{
      "institution": "Universitas AMIKOM Yogyakarta",
      "rev_number": 17,
      "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/32807",
      "keywords": "Keamanan Jaringan, Ipsweep, DBSCAN, Anomali, Silhouette\r\nCoefficient, Network Security.",
      "thesis_type": "bachelor",
      "department": "Fakultas Ilmu Komputer",
      "ispublished": "pub",
      "title": "IMPLEMENTASI ALGORITMA DBSCAN UNTUK DETEKSI\r\nSERANGAN IPSWEEP PADA DATASET NSL-KDD",
      "corp_creators": [
        "Universitas AMIKOM Yogyakarta"
      ],
      "metadata_visibility": "show",
      "thesis_name": "skripsi",
      "full_text_status": "restricted",
      "divisions": [
        "tk"
      ],
      "datestamp": "2026-09-17 01:44:53",
      "documents": [
          {
            "files": [
                {
                  "fileid": 1153895,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "hash_type": "MD5",
                  "mtime": "2026-09-17 01:37:28",
                  "filesize": 1085127,
                  "hash": "02cf90bcefe25d75c6e90202f84df3b0",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153895",
                  "objectid": 327168,
                  "filename": "COVER.pdf"
                }
            ],
            "formatdesc": "COVER - ABSTRAK",
            "language": "id",
            "mime_type": "application\/pdf",
            "content": "published",
            "docid": 327168,
            "eprintid": 32807,
            "placement": 1,
            "security": "public",
            "rev_number": 2,
            "format": "text",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327168",
            "main": "COVER.pdf",
            "pos": 1
          },
          {
            "main": "BAB I.pdf",
            "pos": 3,
            "security": "public",
            "rev_number": 2,
            "format": "text",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327170",
            "mime_type": "application\/pdf",
            "content": "published",
            "docid": 327170,
            "placement": 3,
            "eprintid": 32807,
            "formatdesc": "BAB I",
            "files": [
                {
                  "fileid": 1153899,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "mtime": "2026-09-17 01:37:53",
                  "filesize": 188370,
                  "hash_type": "MD5",
                  "hash": "13d5165c6c5ce93a48a824ee5dc4184a",
                  "filename": "BAB I.pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153899",
                  "objectid": 327170
                }
            ],
            "language": "id"
          },
          {
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327171",
            "rev_number": 2,
            "security": "validuser",
            "format": "text",
            "pos": 4,
            "main": "BAB II.pdf",
            "language": "id",
            "formatdesc": "BAB II",
            "files": [
                {
                  "fileid": 1153901,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "filesize": 459874,
                  "mtime": "2026-09-17 01:37:57",
                  "hash_type": "MD5",
                  "hash": "1cace7f62eff0af41ddbec2d382d3ac1",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153901",
                  "filename": "BAB II.pdf",
                  "objectid": 327171
                }
            ],
            "eprintid": 32807,
            "placement": 4,
            "docid": 327171,
            "content": "published",
            "mime_type": "application\/pdf"
          },
          {
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327172",
            "security": "validuser",
            "rev_number": 2,
            "format": "text",
            "pos": 5,
            "main": "BAB III.pdf",
            "language": "id",
            "formatdesc": "BAB III",
            "files": [
                {
                  "datasetid": "document",
                  "fileid": 1153904,
                  "filesize": 232044,
                  "mtime": "2026-09-17 01:38:12",
                  "hash_type": "MD5",
                  "mime_type": "application\/pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153904",
                  "filename": "BAB III.pdf",
                  "objectid": 327172,
                  "hash": "b9db327d9622d3433b6618800c05035f"
                }
            ],
            "eprintid": 32807,
            "placement": 5,
            "docid": 327172,
            "content": "published",
            "mime_type": "application\/pdf"
          },
          {
            "formatdesc": "BAB IV",
            "files": [
                {
                  "datasetid": "document",
                  "fileid": 1153906,
                  "mtime": "2026-09-17 01:38:15",
                  "filesize": 740213,
                  "hash_type": "MD5",
                  "mime_type": "application\/pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153906",
                  "objectid": 327173,
                  "filename": "BAB IV.pdf",
                  "hash": "d38b9737c36bd41b03f401f0ededeac5"
                }
            ],
            "language": "id",
            "mime_type": "application\/pdf",
            "content": "published",
            "docid": 327173,
            "placement": 6,
            "eprintid": 32807,
            "rev_number": 2,
            "security": "validuser",
            "format": "text",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327173",
            "main": "BAB IV.pdf",
            "pos": 6
          },
          {
            "rev_number": 2,
            "security": "public",
            "format": "text",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327174",
            "main": "BAB V.pdf",
            "pos": 7,
            "formatdesc": "BAB V",
            "files": [
                {
                  "datasetid": "document",
                  "fileid": 1153908,
                  "filesize": 76864,
                  "mtime": "2026-09-17 01:38:18",
                  "hash_type": "MD5",
