2026计算机科学与技术一套基于轻量级机器学习与SDN的智能家庭网络QoS的设计与实现(论文+程序代码源码).zip

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2026-09-18
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收起资源包目录

lunwen_latex_zuizhong
- thesis
  - BibTeX
    - references.bib(9.21 KB)
  - chapters
    - Abstract-BS.aux(1.08 KB)
    - Abstract-BS.tex(4.43 KB)
    - Acknowledgement.aux(1.18 KB)
    - Acknowledgement.tex(1008 B)
    - Appendices.aux(1.78 KB)
    - Appendices.tex(3.88 KB)
    - Chapter1.aux(2.93 KB)
    - Chapter1.tex(10.09 KB)
    - Chapter2.aux(3.7 KB)
    - Chapter2.tex(9.28 KB)
    - Chapter3.aux(4.3 KB)
    - Chapter3.tex(13.33 KB)
    - Chapter4.aux(4.83 KB)
    - Chapter4.tex(7.9 KB)
    - Chapter5.aux(7.1 KB)
    - Chapter5.tex(16.81 KB)
    - Chapter6.aux(1.91 KB)
    - Chapter6.tex(8.92 KB)
  - code
    - dataset
      - consolidated_traffic_data.xlsx(10.11 MB)预览内容
    - phase_1
      - preprocess_traffic.py(15.95 KB)
      - train_models.py(21.02 KB)
    - phase_2
      - ai_qos_controller.py(34.78 KB)
      - best_effort_controller.py(9.38 KB)
      - home_topology.py(16.33 KB)
      - static_qos_controller.py(13.68 KB)
    - phase_3
      - run_experiment.py(46.9 KB)
    - phase_4
      - analyze_results.py(60.5 KB)
  - figures
    - fig4_1_pingall.png(22.09 KB)预览内容
    - fig4_2_aiqos_log.png(23.04 KB)预览内容
    - fig5_1_inference_time.png(84.96 KB)预览内容
    - fig5_2_latency_boxplot.png(84.58 KB)预览内容
    - fig5_3_heatmap.png(98.34 KB)预览内容
    - fig5_4_cdf.png(110.98 KB)预览内容
    - fig5_5_radar.png(237.02 KB)预览内容
  - logoimage
    - logo_bachelor.png(109.7 KB)预览内容
  - references
    - 1198255.1198257.pdf(332.54 KB)预览内容
    - 1355734.1355746_openflow.pdf(437.28 KB)预览内容
    - about_sdn_comprehensive_survey.pdf(13.9 MB)预览内容
    - accurate_identification_of_network_apps.pdf(113.87 KB)预览内容
    - aceto_traffic_classification_using_deep_learning.pdf(323.83 KB)预览内容
    - approach_for_encrypted_traffic_classification_using_deep_learning.pdf(604.75 KB)预览内容
    - best_practices_for_qoe_crowdtesting.pdf(2.32 MB)预览内容
    - characterization_of_vpn_traffic_using_time_related_features.pdf(753.5 KB)预览内容
    - cisco_end_to_end_qos_network_design.pdf(872.68 KB)预览内容
    - comprehensive_study_about_bufferbloat.pdf(2.88 MB)预览内容
    - deep_learning_for_encrypted_traffic_classification.pdf(967.21 KB)预览内容
    - design_science_in_information_systems.pdf(269 KB)预览内容
    - how_to_use_scikit_learn_ml_py.pdf(41.32 KB)预览内容
    - IET Networks - 2019 - Latah - Artificial intelligence enabled software‐defined networking a comprehensive overview.pdf(1.35 MB)预览内容
    - machine_learning_for_networking.pdf(207.06 KB)预览内容
    - measurement_of_p2p_traffic_apps.pdf(575.21 KB)预览内容
    - mininet_prototyping_for_sdns.pdf(372.31 KB)预览内容
    - mininet_wifi_emulating_sdn_wireless.pdf(676.55 KB)预览内容
    - mining_high_speed_data_streams.pdf(141.26 KB)预览内容
    - quantitative_measure_of_fairness_and_discrimination.pdf(700.73 KB)预览内容
    - statistical-power-analysis-for-the-behavioral-sciences.pdf(9.64 MB)预览内容
    - survey_of_techniques_for_traffic_classification_ml.pdf(244.4 KB)预览内容
    - T-REC-G.114-200305-epdf.pdf(294.62 KB)预览内容
    - test_of_whether_one_of_two_random_variables.pdf(761.67 KB)预览内容
    - traffic_engineering_in_sdn_measurement_and_management.pdf(4.2 MB)预览内容
    - 基于机器学习的加密流量分类研究综述_付钰.pdf(1.83 MB)预览内容
    - 基于自定义服务质量的家庭网络动态带宽优化策略_李兵奎.pdf(1.42 MB)预览内容
    - 软件定义网络下的人工智能网络体系架构分析_吴玥.pdf(1.31 MB)预览内容
    - 软件定义网络安全研究进展_翟亚红.pdf(1.22 MB)预览内容
    - 边缘智能网络中面向流媒体业务的多维资源管理技术研究_林鹏.pdf(14.19 MB)预览内容
  - results
    - csv
      - results_20260406_163833.csv(8.28 KB)
    - plots
      - 01_latency_boxplot.png(84.58 KB)预览内容
      - 02_jitter_boxplot.png(88.84 KB)预览内容
      - 03_packet_loss_bar.png(59.96 KB)预览内容
      - 04_throughput_boxplot.png(106 KB)预览内容
