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| 1 | Prediction of Flash Flood Susceptibility of Hilly Terrain Using Deep Neural Network:A Case Study of Vietnam显示文摘Flash floods are one of the most dangerous natural disasters,especially in hilly terrain,causing loss of life,property,and infrastructures and sudden disruption of traffic.These types of floods are mostly associated with landslides and erosion of roads within a short time.Most of Vietnamis hilly and mountainous;thus,the problem due to flash flood is severe and requires systematic studies to correctly identify flood susceptible areas for proper landuse planning and traffic management.In this study,three Machine Learning(ML)methods namely Deep Learning Neural Network(DL),Correlation-based FeatureWeighted Naive Bayes(CFWNB),and Adaboost(AB-CFWNB)were used for the development of flash flood susceptibility maps for hilly road section(115 km length)of National Highway(NH)-6 inHoa Binh province,Vietnam.In the proposedmodels,88 past flash flood events were used together with 14 flash floods affecting topographical and geo-environmental factors.The performance of themodels was evaluated using standard statisticalmeasures including Receiver Operating Characteristic(ROC)Curve,Area Under Curve(AUC)and Root Mean Square Error(RMSE).The results revealed that all the models performed well(AUC>0.80)in predicting flash flood susceptibility zones,but the performance of the DL model is the best(AUC:0.972,RMSE:0.352).Therefore,the DL model can be applied to develop an accurate flash flood susceptibility map of hilly terrain which can be used for proper planning and designing of the highways and other infrastructure facilities besides landuse management of the area. | Huong Thi Thanh Ngo Nguyen Duc Dam Quynh-Anh Thi Bui Nadhir Al-Ansari Romulus Costache Hang Ha Quynh Duy Bui Sy Hung Mai Indra Prakash Binh Thai Pham | 2023 | Computer Modeling in Engineering & Sciences2023，，6： | 2 |
| 2 | Prevalence of transient hyperphosphatasemia among healthy infants and toddlers显示文摘 | Huh SY Feldman HA Cox JE | 2009 | Pediatrics2009，124，2： | 1 |
| 3 | CT features of systemic lupus erythematosus in patients with acute abdomen pain:emphasis on ischemic bowel disease显示文摘 | Byun JY Ha HK Yu SY | | 0，，： | 1 |
| 4 | Revision of ceramic head fracture af-ter third generation ceramic-on-ceramic total hip arthroplasty显示文摘 | Koo KH Ha YC Kim SY | 2014 | JArthroplasty2014，29，1： | 1 |
| 5 | Coxsackievirus B4 uses autoph- agy for replication after calpain activation in rat primary neurons 显示文摘 | Yoon SY Ha YE Choi JE | 2008 | J Virol2008，82，11： | 1 |
| 6 | Acute cholecystitis in AIDS patients: correlation of TC-99m hepatobiliary scintlgraphy with histopathologic laboratory findings and CD4 count显示文摘 | Cacciarelli AG Naddaf SY el-Zeftawy HA | 1998 | Clin Nucl Med1998，23，4： | 1 |
| 7 | Functional characteristics of two BKCa channel variants differentially expressed in rat brain tissues显示文摘 | Ha TS Jeong SY Cho SW Jeon HK Roh GS Choi WS Park CS | | 0，，： | 1 |
| 8 | Effect of case management onneonatal mortality due to sepsis and pneumonia 显示文摘 | Zaidi AK Ganatra HA Syed S | 2011 | BMC Public Health2011，11，3： | 1 |
| 9 | Effect of case management on neo- natal mortality due to sepsis and pneumonia 显示文摘 | Zaidi AK Ganatra HA Syed S | 2011 | BMC Public Health2011，11，3： | 1 |
| 10 | Optimization of culture conditions and scale-up to pilot and plant scales for coenzyme Q10 production by Agrobacterium tumefaciens显示文摘 | Ha S J Kim SY Seo JH | 2007 | Applied Microbiology and Biotechnology2007，74，5： | 1 |
| 11 | miR-29 miRNAs activate p53 by targeting p85 alpha and CDC42 显示文摘 | Park SY Lee JH Ha M | 2009 | Nat Struct Mol Biol2009，16，1： | 1 |
| 12 | Collateral circulation in total occlusion of the left anterior descending or right coronary artery显示文摘 | Ha JW Cho SY Jang YS | 1994 | Yonsei Med J1994，35，2： | 1 |
| 13 | CT features of systemic lupus erythematosus in patients with acute abdominal pain: emphasis on ischemic bowel disease显示文摘 | Byun JY Ha HK Yu SY | 1999 | Radiology1999，211，： | 1 |
| 14 | Holmium:YAG Laser treatment of recurrent superficial bladder carcinoma:initial clinical experience显示文摘 | SYED HA BIYANI CS BRYAN N | 2001 | J Endourol2001，15，6： | 1 |
| 15 | Effect of lysozyme adsorption on the interfacial rheology of DPPC and cholesteryl myristate films 显示文摘 | Nishimura SY Magana GM Ketelson HA | 2008 | Langmuir2008，24，11： | 1 |
| 16 | Insulin-mimetic and insulin-sensitizing activities of a pentacyclic triterpenoid insulin receptor activator显示文摘 | Jung SH Ha YJ Shim EK Choi SY Jin JL Yun-Choi HS Lee JR | 2007 | Biochem J2007，403，2： | 1 |
| 17 | The prognostic significance of cancer-associated fibroblasts in esophageal squamous cell carcinoma 显示文摘 | Ha SY Yeo SY Xuan YH | 2014 | PLoS One2014，9，99： | 1 |
| 18 | Repetitive monomorphic ventrieular tachycardia originating from the aortic sinus cusp : electrocardiographic characterization for guiding catheter ablation 显示文摘 | Ouyang F Fotuhi P Ha SY | 2002 | J Am Coll Cardiol2002，39，： | 1 |
| 19 | Genetic and clinical features of hemoglobin H disease in Chinese patients显示文摘 | Chen FE Ooi C Ha SY | 2000 | N Engl J Med2000，343，8： | 1 |
| 20 | Genetic and clinical features of he- moglobin H disease in Chinese patients 显示文摘 | Chen FE Ooi C Ha SY | 2000 | N Engl J Med2000，343，8： | 1 |
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