• Title/Summary/Keyword: River

Search Result 12,305, Processing Time 0.036 seconds

River streamflow prediction using a deep neural network: a case study on the Red River, Vietnam

  • Le, Xuan-Hien;Ho, Hung Viet;Lee, Giha
    • Korean Journal of Agricultural Science
    • /
    • v.46 no.4
    • /
    • pp.843-856
    • /
    • 2019
  • Real-time flood prediction has an important role in significantly reducing potential damage caused by floods for urban residential areas located downstream of river basins. This paper presents an effective approach for flood forecasting based on the construction of a deep neural network (DNN) model. In addition, this research depends closely on the open-source software library, TensorFlow, which was developed by Google for machine and deep learning applications and research. The proposed model was applied to forecast the flowrate one, two, and three days in advance at the Son Tay hydrological station on the Red River, Vietnam. The input data of the model was a series of discharge data observed at five gauge stations on the Red River system, without requiring rainfall data, water levels and topographic characteristics. The research results indicate that the DNN model achieved a high performance for flood forecasting even though only a modest amount of data is required. When forecasting one and two days in advance, the Nash-Sutcliffe Efficiency (NSE) reached 0.993 and 0.938, respectively. The findings of this study suggest that the DNN model can be used to construct a real-time flood warning system on the Red River and for other river basins in Vietnam.

Time Lags between Hydrological Variables and Phytoplankton Biomass Responses in a Regulated River (the Nakdong River)

  • Kim, Myoung-Chul;Jeong, Kwang-Seuk;Kang, Du-Kee;Kim, Dong-Kyun;Shin, Hyun-Suk;Joo, Gea-Jae
    • Journal of Ecology and Environment
    • /
    • v.32 no.4
    • /
    • pp.221-227
    • /
    • 2009
  • This study describes time lag responses between hydrological variables and phytoplankton biomass in a regulated river system, the lower Nakdong River in South Korea. The lower Nakdong is a typical flow-controlled lotic system, and its limnological characteristics are influenced by climatic variation such as monsoons and summer typhoons. Mean rainfall in the area during summer is about 1,200 mm, which comprises >60% of annual rainfall. Our results show that the regulation of flow in the Nakdong by multi-purpose dams from 1995 to 2004 affected phytoplankton dynamics. Diatom blooms occurred in winter, when the limited discharge allowed for proliferation of the phytoplankton community. Using multiple regression analysis, we detected significant time-delayed relationships between hydrological variables and phytoplankton biomass. These results may be useful for water resource managers, and suggest that 'smart flow' control would improve water quality in large regulated river systems of the Republic of Korea.

The Vegetational Diagnosis for the Ecological Rehabilitation of Stream - In case of the Forest Communities, Soil in Namhan river - (하천의 생태적 복원을 위한 식생학적 연구 - 남한강 육상식물, 토양을 중심으로 -)

  • Myung, Hyun
    • Journal of Environmental Science International
    • /
    • v.18 no.1
    • /
    • pp.113-127
    • /
    • 2009
  • This study was designed to present a river model with an aim at restoring the ecosystem and improving the landscape along the urban rivers on the basin of the Namhan river, a core life channel for the National Capital region. The revelation of botanical status, transition trend and correlation of plants might lead to providing the urban river restoration projects and ecological river formation projects with basic data for a model of ideal aquatic ecology and landscape. The outcomes of this study could be summed up as follows: 1. Communities of Juglans mandshurica, Cornus controversa and Fraxinus mandshurica constitute the main portion of flora at or around uppermost branch streams of the River Namhanis harbored mainly in and around small brooks 2. Typical terrestrial forest communities formed around the River Namhan are composed mainly of Larix leptolepis, Pinus rigida, planned forestation of Pinus koraiensis, Quercus acutissima, Quercus variabilis and Pinus densiflora. 3. The analysis into terrestrial environment of plant communities showed a high content of $P_2O_5$, typical communities found in the artificially disturbed land Finally, it seems also desirable to continue to make every exertion to explore the relationship between fluvial and terrestrial ecologies with a purport of building up a model of natural streams in urban area based on the surveyed factors for plant life, forest communities, soil and landscape and, moreover, on the forecasting for overall influences derived from the relation upon the ecosystem.

