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Short‑Term Load Forecasting Based on Deep Neural Networks Using LSTM Layer
Bo‑Sung Kwon,Rae‑Jun Park,Kyung‑Bin Song 대한전기학회 2020 Journal of Electrical Engineering & Technology Vol.15 No.4
Short-term load forecasting (STLF) is essential for power system operation. STLF based on deep neural network using LSTM layer is proposed. In order to apply the forecasting method to STLF, the input features are separated into historical and prediction data. Historical data are input to long short-term memory (LSTM) layer to model the relationships between past observed data. The outputs of the LSTM layer are incorporated with outputs of fully-connected layer in which prediction data, for instance weather information for forecasting day, are input. The optimal parameters of the proposed forecasting method are selected following several experiment. The proposed method is expected to contribute to stable power system operation by providing a precise load forecasting.
( Bo Mi Choi ),( Seong Wan Son ),( Chan Kwon Park ),( Sang Hoon Lee ),( Hyung Kyu Yoon ) 대한결핵 및 호흡기학회 2015 Tuberculosis and Respiratory Diseases Vol.78 No.3
Lemierre syndrome (LS) is a septic thrombophlebitis of the internal jugular vein (IJV) following an oropharyngeal infection. LS is commonly caused by normal anaerobic flora and treated with appropriate antibiotics and anticoagulation therapy. Although the incidence of disease is very rare, 15% cases of LS are fatal even in the antibiotic era because of disseminated septic thromboemboli. We reported a case of extensive bilateral LS due to methicillin-resistant Staphylococcus epidermidis in a 63-year-old female with lung adenocarcinoma. Initial examination revealed a retropharyngeal abscess; hence, intravenous ceftriaxone and steroid were initiated empirically. However, pulmonary thromboembolism developed and methicillin-resistant S. epidermidis was identified in the bacterial culture. Despite intensive antibiotic and anticoagulation therapies, extensive septic thrombophlebitis involving the bilateral IJV and superior vena cava developed. Adjunctive catheter-directed thrombolysis and superior vena cava stenting were performed and the patient received antibiotic therapy for an additional 4 weeks, resulting in complete recovery.