
class CollaborationService {
private cursorPositions: Record<string, {x: number, y: number}> = {};
public updateCursor(deviceId: string, position: {x: number, y: number}): void {
this.cursorPositions[deviceId] = position;
EventBus.emit(‘cursorsUpdated’, this.cursorPositions);
public getCollaborators(): string[] {
return Object.keys(this.cursorPositions);
}
五、总结
本手写数学公式计算器实现了以下核心价值:
自然交互:通过手写输入数学公式
精准识别:专业数学符号识别引擎
实时计算:即时显示计算结果
多端协作:多人协同编辑公式
历史追溯:完整记录计算过程
扩展方向:
增加图形计算功能
开发公式导出为LaTeX
实现OCR识别打印公式
构建数学题库系统
注意事项:
需要申请ohos.permission.USE_HANDWRITING权限
复杂公式识别准确率依赖模型训练
分布式功能需设备在同一局域网
生产环境需添加更多错误处理
