Skripsi

PENERAPAN INTRUSION DETECTION SYSTEM DENGAN MENGGUNAKAN GATED RECURRENT UNIT (GRU) DALAM MENDETEKSI SERANGAN DDOS

---

Penilaian

---

Distributed Denial of Service or commonly abbreviated as DDoS is an attack commonly used by hackers to stop legitimate users from accessing certain network services and continue to send traffic to the target system continuously. DDoS attacks are usually carried out in two phases, namely the intuition phase where the attacker makes arrangements to launch the attack by creating a botnet which is a network of infected or malicious devices and the second phase, the settings on the botnet will be triggered to attack the target network. The method used in this research is the Gated Recurrent Unit (GRU). The advantage of GRU is that the GRU model is another advanced type of RNN that requires less time to train due to the simplicity of its gate structure. The research was conducted by detecting 2 classes of attacks, namely DDoS attacks and Benign attacks with validation results ranging from 10% to 90% of training data, on the hyper parameter number of Layers and Nodes, tanh and softmax activation, learning rate, batch size, optimizer, and loss. Based on the tests that have been carried out, the best results are obtained on 70% training data and 30% training data with an accuracy rate of 99.9995%, 100% recall, 99.9990% sensitivity, 100% precision, F1-score 99.9994%.

---

Availability

Inventory Code	Barcode	Call Number	Location	Status
2307003704	T127737	T1277372023	Central Library (REFERENS)	Available but not for loan - Not for Loan

Detail Information

Series Title

-

Call Number

T1277372023

Publisher

Indralaya : Jurusan Sistem Komputer, Fakultas Ilmu Komputer Universitas Sriwijaya., 2023

Collation

xi, 92 hlm.; ilus.; 29 cm

Language

Indonesia

ISBN/ISSN

-

Classification

003.5 07

Content Type

-

Media Type

-

Carrier Type

-

Edition

-

Subject(s)

Teori komunikasi dan kontrol
Jurusan Sistem Komputer

Specific Detail Info

-

Statement of Responsibility

ANUG

Other version/related

File Attachment

Comments

---

You must be logged in to post a comment