Loading…
A simple numerical method for snowmelt simulation based on the equation of heat energy
This paper presents one-dimensional numerical model for snowmelt/accumulation simulations, based on the equation of heat energy. It is assumed that the snow column is homogeneous at the current time step; however, its characteristics such as snow density and thermal conductivity are treated as funct...
Saved in:
Published in: | Water science and technology 2016-04, Vol.73 (7), p.1550-1559 |
---|---|
Main Authors: | , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373 |
---|---|
cites | cdi_FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373 |
container_end_page | 1559 |
container_issue | 7 |
container_start_page | 1550 |
container_title | Water science and technology |
container_volume | 73 |
creator | Stojkovic, Milan Jacimovic, Nenad |
description | This paper presents one-dimensional numerical model for snowmelt/accumulation simulations, based on the equation of heat energy. It is assumed that the snow column is homogeneous at the current time step; however, its characteristics such as snow density and thermal conductivity are treated as functions of time. The equation of heat energy for snow column is solved using the implicit finite difference method. The incoming energy at the snow surface includes the following parts: conduction, convection, radiation and the raindrop energy. Along with the snow melting process, the model includes a model for snow accumulation. The Euler method for the numerical integration of the balance equation is utilized in the proposed model. The model applicability is demonstrated at the meteorological station Zlatibor, located in the western region of Serbia at 1,028 meters above sea level (m.a.s.l.) Simulation results of snowmelt/accumulation suggest that the proposed model achieved better agreement with observed data in comparison with the temperature index method. The proposed method may be utilized as part of a deterministic hydrological model in order to improve short and long term predictions of possible flood events. |
doi_str_mv | 10.2166/wst.2015.628 |
format | article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1808652666</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>1780512774</sourcerecordid><originalsourceid>FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373</originalsourceid><addsrcrecordid>eNqF0U1LwzAYwPEgis6Xm2cJePFgZ16apD2O4RsIXtRrSJsnrtI2W9Iy9u3N2PTgxVMewo-HhD9Cl5RMGZXybh2HKSNUTCUrDtCElqXMSsXZIZoQpnhGGeMn6DTGL0KI4jk5RidMEZErJifoY4Zj0y1bwP3YQWhq0-IOhoW32PmAY-_XHbTDFo2tGRrf48pEsDgNwwIwrMbdrXd4AWbA0EP43JyjI2faCBf78wy9P9y_zZ-yl9fH5_nsJau5YENW07IiVWlFzg0QV4taEiVoZZlwZeVK58BZQS2XllJrDQVlEyi4AicoV_wM3ez2LoNfjRAH3TWxhrY1PfgxalqQQgompfyfqoIIypTKE73-Q7_8GPr0EU1LJtIDSF4kdbtTdfAxBnB6GZrOhI2mRG_T6JRGb9PolCbxq_3SserA_uKfFvwb4KaJkg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1925758048</pqid></control><display><type>article</type><title>A simple numerical method for snowmelt simulation based on the equation of heat energy</title><source>Alma/SFX Local Collection</source><creator>Stojkovic, Milan ; Jacimovic, Nenad</creator><creatorcontrib>Stojkovic, Milan ; Jacimovic, Nenad</creatorcontrib><description>This paper presents one-dimensional numerical model for snowmelt/accumulation simulations, based on the equation of heat energy. It is assumed that the snow column is homogeneous at the current time step; however, its characteristics such as snow density and thermal conductivity are treated as functions of time. The equation of heat energy for snow column is solved using the implicit finite difference method. The incoming energy at the snow surface includes the following parts: conduction, convection, radiation and the raindrop energy. Along with the snow melting process, the model includes a model for snow accumulation. The Euler method for the numerical integration of the balance equation is utilized in the proposed model. The model applicability is demonstrated at the meteorological station Zlatibor, located in the western region of Serbia at 1,028 meters above sea level (m.a.s.l.) Simulation results of snowmelt/accumulation suggest that the proposed model achieved better agreement with observed data in comparison with the temperature index method. The proposed method may be utilized as part of a deterministic hydrological model in order to improve short and long term predictions of possible flood events.