      - 05_improvement_heatmap.png(98.34 KB)预览内容
      - 06_cdf_latency.png(110.98 KB)预览内容
      - 07_ml_inference_time.png(84.96 KB)预览内容
      - 08_resource_usage.png(83.61 KB)预览内容
      - 09_scenario_radar.png(237.02 KB)预览内容
      - 10_summary_table.png(106.34 KB)预览内容
    - raw
      - ai_qos_S1_rep01_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep01_ping.txt(211 B)预览内容
      - ai_qos_S1_rep02_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep02_ping.txt(211 B)预览内容
      - ai_qos_S1_rep03_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep03_ping.txt(211 B)预览内容
      - ai_qos_S1_rep04_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep04_ping.txt(211 B)预览内容
      - ai_qos_S1_rep05_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep05_ping.txt(211 B)预览内容
      - ai_qos_S1_rep06_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep06_ping.txt(211 B)预览内容
      - ai_qos_S1_rep07_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep07_ping.txt(211 B)预览内容
      - ai_qos_S1_rep08_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep08_ping.txt(211 B)预览内容
      - ai_qos_S1_rep09_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep09_ping.txt(349 B)预览内容
      - ai_qos_S1_rep10_iperf.txt(373 B)预览内容
      - ai_qos_S1_rep10_ping.txt(211 B)预览内容
      - ai_qos_S2_rep01_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep01_ping.txt(211 B)预览内容
      - ai_qos_S2_rep02_iperf.txt(648 B)预览内容
      - ai_qos_S2_rep02_ping.txt(211 B)预览内容
      - ai_qos_S2_rep03_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep03_ping.txt(211 B)预览内容
      - ai_qos_S2_rep04_iperf.txt(648 B)预览内容
      - ai_qos_S2_rep04_ping.txt(211 B)预览内容
      - ai_qos_S2_rep05_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep05_ping.txt(211 B)预览内容
      - ai_qos_S2_rep06_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep06_ping.txt(211 B)预览内容
      - ai_qos_S2_rep07_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep07_ping.txt(211 B)预览内容
      - ai_qos_S2_rep08_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep08_ping.txt(211 B)预览内容
      - ai_qos_S2_rep09_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep09_ping.txt(211 B)预览内容
      - ai_qos_S2_rep10_iperf.txt(708 B)预览内容
      - ai_qos_S2_rep10_ping.txt(211 B)预览内容
      - ai_qos_S3_rep01_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep01_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep01_ping.txt(211 B)预览内容
      - ai_qos_S3_rep02_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep02_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep02_ping.txt(211 B)预览内容
      - ai_qos_S3_rep03_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep03_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep03_ping.txt(211 B)预览内容
      - ai_qos_S3_rep04_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep04_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep04_ping.txt(211 B)预览内容
      - ai_qos_S3_rep05_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep05_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep05_ping.txt(349 B)预览内容
      - ai_qos_S3_rep06_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep06_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep06_ping.txt(211 B)预览内容
      - ai_qos_S3_rep07_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep07_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep07_ping.txt(211 B)预览内容
      - ai_qos_S3_rep08_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep08_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep08_ping.txt(211 B)预览内容
      - ai_qos_S3_rep09_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep09_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep09_ping.txt(211 B)预览内容
      - ai_qos_S3_rep10_iperf_h1.txt(373 B)预览内容
