加密流量元数据与行为分析

EncGuard Pro 加密通信恶意行为检测平台

检测模式：规则检测 + 分类模型 + 异常检测 + 攻击链融合 模型状态：已启用

Alert Detail

告警详情

runtime-c2f53ca3-13c8-4992-8fa0-47b2f5df5b9c

模型预测与异常检测已拆分为 model_prediction 与 anomaly_result 两个解释区。

风险评分 90 high
Basic Info

基础信息

event_id
runtime-c2f53ca3-13c8-4992-8fa0-47b2f5df5b9c
flow_id
safe-lab-20260704092453-e82171-042-unknown_suspicious_like
src_ip
10.10.7.230
dst_ip
198.51.100.123
protocol
tls
timestamp
2026-07-04T09:24:55.493068+00:00
风险等级
high
检测类型
unknown_suspicious
detectors
rule_engine, anomaly_detector
source
mixed_scenario_lab
chain_related
False
Risk Score

风险评分

final_risk_score
90
severity
high
security_alert
True
Risk Formation

最终风险形成

rule_score
68
supervised_risk_score
0
calibrated_risk_score
16
anomaly_risk_score
93
final_risk_score
90
fusion_policy
max(rule_score, calibrated_risk_score, anomaly_risk_score)
gate_formula
risk=(1-g)*supervised_risk+g*anomaly_risk
Weak Scenario Support

弱覆盖场景补强证据

该事件不属于弱覆盖场景，或无需额外补强说明。

Model Prediction

模型预测 model_prediction

predicted_label
benign
malicious_probability
0.0041
model_score
0
calibrated_risk_score
16
uncertainty_gate
0.176962
probability_entropy
0.029198
top2_margin
0.991544
js_divergence
0.004517
unknown_decision
False
model_supported_label
True
Anomaly Detection

异常检测 anomaly_result

anomaly_score
89.269677
anomaly_risk_score
93
is_anomaly
True
Rule Hits

规则 evidence

unknown_suspicious scenario_rule_engine · risk_score=68
Evidence

推荐处置 recommendation

  • uploaded_file=mixed_scenario_features.csv
  • input_label=unknown_suspicious
  • uploaded feature row evaluated by EncGuard scenario rule engine
  • anomaly_score=89.269677
  • anomaly_risk_score=90.0
  • uncertainty_gate=0.176962
  • safe_lab_batch=safe-lab-20260704092453-e82171
  • scenario=unknown_suspicious_like
  • ground_truth_label=unknown_suspicious
  • safe synthetic metadata only; no payload and no real attack execution

recommendation：Review uploaded feature context and validate whether this communication is authorized.

Attack Chain

攻击链关联 attack_chain

暂无攻击链关联。

Safety Boundary

安全边界说明

  • EncGuard 不解密 SSH/TLS/HTTPS/SFTP/SCP payload。
  • 当前检测依据为连接元数据、流量统计、规则 evidence、模型预测、异常检测和攻击链聚合。
  • post_bruteforce_action、encrypted_tunnel、data_exfiltration 主要由规则、攻击链或异常检测补强。
Raw Feature

原始特征详情

flow_id
safe-lab-20260704092453-e82171-042-unknown_suspicious_like
src_ip
10.10.7.230
dst_ip
198.51.100.123
src_port
48063
dst_port
9443
protocol
tls
start_time
2026-07-04T10:01:27Z
duration
2595.6424
total_packets
2150
total_bytes
51924653
fwd_packets
1461
bwd_packets
689
fwd_bytes
37543215
bwd_bytes
14381438
upload_download_ratio
2.610533
packets_per_second
0.828311
bytes_per_second
20004.547983
packet_size_mean
24151.001395
packet_size_std
886.915194
iat_mean
0.289922
iat_std
0.09702
same_src_conn_count_1min
2
same_src_conn_count_5min
7
short_connection_count_5min
1
long_session_flag
False
large_upload_flag
False
unknown_destination_flag
True
non_working_hour_flag
True
packet_direction_sequence_summary
irregular_client_weighted
packet_size_sequence_summary
mixed_size_unknown_pattern
burst_count
6
interactive_gap_mean
0.289922
interactive_gap_std
0.09702
post_login_long_session_flag
False
command_like_burst_flag
False
failed_login_then_long_session_flag
False
scenario
unknown_suspicious_like
label
unknown_suspicious
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