Skripsi

DETEKSI SERANGAN DENIAL OF SERVICE (DOS) PADA JARINGAN IEC 61850 SUPERVISORY CONTROL AND DATA ACQUISITION (SCADA) MENGGUNAKAN METODE LONG SHORT-TERM MEMORY (LSTM).

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Penilaian

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Supervisory Control and Data Acquisition (SCADA) is widely used in industry as a system that is tasked with supervising, controlling while simultaneously collecting data from sensors connected during the production process. SCADA has an IEC 61850 GOOSE protocol which is used as a communication line between Intelligent Electronic Device (IED). This communication line can be injected to send packets that have an abnormal status number (StNum) on a large amount and in a short period of time to carry out a Denial of Service (DoS) attack which results in the IED not being able to function properly. This research uses the Long Short-Term Memory (LSTM) algorithm to detect DoS attack patterns in the dataset. The dataset used is from IEC61850SecurityDataset which contains GOOSE protocol data on SCADA networks that have been injected with DoS. Due to the unbalanced data distribution the dataset was balanced using random oversampling. The best model from this study achieved an accuracy rate of 98.24%, with precision 100%, recall 92.22%, and F1 score 98.22%

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Availability

Inventory Code	Barcode	Call Number	Location	Status
2407003620	T145964	T1459642024	Central Library (REFERENCES)	Available but not for loan - Not for Loan

Detail Information

Series Title

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Call Number

T1459642024

Publisher

Indralaya : Prodi Sistem Komputer, Fakultas Ilmu Komputer., 2024

Collation

xiii, 34 hlm.; tab.; illus.; 29 cm

Language

Indonesia

ISBN/ISSN

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Classification

006.307

Content Type

Text

Media Type

unmediated

Carrier Type

unspecified

Edition

-

Subject(s)

Prodi Sistem Komputer
Deteksi Serangan

Specific Detail Info

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Statement of Responsibility

UIN Farrah

Other version/related

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