// RedundantSystemIntelligentSwitch.html 冗余系统智能切换仿真

冗余系统智能切换仿真

仿真配置

仿真结果

切换延迟: N/A
切换成功: N/A
冗余系统健康状态: N/A

相关数据展示

强化学习算法参数 (RL_Algorithm_Parameters)

                [
                    {
                        "Parameter_Setting_ID": 1,
                        "Algorithm_Name": "DQN",
                        "Learning_Rate": 0.001,
                        "Discount_Factor": 0.99,
                        "Exploration_Rate": 0.1,
                        "Batch_Size": 32,
                        "Other_Parameters": "{}"
                    },
                    {
                        "Parameter_Setting_ID": 2,
                        "Algorithm_Name": "PPO",
                        "Learning_Rate": 0.0003,
                        "Discount_Factor": 0.98,
                        "Exploration_Rate": 0.05,
                        "Batch_Size": 64,
                        "Other_Parameters": "{}"
                    }
                ]
                

强化学习策略模型 (RL_Policy_Models)

                [
                    {
                        "Policy_ID": 101,
                        "Algorithm_Name": "DQN",
                        "Parameter_Setting_ID": 1,
                        "Model_Path": "/path/to/dqn/model",
                        "Training_Session_ID": "session1",
                        "Creation_Time": "2024-01-01T10:00:00",
                        "Version": 1,
                        "Description": "DQN策略模型",
                        "Average_Reward": 150.0,
                        "Success_Rate": 0.85,
                        "Collision_Rate": 0.05,
                        "Risk_Score": 0.2
                    },
                    {
                        "Policy_ID": 102,
                        "Algorithm_Name": "PPO",
                        "Parameter_Setting_ID": 2,
                        "Model_Path": "/path/to/ppo/model",
                        "Training_Session_ID": "session2",
                        "Creation_Time": "2024-01-05T14:00:00",
                        "Version": 2,
                        "Description": "PPO策略模型",
                        "Average_Reward": 180.0,
                        "Success_Rate": 0.90,
                        "Collision_Rate": 0.03,
                        "Risk_Score": 0.15
                    }
                ]
                

硬件/软件冗余数据 (Hardware_Software_Redundancy)

                 [
                     {
                         "Redundancy_ID": 1,
                         "Component_Type": "传感器",
                         "Redundancy_Level": 2,
                         "Redundancy_Mechanism": "热备份",
                         "Failure_Detection_Time": 0.05,
                         "Switchover_Time": 0.01,
                         "MTBF": 10000,
                         "Architecture_Diagram_Path": "/path/to/diagram",
                         "Code_Complexity": 50,
                         "FMEA_Report_Path": "/path/to/fmea",
                         "Security_Vulnerability_Report_Path": "/path/to/security",
                         "Last_Modified": "2024-01-10T08:00:00",
                         "Redundancy_Switch_Success_Rate": 0.99,
                         "Redundancy_Switch_Delay_Time": 0.015,
                         "Redundancy_System_Online_Rate": 0.999
                     },
                     {
                         "Redundancy_ID": 2,
                         "Component_Type": "计算单元",
                         "Redundancy_Level": 3,
                         "Redundancy_Mechanism": "N版本编程",
                         "Failure_Detection_Time": 0.1,
                         "Switchover_Time": 0.02,
                         "MTBF": 15000,
                         "Architecture_Diagram_Path": "/path/to/diagram2",
                         "Code_Complexity": 75,
                         "FMEA_Report_Path": "/path/to/fmea2",
                         "Security_Vulnerability_Report_Path": "/path/to/security2",
                         "Last_Modified": "2024-01-12T12:00:00",
                         "Redundancy_Switch_Success_Rate": 0.98,
                         "Redundancy_Switch_Delay_Time": 0.025,
                         "Redundancy_System_Online_Rate": 0.998
                     }
                 ]
                 

仿真数据 (Simulation_Data)

                 [
                     {
                         "Simulation_ID": 1,
                         "Scenario_ID": "scenario1",
                         "RL_Policy_ID": 101,
                         "Timestamp": "2024-01-15T16:00:00",
                         "Vehicle_Speed": 25.0,
                         "Acceleration": 2.0,
                         "Steering_Angle": 1.5,
                         "Brake_Pressure": 120.0,
                         "Distance_To_Nearest_Object": 30.0,
                         "Collision": false,
                         "Lane_Position": 0.5,
                         "Traffic_Density": 50,
                         "Weather_Condition": "晴天",
                         "Fuel_Consumption": 0.08
                     },
                     {
                         "Simulation_ID": 2,
                         "Scenario_ID": "scenario2",
                         "RL_Policy_ID": 102,
                         "Timestamp": "2024-01-16T09:00:00",
                         "Vehicle_Speed": 30.0,
                         "Acceleration": 1.8,
                         "Steering_Angle": -0.8,
                         "Brake_Pressure": 100.0,
                         "Distance_To_Nearest_Object": 45.0,
                         "Collision": false,
                         "Lane_Position": 0.6,
                         "Traffic_Density": 70,
                         "Weather_Condition": "雨天",
                         "Fuel_Consumption": 0.1
                     }
                 ]
                 