      - ai_qos_S3_rep10_iperf_h2.txt(373 B)预览内容
      - ai_qos_S3_rep10_ping.txt(349 B)预览内容
      - baseline_S1_rep01_iperf.txt(373 B)预览内容
      - baseline_S1_rep01_ping.txt(227 B)预览内容
      - baseline_S1_rep02_iperf.txt(373 B)预览内容
      - baseline_S1_rep02_ping.txt(508 B)预览内容
      - baseline_S1_rep03_iperf.txt(373 B)预览内容
      - baseline_S1_rep03_ping.txt(227 B)预览内容
      - baseline_S1_rep04_iperf.txt(373 B)预览内容
      - baseline_S1_rep04_ping.txt(227 B)预览内容
      - baseline_S1_rep05_iperf.txt(373 B)预览内容
      - baseline_S1_rep05_ping.txt(227 B)预览内容
      - baseline_S1_rep06_iperf.txt(373 B)预览内容
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      - baseline_S1_rep07_iperf.txt(373 B)预览内容
      - baseline_S1_rep07_ping.txt(227 B)预览内容
      - baseline_S1_rep08_iperf.txt(373 B)预览内容
      - baseline_S1_rep08_ping.txt(227 B)预览内容
      - baseline_S1_rep09_iperf.txt(373 B)预览内容
      - baseline_S1_rep09_ping.txt(227 B)预览内容
      - baseline_S1_rep10_iperf.txt(373 B)预览内容
      - baseline_S1_rep10_ping.txt(227 B)预览内容
      - baseline_S2_rep01_iperf.txt(648 B)预览内容
      - baseline_S2_rep01_ping.txt(211 B)预览内容
      - baseline_S2_rep02_iperf.txt(648 B)预览内容
      - baseline_S2_rep02_ping.txt(211 B)预览内容
      - baseline_S2_rep03_iperf.txt(648 B)预览内容
      - baseline_S2_rep03_ping.txt(211 B)预览内容
      - baseline_S2_rep04_iperf.txt(648 B)预览内容
      - baseline_S2_rep04_ping.txt(211 B)预览内容
      - baseline_S2_rep05_iperf.txt(648 B)预览内容
      - baseline_S2_rep05_ping.txt(211 B)预览内容
      - baseline_S2_rep06_iperf.txt(648 B)预览内容
      - baseline_S2_rep06_ping.txt(211 B)预览内容
      - baseline_S2_rep07_iperf.txt(648 B)预览内容
      - baseline_S2_rep07_ping.txt(211 B)预览内容
      - baseline_S2_rep08_iperf.txt(648 B)预览内容
      - baseline_S2_rep08_ping.txt(211 B)预览内容
      - baseline_S2_rep09_iperf.txt(708 B)预览内容
      - baseline_S2_rep09_ping.txt(211 B)预览内容
      - baseline_S2_rep10_iperf.txt(708 B)预览内容
      - baseline_S2_rep10_ping.txt(211 B)预览内容
      - baseline_S3_rep01_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep01_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep01_ping.txt(575 B)预览内容
      - baseline_S3_rep02_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep02_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep02_ping.txt(506 B)预览内容
      - baseline_S3_rep03_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep03_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep03_ping.txt(568 B)预览内容
      - baseline_S3_rep04_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep04_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep04_ping.txt(225 B)预览内容
      - baseline_S3_rep05_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep05_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep05_ping.txt(232 B)预览内容
      - baseline_S3_rep06_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep06_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep06_ping.txt(232 B)预览内容
      - baseline_S3_rep07_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep07_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep07_ping.txt(430 B)预览内容
      - baseline_S3_rep08_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep08_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep08_ping.txt(232 B)预览内容
      - baseline_S3_rep09_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep09_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep09_ping.txt(430 B)预览内容
      - baseline_S3_rep10_iperf_h1.txt(373 B)预览内容
      - baseline_S3_rep10_iperf_h2.txt(373 B)预览内容
      - baseline_S3_rep10_ping.txt(232 B)预览内容
      - static_qos_S1_rep01_iperf.txt(373 B)预览内容
      - static_qos_S1_rep01_ping.txt(211 B)预览内容
      - static_qos_S1_rep02_iperf.txt(373 B)预览内容