                  "mime_type": "application\/pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153908",
                  "filename": "BAB V.pdf",
                  "objectid": 327174,
                  "hash": "615d71458fec82c7366bb11ba064a50e"
                }
            ],
            "language": "id",
            "content": "published",
            "mime_type": "application\/pdf",
            "placement": 7,
            "eprintid": 32807,
            "docid": 327174
          },
          {
            "main": "Daftar Pustaka dan Lampiran.pdf",
            "pos": 8,
            "security": "validuser",
            "format": "text",
            "rev_number": 2,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327175",
            "mime_type": "application\/pdf",
            "content": "published",
            "docid": 327175,
            "eprintid": 32807,
            "placement": 8,
            "formatdesc": "DAFTAR PUSTAKA - LAMPIRAN",
            "files": [
                {
                  "hash": "bcaad1fef847bf8c36912af4fdee6cd7",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153910",
                  "objectid": 327175,
                  "filename": "Daftar Pustaka dan Lampiran.pdf",
                  "fileid": 1153910,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "mtime": "2026-09-17 01:38:20",
                  "hash_type": "MD5",
                  "filesize": 237536
                }
            ],
            "language": "id"
          },
          {
            "files": [
                {
                  "hash": "b63c50f68fdbc4373fdcadf422ac2238",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153912",
                  "objectid": 327176,
                  "filename": "Sourcecode - 22.83.0762.zip",
                  "mime_type": "application\/zip",
                  "filesize": 190996,
                  "mtime": "2026-09-17 01:38:25",
                  "hash_type": "MD5",
                  "fileid": 1153912,
                  "datasetid": "document"
                }
            ],
            "formatdesc": "SOURCE CODE",
            "language": "id",
            "mime_type": "application\/zip",
            "eprintid": 32807,
            "placement": 9,
            "docid": 327176,
            "rev_number": 2,
            "security": "staffonly",
            "format": "archive",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327176",
            "main": "Sourcecode - 22.83.0762.zip",
            "pos": 9
          },
          {
            "files": [
                {
                  "hash": "d5991c5af5f3309cef2c95d6e40fe1f7",
                  "filename": "Publikasi.pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1153914",
                  "objectid": 327177,
                  "fileid": 1153914,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "mtime": "2026-09-17 01:38:29",
                  "hash_type": "MD5",
                  "filesize": 731979
                }
            ],
            "formatdesc": "PUBLIKASI",
            "language": "id",
            "mime_type": "application\/pdf",
            "content": "published",
            "docid": 327177,
            "placement": 10,
            "eprintid": 32807,
            "format": "text",
            "security": "staffonly",
            "rev_number": 2,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/327177",
            "main": "Publikasi.pdf",
            "pos": 10
          }
      ],
      "dir": "disk0\/00\/03\/28\/07",
      "contributors": [
        {
          "name": {
            "honourific": null,
            "lineage": null,
            "family": "Ariyus",
            "given": "Dony"
          }
        }
      ],
      "eprint_status": "archive",
      "type": "thesis",
      "creators": [
        {
          "name": {
            "honourific": null,
            "family": "Oroh",
            "lineage": null,
            "given": "Rivaldo"
          },
          "nim": "22.83.0762"
        }
      ],
      "date_type": "published",
      "lastmod": "2026-09-17 01:44:53",
      "abstract": "Keamanan jaringan saat ini menghadapi tantangan serius akibat\r\nmeningkatnya aktivitas pengintaian seperti serangan Ipsweep. Masalah utama dari\r\nserangan ini adalah kemampuannya untuk memetakan host yang aktif dalam\r\nsebuah jaringan secara cepat, yang jika dibiarkan akan menjadi pintu masuk bagi\r\nserangan siber yang lebih destruktif. Dampaknya, kerahasiaan dan integritas data\r\ndalam jaringan organisasi menjadi terancam, serta dapat menyebabkan\r\nkelumpuhan sistem jika tahap pengintaian ini berhasil berlanjut ke tahap\r\neksploitasi.\r\nUntuk menyelesaikan masalah tersebut, peneliti menerapkan metode\r\nclustering menggunakan algoritma Density-Based Spatial Clustering of\r\nApplications with Noise (DBSCAN). Langkah-langkah penelitian dimulai dengan\r\npengambilan data dari dataset NSL-KDD, dilanjutkan dengan tahap prapemrosesan\r\n\r\ndata menggunakan Label Encoding untuk fitur kategorikal dan\r\nMinMaxScaler untuk menyeimbangkan skala nilai fitur. Proses identifikasi\r\ndilakukan secara unsupervised dengan menentukan parameter Epsilon (€) dan\r\nMinimum Points (MinPts) guna memisahkan trafik normal dengan titik anomali\r\nyang merupakan representasi dari serangan Ipsweep.\r\nHasil akhir penelitian menunjukkan bahwa algoritma DBSCAN berhasil\r\nmengidentifikasi 11.063 data anomali dari total 61.809 catatan koneksi, dengan\r\nvalidasi metrik Silhouette Coefficient sebesar 0,0196. Penelitian ini berkontribusi\r\ndalam memberikan model deteksi dini yang otomatis dan efektif tanpa bergantung\r\npada label data. Hasil penelitian ini dapat dimanfaatkan oleh administrator\r\njaringan dan praktisi keamanan siber sebagai referensi dalam membangun sistem\r\ndeteksi intrusi yang lebih adaptif. Untuk pengembangan lebih lanjut, disarankan\r\npenggunaan teknik reduksi dimensi guna mengoptimalkan waktu komputasi.",
      "date": "2026-02-23",
      "subjects": [
        "000.000.005"
      ],
      "status_changed": "2026-09-17 01:44:53",
      "eprintid": 32807,
      "userid": 12
    }