</description><identifier>ISSN: 0273-1223</identifier><identifier>EISSN: 1996-9732</identifier><identifier>DOI: 10.2166/wst.2015.628</identifier><identifier>PMID: 27054726</identifier><language>eng</language><publisher>England: IWA Publishing</publisher><subject>Accumulation ; Cold ; Columns (process) ; Computer Simulation ; Conduction ; Convection ; Energy ; Energy consumption ; Finite difference method ; Flood predictions ; Floods ; Heat ; Heat conductivity ; Heat transfer ; Hot Temperature ; Hydrologic models ; Hydrology ; Marine ; Mathematical models ; Measuring instruments ; Methods ; Models, Theoretical ; Numerical analysis ; Numerical integration ; Rain ; Runoff ; Sea level ; Serbia ; Simulation ; Snow ; Snow accumulation ; Snow density ; Snowmelt ; Solar energy ; Theory ; Thermal conductivity ; Time Factors</subject><ispartof>Water science and technology, 2016-04, Vol.73 (7), p.1550-1559</ispartof><rights>Copyright IWA Publishing Apr 2016</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373</citedby><cites>FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,778,782,27911,27912</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27054726$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Stojkovic, Milan</creatorcontrib><creatorcontrib>Jacimovic, Nenad</creatorcontrib><title>A simple numerical method for snowmelt simulation based on the equation of heat energy</title><title>Water science and technology</title><addtitle>Water Sci Technol</addtitle><description>This paper presents one-dimensional numerical model for snowmelt/accumulation simulations, based on the equation of heat energy. It is assumed that the snow column is homogeneous at the current time step; however, its characteristics such as snow density and thermal conductivity are treated as functions of time. The equation of heat energy for snow column is solved using the implicit finite difference method. The incoming energy at the snow surface includes the following parts: conduction, convection, radiation and the raindrop energy. Along with the snow melting process, the model includes a model for snow accumulation. The Euler method for the numerical integration of the balance equation is utilized in the proposed model. The model applicability is demonstrated at the meteorological station Zlatibor, located in the western region of Serbia at 1,028 meters above sea level (m.a.s.l.) Simulation results of snowmelt/accumulation suggest that the proposed model achieved better agreement with observed data in comparison with the temperature index method. The proposed method may be utilized as part of a deterministic hydrological model in order to improve short and long term predictions of possible flood events.</description><subject>Accumulation</subject><subject>Cold</subject><subject>Columns (process)</subject><subject>Computer Simulation</subject><subject>Conduction</subject><subject>Convection</subject><subject>Energy</subject><subject>Energy consumption</subject><subject>Finite difference method</subject><subject>Flood predictions</subject><subject>Floods</subject><subject>Heat</subject><subject>Heat conductivity</subject><subject>Heat transfer</subject><subject>Hot Temperature</subject><subject>Hydrologic models</subject><subject>Hydrology</subject><subject>Marine</subject><subject>Mathematical models</subject><subject>Measuring instruments</subject><subject>Methods</subject><subject>Models, Theoretical</subject><subject>Numerical analysis</subject><subject>Numerical integration</subject><subject>Rain</subject><subject>Runoff</subject><subject>Sea level</subject><subject>Serbia</subject><subject>Simulation</subject><subject>Snow</subject><subject>Snow accumulation</subject><subject>Snow density</subject><subject>Snowmelt</subject><subject>Solar energy</subject><subject>Theory</subject><subject>Thermal conductivity</subject><subject>Time Factors</subject><issn>0273-1223</issn><issn>1996-9732</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><recordid>eNqF0U1LwzAYwPEgis6Xm2cJePFgZ16apD2O4RsIXtRrSJsnrtI2W9Iy9u3N2PTgxVMewo-HhD9Cl5RMGZXybh2HKSNUTCUrDtCElqXMSsXZIZoQpnhGGeMn6DTGL0KI4jk5RidMEZErJifoY4Zj0y1bwP3YQWhq0-IOhoW32PmAY-_XHbTDFo2tGRrf48pEsDgNwwIwrMbdrXd4AWbA0EP43JyjI2faCBf78wy9P9y_zZ-yl9fH5_nsJau5YENW07IiVWlFzg0QV4taEiVoZZlwZeVK58BZQS2XllJrDQVlEyi4AicoV_wM3ez2LoNfjRAH3TWxhrY1PfgxalqQQgompfyfqoIIypTKE73-Q7_8GPr0EU1LJtIDSF4kdbtTdfAxBnB6GZrOhI2mRG_T6JRGb9PolCbxq_3SserA_uKfFvwb4KaJkg</recordid><startdate>20160401</startdate><enddate>20160401</enddate><creator>Stojkovic, Milan</creator><creator>Jacimovic, Nenad</creator><general>IWA Publishing</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QH</scope><scope>7UA</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FE</scope><scope>8FG</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>BKSAR</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F1W</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H96</scope><scope>H97</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>L.G</scope><scope>L6V</scope><scope>M0S</scope><scope>M1P</scope><scope>M7S</scope><scope>PCBAR</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>7X8</scope><scope>7ST</scope><scope>SOI</scope></search><sort><creationdate>20160401</creationdate><title>A simple numerical method for snowmelt simulation based on the equation of heat energy</title><author>Stojkovic, Milan ; Jacimovic, Nenad</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Accumulation</topic><topic>Cold</topic><topic>Columns (process)</topic><topic>Computer Simulation</topic><topic>Conduction</topic><topic>Convection</topic><topic>Energy</topic><topic>Energy consumption</topic><topic>Finite difference method</topic><topic>Flood