事故数据 (Accident_Data)

                 [
                     {
                         "Accident_ID": 1,
                         "Accident_Type": "追尾",
                         "Accident_Severity": "轻微",
                         "Timestamp": "2024-01-18T11:30:00",
                         "Location_Latitude": 34.0522,
                         "Location_Longitude": -118.2437,
                         "Involved_Vehicles": 2,
                         "Involved_Pedestrians": 0,
                         "Weather_Condition": "晴天",
                         "Road_Condition": "干燥",
                         "Vehicle_Speed": 15.0,
                         "RL_Policy_ID": 101,
                         "Driver_State": "正常",
                         "Damage_Cost": 500.0,
                         "Description": "轻微追尾事故"
                     },
                     {
                         "Accident_ID": 2,
                         "Accident_Type": "碰撞行人",
                         "Accident_Severity": "严重",
                         "Timestamp": "2024-01-20T18:45:00",
                         "Location_Latitude": 37.7749,
                         "Location_Longitude": -122.4194,
                         "Involved_Vehicles": 1,
                         "Involved_Pedestrians": 1,
                         "Weather_Condition": "雨天",
                         "Road_Condition": "潮湿",
                         "Vehicle_Speed": 20.0,
                         "RL_Policy_ID": 102,
                         "Driver_State": "注意力分散",
                         "Damage_Cost": 10000.0,
                         "Description": "车辆碰撞行人事故"
                     }
                 ]
                 

环境数据 (Environment_Data)

                 [
                     {
                         "Environment_ID": 1,
                         "Timestamp": "2024-01-22T07:00:00",
                         "Location_Latitude": 40.7128,
                         "Location_Longitude": -74.0060,
                         "Weather_Condition": "晴天",
                         "Temperature": 20.0,
                         "Humidity": 60.0,
                         "Traffic_Density": 80,
                         "Average_Speed": 35.0,
                         "Road_Condition": "干燥",
                         "Visibility": 10.0,
                         "Surface_Friction": 0.8
                     },
                     {
                         "Environment_ID": 2,
                         "Timestamp": "2024-01-23T14:00:00",
                         "Location_Latitude": 34.0522,
                         "Location_Longitude": -118.2437,
                         "Weather_Condition": "雨天",
                         "Temperature": 15.0,
                         "Humidity": 80.0,
                         "Traffic_Density": 90,
                         "Average_Speed": 30.0,
                         "Road_Condition": "潮湿",
                         "Visibility": 5.0,
                         "Surface_Friction": 0.6
                     }
                 ]
                 

强化学习动作日志 (RL_Action_Logs)

                 [
                     {
                         "Log_ID": 1,
                         "Policy_ID": 101,
                         "Timestamp": "2024-01-25T08:00:00",
                         "State_Vector": "[0.1, 0.2, 0.3]",
                         "Action_Taken": "加速",
                         "Action_Probability": 0.75,
                         "Reward": 1.0,
                         "Q_Value": 5.0,
                         "Environment_ID": 1,
                         "Vehicle_Speed": 25.0,
                         "Distance_To_Nearest_Object": 30.0,
                         "Risk_Level": "低",
                         "Notes": "无"
                     },
                     {
                         "Log_ID": 2,
                         "Policy_ID": 102,
                         "Timestamp": "2024-01-26T17:00:00",
                         "State_Vector": "[0.4, 0.5, 0.6]",
                         "Action_Taken": "减速",
                         "Action_Probability": 0.8,
                         "Reward": 0.5,
                         "Q_Value": 4.5,
                         "Environment_ID": 2,
                         "Vehicle_Speed": 20.0,
                         "Distance_To_Nearest_Object": 40.0,
                         "Risk_Level": "中",
                         "Notes": "无"
                     }
                 ]
                 

风险评估结果 (Risk_Assessment_Results)

                 [
                     {
                         "Assessment_ID": 1,
                         "Policy_ID": 101,
                         "Environment_ID": 1,
                         "Timestamp": "2024-01-28T10:00:00",
                         "Risk_Score": 0.2,
                         "Risk_Category": "碰撞风险",
                         "Risk_Factors": "传感器噪声",
                         "Probability": 0.05,
                         "Severity": "轻微",
                         "Mitigation_Strategy": "传感器校准",
                         "Notes": "无"
                     },
                     {
                         "Assessment_ID": 2,
                         "Policy_ID": 102,
                         "Environment_ID": 2,
                         "Timestamp": "2024-01-29T15:00:00",
                         "Risk_Score": 0.4,
                         "Risk_Category": "失控风险",
                         "Risk_Factors": "路面湿滑",
                         "Probability": 0.1,
                         "Severity": "中等",
                         "Mitigation_Strategy": "减速行驶",
                         "Notes": "无"
                     }
                 ]