Utilizing Concept of Vegetation Freeboard Equivalence in River Restoration

  • Lee, Jong-Seok;Julien, Pierre Y.
    • International Journal of Contents
    • /
    • v.8 no.3
    • /
    • pp.34-41
    • /
    • 2012
  • The concept of vegetation freeboard equivalence (VFE) is presented from the comparison between the rise in stage with/without vegetation and the freeboard height under design discharge conditions. In South Korea, the freeboard height of large, medium and small rivers is defined as a function of river discharge. Two models are used for this analysis of flood stage with and without vegetation: the 1-D model HEC-RAS and the 2-D model RMA-2. Both models are applied to three river study sites of the Geum River in South Korea as representative sites for a large, a medium and a small river. The analysis shows that without vegetation, both models provide comparable results and the calculated results are in very good agreement with the design configuration. The vegetation effects on the medium river are less significant, and the freeboard is adequate to contain the rise in stage from the added floodplain vegetation in large rivers. The concept of vegetation freeboard equivalence is therefore useful for the analysis of flood river stages after the restoration of channels with increased floodplain vegetation.

Effect of Climate Change on Water Quality in Seonakdong River Experimental Catchment (기후변화에 따른 서낙동강 시험유역에서의 수질영향 분석)

  • Kang, Ji Yoon;Kim, Jung Min;Kim, Young Do;Kang, Boo Sik
    • Journal of Korean Society of Water and Wastewater
    • /
    • v.27 no.2
    • /
    • pp.197-206
    • /
    • 2013
  • Recently, climate change causes climatic anomaly such as global warming, the typhoon and severe rain storm etc. and it brings damage frequently. Climate change and global warming are prevalent all over the world in this century and many researchers including hydrologists have studied on the climate change. In this study, Seonakdong river watershed in the Nakdong river basin was selected as a study area. Real-time monitoring system was used to draw the rating curves, which has 0.78 to 0.96 of $R^2$. To predict runoff change in Seonakdong river watershed caused by climate change, the change in hydrologic runoff were predicted using the watershed model, SWAT. As a result, the runoff from the Seonakdong river watershed was increased by up to 45 % in summer. Because of the non-point sources from the farmland and the urban area, the water quality will be affected by the climate change. In this study, the operating plan of the water gates in Seonakdong river will be suggested by considering the characteristics of the watershed runoff due to the climate change. The optimal watergate opening plan will solve the water pollution problems in the reservoir-like river.

Characteristics of Organic Matters in the Suyeong River During Rainfall Event (강우 시 수영강 유역 내 유기물질의 특성)

  • Kim, Suhyun;Kim, Jungsun;Kang, Limseok
    • Journal of Korean Society on Water Environment
    • /
    • v.34 no.5
    • /
    • pp.487-493
    • /
    • 2018
  • Urban stormwater runoff is the one of the most extensive causes of deterioration of water quality in streams in urban areas. Especially, in the Suyeong River watershed, non-point sources from urban-residential areas are the most common cause of water pollution. Also, it has been ascertained that BOD and COD as indexes of organic matter, have limitation on management of Suyeong River's water quality. In this study, changes of organic matter properties of Suyeong River from inflow of non-point source during rainfall were investigated. Fractions of organic matters were analyzed using water samples collected at two sites (Suyeong River and Oncheon Stream) during a rain event. Variations of dissolved organic carbon (DOC) concentration by rainfall were similar to flow rate change in the river. Distribution of organic matter fraction according to change of rain duration revealed that while hydrophilic component increased at initial rainfall, the hydrophobic component was similar to change in dissolved organic carbon (DOC) concentration. Also, the relative proportion of hydrophilic components in organic matter in river water increased, due to rainfall. Results of biodegradation of organic matters revealed that decomposition rate of organic matters during rainfall was higher than that of during a non-rainfall event.