predictions</topic><topic>Floods</topic><topic>Heat</topic><topic>Heat conductivity</topic><topic>Heat transfer</topic><topic>Hot Temperature</topic><topic>Hydrologic models</topic><topic>Hydrology</topic><topic>Marine</topic><topic>Mathematical models</topic><topic>Measuring instruments</topic><topic>Methods</topic><topic>Models, Theoretical</topic><topic>Numerical analysis</topic><topic>Numerical integration</topic><topic>Rain</topic><topic>Runoff</topic><topic>Sea level</topic><topic>Serbia</topic><topic>Simulation</topic><topic>Snow</topic><topic>Snow accumulation</topic><topic>Snow density</topic><topic>Snowmelt</topic><topic>Solar energy</topic><topic>Theory</topic><topic>Thermal conductivity</topic><topic>Time Factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Stojkovic, Milan</creatorcontrib><creatorcontrib>Jacimovic, Nenad</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Aqualine</collection><collection>Water Resources Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>Natural Science Collection</collection><collection>Earth, Atmospheric & Aquatic Science Collection</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><collection>ProQuest Engineering Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Engineering Database</collection><collection>Earth, Atmospheric & Aquatic Science Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Engineering Collection</collection><collection>MEDLINE - Academic</collection><collection>Environment Abstracts</collection><collection>Environment Abstracts</collection><jtitle>Water science and technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Stojkovic, Milan</au><au>Jacimovic, Nenad</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A simple numerical method for snowmelt simulation based on the equation of heat energy</atitle><jtitle>Water science and technology</jtitle><addtitle>Water Sci Technol</addtitle><date>2016-04-01</date><risdate>2016</risdate><volume>73</volume><issue>7</issue><spage>1550</spage><epage>1559</epage><pages>1550-1559</pages><issn>0273-1223</issn><eissn>1996-9732</eissn><abstract>This paper presents one-dimensional numerical model for snowmelt/accumulation simulations, based on the equation of heat energy. It is assumed that the snow column is homogeneous at the current time step; however, its characteristics such as snow density and thermal conductivity are treated as functions of time. The equation of heat energy for snow column is solved using the implicit finite difference method. The incoming energy at the snow surface includes the following parts: conduction, convection, radiation and the raindrop energy. Along with the snow melting process, the model includes a model for snow accumulation. The Euler method for the numerical integration of the balance equation is utilized in the proposed model. The model applicability is demonstrated at the meteorological station Zlatibor, located in the western region of Serbia at 1,028 meters above sea level (m.a.s.l.) Simulation results of snowmelt/accumulation suggest that the proposed model achieved better agreement with observed data in comparison with the temperature index method. The proposed method may be utilized as part of a deterministic hydrological model in order to improve short and long term predictions of possible flood events.</abstract><cop>England</cop><pub>IWA Publishing</pub><pmid>27054726</pmid><doi>10.2166/wst.2015.628</doi><tpages>10</tpages></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0273-1223 |
ispartof | Water science and technology, 2016-04, Vol.73 (7), p.1550-1559 |
issn | 0273-1223 1996-9732 |
language | eng |
recordid | cdi_proquest_miscellaneous_1808652666 |
source | Alma/SFX Local Collection |
subjects | Accumulation Cold Columns (process) Computer Simulation Conduction Convection Energy Energy consumption Finite difference method Flood predictions Floods Heat Heat conductivity Heat transfer Hot Temperature Hydrologic models Hydrology Marine Mathematical models Measuring instruments Methods Models, Theoretical Numerical analysis Numerical integration Rain Runoff Sea level Serbia Simulation Snow Snow accumulation Snow density Snowmelt Solar energy Theory Thermal conductivity Time Factors |
title | A simple numerical method for snowmelt simulation based on the equation of heat energy |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-15T23%3A38%3A29IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=A%20simple%20numerical%20method%20for%20snowmelt%20simulation%20based%20on%20the%20equation%20of%20heat%20energy&rft.jtitle=Water%20science%20and%20technology&rft.au=Stojkovic,%20Milan&rft.date=2016-04-01&rft.volume=73&rft.issue=7&rft.spage=1550&rft.epage=1559&rft.pages=1550-1559&rft.issn=0273-1223&rft.eissn=1996-9732&rft_id=info:doi/10.2166/wst.2015.628&rft_dat=%3Cproquest_cross%3E1780512774%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c352t-c19b0b9d543ae0fc5c60751bd25f9bf9ffefd51d36d11dda1e7d075837ef51373%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1925758048&rft_id=info:pmid/27054726&rfr_iscdi=true |