      - static_qos_S1_rep02_ping.txt(210 B)预览内容
      - static_qos_S1_rep03_iperf.txt(373 B)预览内容
      - static_qos_S1_rep03_ping.txt(211 B)预览内容
      - static_qos_S1_rep04_iperf.txt(373 B)预览内容
      - static_qos_S1_rep04_ping.txt(210 B)预览内容
      - static_qos_S1_rep05_iperf.txt(373 B)预览内容
      - static_qos_S1_rep05_ping.txt(210 B)预览内容
      - static_qos_S1_rep06_iperf.txt(373 B)预览内容
      - static_qos_S1_rep06_ping.txt(349 B)预览内容
      - static_qos_S1_rep07_iperf.txt(373 B)预览内容
      - static_qos_S1_rep07_ping.txt(211 B)预览内容
      - static_qos_S1_rep08_iperf.txt(373 B)预览内容
      - static_qos_S1_rep08_ping.txt(210 B)预览内容
      - static_qos_S1_rep09_iperf.txt(373 B)预览内容
      - static_qos_S1_rep09_ping.txt(210 B)预览内容
      - static_qos_S1_rep10_iperf.txt(373 B)预览内容
      - static_qos_S1_rep10_ping.txt(210 B)预览内容
      - static_qos_S2_rep01_iperf.txt(708 B)预览内容
      - static_qos_S2_rep01_ping.txt(211 B)预览内容
      - static_qos_S2_rep02_iperf.txt(708 B)预览内容
      - static_qos_S2_rep02_ping.txt(210 B)预览内容
      - static_qos_S2_rep03_iperf.txt(708 B)预览内容
      - static_qos_S2_rep03_ping.txt(211 B)预览内容
      - static_qos_S2_rep04_iperf.txt(708 B)预览内容
      - static_qos_S2_rep04_ping.txt(211 B)预览内容
      - static_qos_S2_rep05_iperf.txt(648 B)预览内容
      - static_qos_S2_rep05_ping.txt(211 B)预览内容
      - static_qos_S2_rep06_iperf.txt(648 B)预览内容
      - static_qos_S2_rep06_ping.txt(211 B)预览内容
      - static_qos_S2_rep07_iperf.txt(648 B)预览内容
      - static_qos_S2_rep07_ping.txt(210 B)预览内容
      - static_qos_S2_rep08_iperf.txt(708 B)预览内容
      - static_qos_S2_rep08_ping.txt(211 B)预览内容
      - static_qos_S2_rep09_iperf.txt(648 B)预览内容
      - static_qos_S2_rep09_ping.txt(210 B)预览内容
      - static_qos_S2_rep10_iperf.txt(648 B)预览内容
      - static_qos_S2_rep10_ping.txt(211 B)预览内容
      - static_qos_S3_rep01_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep01_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep01_ping.txt(227 B)预览内容
      - static_qos_S3_rep02_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep02_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep02_ping.txt(228 B)预览内容
      - static_qos_S3_rep03_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep03_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep03_ping.txt(227 B)预览内容
      - static_qos_S3_rep04_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep04_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep04_ping.txt(433 B)预览内容
      - static_qos_S3_rep05_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep05_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep05_ping.txt(228 B)预览内容
      - static_qos_S3_rep06_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep06_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep06_ping.txt(228 B)预览内容
      - static_qos_S3_rep07_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep07_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep07_ping.txt(228 B)预览内容
      - static_qos_S3_rep08_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep08_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep08_ping.txt(227 B)预览内容
      - static_qos_S3_rep09_iperf_h1.txt(373 B)预览内容
      - static_qos_S3_rep09_iperf_h2.txt(373 B)预览内容
      - static_qos_S3_rep09_ping.txt(227 B)预览内容
      - static_qos_S3_rep10_iperf_h1.txt(373 B)预览内容
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  - Settings
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    - UserMathDef.tex(7 B)
    - UserTextDef.tex(11 B)
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  - hainnuthesis.cls(27.03 KB)
  - main-BS.aux(3.48 KB)
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  - main-BS.blg(2.73 KB)
  - main-BS.log(101.02 KB)
  - main-BS.out(11.33 KB)
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