Improvement of Low Water Level Rating Curve in Tidal River Taehwa (태화강 갑조부의 저수위 수위-유량곡선 개선)

  • Jo, Hong-Je;Hwang, Jae-Ho;Mun, Seong-Jun
    • Journal of Korea Water Resources Association
    • /
    • v.33 no.5
    • /
    • pp.635-645
    • /
    • 2000
  • In tidal rivers, the river level, discharge and tide are interrelated. Therefore, the stage-discharge relation that takes no account of tidal effects is inaccurate. For the calculation of river discharge in low water level, this paper attempts to formulate a multiple regression equation of stage-discharge curve to calculate the river discharge in low water level with variables as river level and differences between sea level and river level. Numerical application were perfonned on Ulsan gaging station in Taehwa river, and the comparison with existing rating curve equation showed good applicability of this multiple regression equation.uation.

  • PDF

A New Interpretation about the River Channel of Shincheon in Daegu (대구 신천(新川) 유로에 관한 새로운 해석)

  • Jeon, Young-Gweon
    • Journal of the Korean association of regional geographers
    • /
    • v.10 no.4
    • /
    • pp.689-697
    • /
    • 2004
  • The Main results of this paper about the river channel of Shincheon(river) are as follows: First, the argument that Shincheon had a different river channel from existing one before 1778 would be wrong. Second, the origin of the place name, Shincheon has been traced up to the year of 1778 also would be wrong. Third, Daegucheon(river) regarded as a distributary of Shincheon would be the different stream originated from Samjeong valley and near by hills. Forth, Daegucheon had mostly dried up and disappeared during the Japanese colonial times while part of Daegucheon had changed its channel into Icheoncheon(river). Fifth, the river channel of Shincheon since the historic age has been unchanged.

  • PDF

Environmental Decision Making of Nakdong River Basin by the Environmental Accounting (환경회계에 의한 낙동강 유역의 환경정책결정에 관한 연구)

  • 김영진;김진이;손지호;이석모
    • Journal of Environmental Science International
    • /
    • v.10 no.2
    • /
    • pp.85-90
    • /
    • 2001
  • The conflicts between environment protection and economic development are becoming increasingly important in environmental decision making of Nakdong River Basin. A science-based evaluation system is now needed to represent both the environmental values and the economic values with a common measure. EMERGY, spelled with an \"m\" evaluates both the work of river and that of human in generating products and services. The monetary cost-benefit analysis and the environmental accounting by EMERGY analysis were applied to determine whether there will have a net benefit in environmental decision making of Nakdong River Basin. Based on the results of the environmental accounting, all alternatives which related to environmental decision making of Nakdong River Basin show that more and more of EMERGY cost becomes needed than the a EMERGY benefit from getting water to drink in the lower basin. From these results, for selecting alternatives to manage water quantity and quality that is sustainable in the environmental use and economic development, environmental accounting concepts must be considered, and the economic structure of Nakdong River Basin should be changed from the present industrial structure to social-economic based on ecological-recycling concept for the sustainable use of Nakdong River.ong River.

  • PDF

The Evaluation of River Naturalness for Biological Habitat Restoration : II. Application of Evaluation Method (하천의 생물서식처 복원을 위한 하천자연도평가 : II. 평가방법의 적용)

  • Park, Bong-Jin;Shin, Jong-Iee;Jung, Kwan-Sue
    • Journal of Korea Water Resources Association
    • /
    • v.38 no.1
    • /
    • pp.49-57
    • /
    • 2005
  • The investigation and evaluation of river naturalness was conducted for sample rivers-Hongchungang, Mihochun, Naesungchun - using the method from previous paper 'The Evaluation of River Naturalness for Habitat Restoration : I. Proposal of Evaluation Method'. As a result, Hongchungang and Naesungchun, Mihochun showed 2$^{nd}$ Grades with averaged point 1.92, 1.43, and 2.31. Also comparison and examination of the relationship between water quality and river naturalness shows a little relation with coefficient of correlation 0.575. This result means that the evaluation of river naturalness can be possibly used as index to evaluate river ecology, from a different standpoint with water quality.oint with water quality.