Esempio n. 1
0
        static void Main(string[] args)
        {
            //string filePath = "../../Dataset/normal.csv";
            string filePath = "../../Dataset/data_ddos.csv";

            List <DataInFile> dataInFileList = File.ReadAllLines(filePath).Skip(1).Select(v => DataInFile.FromCsv(v)).ToList();

            List <DataInFile> icmpDataList    = dataInFileList.Where(x => x.protocol.ToUpper() == "ICMP".ToUpper()).ToList();
            List <string>     destinationList = icmpDataList.Select(x => x.destination).Distinct().ToList();
            List <decimal>    timeList        = icmpDataList.Select(x => x.time).Distinct().ToList();

            List <List <string> > hasilPrediksi = new List <List <string> >();
            List <string>         dataPrediksi  = new List <string>();

            dataPrediksi.Add("Time");
            dataPrediksi.Add("Source");
            dataPrediksi.Add("Destination");
            dataPrediksi.Add("Banyak paket");
            dataPrediksi.Add("Hasil Prediksi");
            hasilPrediksi.Add(dataPrediksi);

            foreach (decimal time in timeList)
            {
                foreach (string destination in destinationList)
                {
                    DataForFuzzy dataForFuzzy = new DataForFuzzy();
                    dataForFuzzy.jlhData = icmpDataList.Where(x => x.time == time && x.destination.ToUpper() == destination.ToUpper()).ToList().Count;
                    List <string> dataSource = icmpDataList.Where(x => x.time == time && x.destination.ToUpper() == destination.ToUpper()).Select(y => y.source).ToList();
                    dataForFuzzy.jlhSource = dataSource.Count;
                    dataForFuzzy.jlhLength = icmpDataList.Where(x => x.time == time && x.destination.ToUpper() == destination.ToUpper()).Select(y => y.length).ToList().Sum();

                    if (dataForFuzzy.jlhSource > 0)
                    {
                        decimal nilaiPrediksi = DDosDetectorUsingFuzzyLogic(dataForFuzzy);

                        //thresholding
                        dataPrediksi = new List <string>();
                        dataPrediksi.Add(time.ToString());
                        dataPrediksi.Add(String.Join("; ", dataSource));
                        dataPrediksi.Add(destination.ToString());
                        dataPrediksi.Add(dataForFuzzy.jlhLength.ToString());
                        if (nilaiPrediksi > (decimal)0.4)
                        {
                            dataPrediksi.Add("1");
                        }
                        else
                        {
                            dataPrediksi.Add("0");
                        }
                        hasilPrediksi.Add(dataPrediksi);
                    }
                }
            }

            //Save hasil prediksi ke file
            //File.WriteAllLines("../../Dataset/Prediksi/hasilPrediksi_normal.csv", hasilPrediksi.Select(x => string.Join(",", x)));
            File.WriteAllLines("../../Dataset/Prediksi/hasilPrediksi_data_ddos.csv", hasilPrediksi.Select(x => string.Join(",", x)));
        }
Esempio n. 2
0
        private static decimal DDosDetectorUsingFuzzyLogic(DataForFuzzy dataForFuzzy)
        {
            decimal nilaiPrediksi = 0M;

            #region Fuzzifikasi
            List <DataFuzzy> f_jlhData   = MF_JlhData(dataForFuzzy.jlhData);
            List <DataFuzzy> f_jlhSource = MF_JlhSource(dataForFuzzy.jlhSource);
            List <DataFuzzy> f_jlhLength = MF_JlhLength(dataForFuzzy.jlhLength);
            #endregion

            #region Inference : Conjunction-Disjunction (Min-Max)
            //Conjunction (Min)
            List <DataFuzzy> hasilConjunction = new List <DataFuzzy>();
            foreach (DataFuzzy dt_JlhData in f_jlhData)
            {
                foreach (DataFuzzy dt_jlhSource in f_jlhSource)
                {
                    foreach (DataFuzzy dt_JlhLength in f_jlhLength)
                    {
                        DataFuzzy dataInference = InferenceProcess(dt_JlhData, dt_jlhSource, dt_JlhLength);
                        hasilConjunction.Add(dataInference);
                    }
                }
            }

            //Disjunction (Max)
            List <DataFuzzy> hasilDisjuntion = new List <DataFuzzy>();

            DataFuzzy rendah = new DataFuzzy();
            rendah.kategori = "Rendah";
            rendah.nilai    = hasilConjunction.Where(x => x.kategori.ToUpper() == rendah.kategori.ToUpper()).Select(y => y.nilai).ToList().Max();
            hasilDisjuntion.Add(rendah);

            DataFuzzy tinggi = new DataFuzzy();
            tinggi.kategori = "Tinggi";
            tinggi.nilai    = hasilConjunction.Where(x => x.kategori.ToUpper() == tinggi.kategori.ToUpper()).Select(y => y.nilai).ToList().Max();
            hasilDisjuntion.Add(tinggi);
            #endregion

            #region Defuzzifikasi : Weighted Average
            foreach (DataFuzzy dataDefuzzy in hasilDisjuntion)
            {
                if (dataDefuzzy.kategori.ToUpper() == "Rendah".ToUpper())
                {
                    nilaiPrediksi += dataDefuzzy.nilai * 0;
                }
                else if (dataDefuzzy.kategori.ToUpper() == "Tinggi".ToUpper())
                {
                    nilaiPrediksi += dataDefuzzy.nilai * 1;
                }
            }

            decimal totalValue = hasilDisjuntion.Select(x => x.nilai).Sum();
            if (totalValue == 0)
            {
                nilaiPrediksi = 0;
            }
            else
            {
                nilaiPrediksi /= totalValue;
            }
            #endregion

            return(nilaiPrediksi);
        }