// 未優(yōu)化的設(shè)備壽命預(yù)測
public class DeviceLifeCalculator {
    public double calculateRemainingLife(Device device) {
        double baseLife = device.getExpectedLife();
        double ageFactor = device.getAge() / device.getExpectedLife();
        double maintenanceFactor = device.getMaintenanceCost() / device.getAnnualCost();
        return baseLife * (1 - ageFactor) * (1 - maintenanceFactor);
    }
}

// CalcLifeUtils.java - Java調(diào)用Python計算設(shè)備剩余壽命
public class CalcLifeUtils {
    public static double calculateRemainingLife(Device device) {
        try {
            // 1. 準(zhǔn)備Python腳本參數(shù)
            String[] args = {
                String.valueOf(device.getAge()),
                String.valueOf(device.getAnnualCost()),
                String.valueOf(device.getExpectedLife())
            };
            
            // 2. 調(diào)用Python腳本
            ProcessBuilder pb = new ProcessBuilder("python", "calc_life.py");
            pb.redirectErrorStream(true);
            Process process = pb.start();
            
            // 3. 傳遞設(shè)備數(shù)據(jù)
            try (BufferedWriter writer = new BufferedWriter(
                    new OutputStreamWriter(process.getOutputStream()))) {
                for (String arg : args) {
                    writer.write(arg);
                    writer.newLine();
                }
                writer.flush();
            }
            
            // 4. 讀取Python計算結(jié)果
            try (BufferedReader reader = new BufferedReader(
                    new InputStreamReader(process.getInputStream()))) {
                String line = reader.readLine();
                return Double.parseDouble(line);
            }
        } catch (Exception e) {
            throw new RuntimeException("設(shè)備壽命計算失敗", e);
        }
    }
}

// 使用JPype優(yōu)化設(shè)備壽命計算
public class CalcLifeUtils {
    private static final String PYTHON_SCRIPT = "calc_life.py";
    
    static {
        // 初始化JPype
        try {
            if (!JPype.isJVMStarted()) {
                JPype.startJVM(JPype.getDefaultJVMPath(), "-Djava.class.path=calc_life.py");
            }
        } catch (Exception e) {
            throw new RuntimeException("JPype初始化失敗", e);
        }
    }
    
    public static double calculateRemainingLife(Device device) {
        try {
            // 1. 加載Python模塊
            PyObject calcLifeModule = JPype.importModule("calc_life");
            
            // 2. 調(diào)用Python函數(shù)
            PyObject calcLifeFunc = calcLifeModule.get("calculate_life");
            PyObject result = calcLifeFunc.invoke(
                device.getAge(),
                device.getAnnualCost(),
                device.getExpectedLife()
            );
            
            // 3. 返回結(jié)果
            return result.asDouble();
        } catch (Exception e) {
            throw new RuntimeException("設(shè)備壽命計算失敗", e);
        }
    }
}

// 設(shè)備特征工程優(yōu)化
public class DeviceFeatureEngineer {
    public static double[] getFeatureVector(Device device) {
        // 1. 基礎(chǔ)特征
        double[] features = {
            device.getAge() / device.getExpectedLife(),  // 年齡比例
            device.getAnnualCost() / device.getExpectedCost(),  // 成本比例
            device.getUsageRate(),  // 使用率
            device.getMaintenanceFrequency()  // 維護(hù)頻率
        };
        
        // 2. 特征組合
        features[4] = features[0] * features[1];  // 年齡成本乘積
        features[5] = features[2] * features[3];  // 使用率維護(hù)頻率乘積
        
        return features;
    }
}

// 設(shè)備壽命預(yù)測緩存
public class LifePredictionCache {
    private static final Map<String, Double> CACHE = new ConcurrentHashMap<>();
    
    public static double getRemainingLife(Device device) {
        String key = device.getId() + "_" + device.getAge();
        
        // 1. 檢查緩存
        if (CACHE.containsKey(key)) {
            return CACHE.get(key);
        }
        
        // 2. 計算壽命
        double life = CalcLifeUtils.calculateRemainingLife(device);
        
        // 3. 緩存結(jié)果
        CACHE.put(key, life);
        
        return life;
    }
}

// 你以為的：使用ProcessBuilder調(diào)用Python
ProcessBuilder pb = new ProcessBuilder("python", "calc_life.py");
// 結(jié)果：調(diào)用時間120ms，資源占用高

// 你以為的：只使用基礎(chǔ)特征
double[] features = {
    device.getAge() / device.getExpectedLife(),
    device.getAnnualCost() / device.getExpectedCost()
};
// 結(jié)果：預(yù)測準(zhǔn)確率65%，模型簡單