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-d1096a4a-4acd-4ff2-80be-d7b9ddede45a

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 95 critical
Basic Info

基础信息

event_id
runtime-d1096a4a-4acd-4ff2-80be-d7b9ddede45a
flow_id
safe-lab-20260704092453-e82171-038-data_exfiltration_like
src_ip
10.20.7.81
dst_ip
203.0.113.211
protocol
https
timestamp
2026-07-04T09:24:55.493068+00:00
风险等级
critical
检测类型
data_exfiltration
detectors
rule_engine, anomaly_detector, attack_chain
source
mixed_scenario_lab
chain_related
True
Risk Score

风险评分

final_risk_score
95
severity
critical
security_alert
True
Risk Formation

最终风险形成

rule_score
95
supervised_risk_score
0
calibrated_risk_score
17
anomaly_risk_score
95
final_risk_score
95
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

scenarios
data_exfiltration
support_type
rule_anomaly_gate_attack_chain_supported
model_claim
not_strong_supervised_label
explanation
This scenario is supported by rules, anomaly detection, uncertainty gate, and chain evidence rather than claimed as a strongly supervised classifier label.
Model Prediction

模型预测 model_prediction

predicted_label
benign
malicious_probability
0.0015
model_score
0
calibrated_risk_score
17
uncertainty_gate
0.175323
probability_entropy
0.013211
top2_margin
0.996779
js_divergence
0.001873
unknown_decision
False
model_supported_label
True

该场景主要由规则、攻击链或异常检测补强，不应表述为当前模型可靠覆盖。

Anomaly Detection

异常检测 anomaly_result

anomaly_score
100.0
anomaly_risk_score
95
is_anomaly
True
Rule Hits

规则 evidence

data_exfiltration scenario_rule_engine · risk_score=95
Evidence

推荐处置 recommendation

  • uploaded_file=mixed_scenario_features.csv
  • input_label=data_exfiltration
  • uploaded feature row evaluated by EncGuard scenario rule engine
  • anomaly_score=100.0
  • anomaly_risk_score=90.0
  • uncertainty_gate=0.175323
  • safe_lab_batch=safe-lab-20260704092453-e82171
  • scenario=data_exfiltration_like
  • ground_truth_label=data_exfiltration
  • 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

encrypted_tunnel_to_data_exfiltration chain_id=inferred-3 · risk_score=95
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-e82171-038-data_exfiltration_like
src_ip
10.20.7.81
dst_ip
203.0.113.211
src_port
51278
dst_port
443
protocol
https
start_time
2026-07-04T09:57:34Z
duration
845.1914
total_packets
369149
total_bytes
743884392
fwd_packets
350814
bwd_packets
18335
fwd_bytes
740825631
bwd_bytes
3058761
upload_download_ratio
242.197946
packets_per_second
436.763768
bytes_per_second
880137.152918
packet_size_mean
2015.133163
packet_size_std
2128.466509
iat_mean
0.009588
iat_std
0.001596
same_src_conn_count_1min
1
same_src_conn_count_5min
7
short_connection_count_5min
3
long_session_flag
False
large_upload_flag
True
unknown_destination_flag
True
non_working_hour_flag
True
packet_direction_sequence_summary
client_to_server_dominant
packet_size_sequence_summary
large_forward_bulk_transfer_like
burst_count
118
interactive_gap_mean
0.009588
interactive_gap_std
0.001596
post_login_long_session_flag
False
command_like_burst_flag
False
failed_login_then_long_session_flag
False
scenario
data_exfiltration_like
label
data_exfiltration
Related Events

相关事件