Judul: Pengembangan model markov tersembunyi pada identifikasi pembicara
Abstrak: Model Markov Tersembunyi merupakan suatu model yang tersusun dari dua buah proses stokastik, yaitu rantai Markov untuk menampung kemajuan temporal dan proses yang teramati untuk menampung variasi akustik. Model ini dapat digunakan sebagai metode pencocokan pola pada sistem identifikasi pembicaraan. Setiap model mewakili referensi pola dari seorang pembicara di dalam sistem identifikasi pembicara.
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Judul: Pengembangan model markov tersembunyi untuk indentifikasi pembicara
Abstrak: Salah satu cabang dari Speech Processing adalah Identifikasi Pembicara yang merupakan suatu proses mengenali seseorang berdasarkan suaranya. Metode yang digunakan untuk Identifikasi Pembicara pada penelitian ini adalah Model Markov Tersembunyi dengan fungsi peluang Gaussian, dan untuk ekstraksi ciri sinyal suara digunakan fitur MFCC. Jenis Identifikasi Pembicara pada penelitian ini adalah Closed-Set Identification yang mana suara masukan yang akan dikenali merupakan bagian dari sekumpulan suara pembicara yang telah terdaftar atau diketahui dan kata yang dilatih maupun diujikan telah ditentukan. Hasil penelitian ini berupa tingkat akurasi kebenaran dari data yang diujikan. Secara keseluruhan untuk pelatihan dengan 20 data menghasilkan tingkat akurasi 71,25%, untuk pelatihan dengan 30 data menghasilkan tingkat akurasi 77,92%, dan pelatihan dengan 40 data menghasilkan tingkat akurasi tertinggi yaitu sebesar 86,25%.
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Judul: Grazing rate of grasss carp (Ctenopharyngodon idella) and growth rate of waterhyacinth (Eichhornia crassipes) as a basic for waterhyacinth controling in Limboto Lake, Gorontalo.
Abstrak: Limboto is a swampy lake type which located in Gorontalo, covering about 2,900 ha, with 1-5 m depth (an average 2 m). In 1994, 35% of the lake surface had been covered by water hyacinth as aquatic weed and increased to 60% in 2006. This condition affected aquatic ecosystem quality such as decreased water productivity, reduce the fish production, and increasing lake sedimentation. Grass carp (Ctenopharyngodon idella) has been known as biological control agent for water hyacinth (Eichhornia crassipes). The first objective of this research is to describe the relationship between grass carp stocking density and the grazing rate of water hyacinth plant by grass carp; and then their impact to the water quality. Research was conducted in the laboratory of Faculty of Mathematics and Life Sciences, Gorontalo State University in November to December 2009. The Complete Block Design was created using four treatments and three replications. The treatments comprised of fish stocking density by 2, 4, 8 and 16 individuals respectively (the fish size is 9 grams individual-1). 200 grams of water hyacinth were used as food of fish on the plastic bags with 50 litres size aquarium. The results showed that 4 fish stocking density was the best treatment with the rates fish growth length is 0.072 mm day-1 and 10 % weight day-1, 24.4 Food Convertion Ratio and 24 % weight day-1 Food Consumtion. Fish grazing is highest (1.39 gram day-1) and significantly difference with the other treatments based on the analysis of variance on 95% accuracy. Water quality and plankton abundance was change during observation, but will be recovering to normal in the end of the research.The second objective of this research is to describe the grazing rate effect of grass carp to water hyacinth growth in the Limboto Lake. Cage culture media were used in the Random Completed Design experiment with 10 kg of water hyacinth planted in every media. Three stocking density treatments with three replications (100, 200, and 400 individual grass carp) and one control without grass carp treatment were applied to the experiment. The results showed that stocking density with 200 individual of grass carp was most effective for controlling water hyacinth growth, with 2.9 weight day-1 , 110.72 Food Convertion Ratio, 321% weight day-1 Food Consumtion, 15% mortality, decreasing 40 % of water hyacinth coverage area or equal to 13.9 m2, and increasing the phytoplankton productivity 6.8 mg C m-3day-1 at the end of the experiment (after 2 month).
Keyword: grasss carp, Ctenopharyngodon idella, growth rate, waterhyacinth, Eichhornia crassipes, Limboto Lake, Gorontalo