Climate Variability and Change
Hydrological Impacts

Edited by Siegfried Demuth, Alan Gustard, Eduardo Planos,
Fred Scatena & Eric Servat


  

Since 1985, the international FRIEND (Flow Regimes from International Experimental and Network Data) research programme of UNESCO has developed to become a global network of researchers from universities, research organizations, operational hydrological agencies and policy makers, for exchanging and sharing scientific knowledge and data. Eight regional FRIEND groups have been established and are investigating global change impacts on the hydrological cycle, statistical analyses of hydrological extremes, flow forecasting, hydrological modelling at different scales, variability of hydrological regimes, uncertainties in applying hydrological and water resources models and regionwide surface water assessment, to enhance capacity building in developing countries. The Fifth International FRIEND conference was held in Havana, Cuba, and this proceedings volume publishes 117 papers from over 30 countries. It reflects both the international dimension of FRIEND and the key challenges facing hydrologists in the 21st century. The papers focus on: Data: databases; networks; GIS; Hydrological extremes: low flow prediction and forecasting, flood prediction and forecasting, rainfall–runoff modelling; Hydro-climatology: precipitation variability and prediction, teleconnections, climate change and impacts, trends; and Ecosystems: in-stream ecology, flood plains, water quality, sediments, groundwater, water balance, soils and land cover.

The abstracts of the papers in this volume can be seen at: www.iahs.info with information about other IAHS publications and IAHS activities.

IAHS Publication 308 (November 2006) ISBN 978-1-90150278-7 708 + xii pp. Full price £115.00


Contents

Preface
by Siegfried Demuth, iii
 

1 INTRODUCTION

FRIEND: key achievements and opportunities in international co-operation
Alan Gustard & Mike Bonell, 3-9
 
Human impacts, complexity, variability and non-homogeneity: four dilemmas for the water resources modeller
Trevor M. Daniell & Katherine A. Daniell, 10-16
 

2 DATA

Databases

SIEREM: an environmental information system for water resources
J. F. Boyer, C. Dieulin, N. Rouche, A. Cres, E. Servat, J. E. Paturel & G. Mahé, 19-25
 
Operational management of hydrological extremes using global-scale atmospheric models
Arnold H. Lobbrecht, Schalk Jan Van Andel & Frans Van Kruiningen, 26
 
Real-time monitoring and management of point and areal hydrometeorological data in the Athens metropolitan area
Maria Mimikou & Andreas Grammatikogiannis, 31-36
 
Hydrological assessment of Makanya catchment in South Pare Mountains, semiarid northern Tanzania
Marloes L. Mul, Hubert H. G. Savenije, Stefan Uhlenbrook & Maurits P. Voogt, 37-43
 
L’Observatoire de Recherche en Environnement, ORE HYBAM sur les grands fleuves amazoniens /
The Environmental Observation and Research project, ORE HYBAM, and the rivers of the Amazon basin

Gérard Cochonneau, Francis Sondag, Jean-Loup Guyot, Boaventura Geraldo, Naziano Filizola, Pascal Fraizy, Alain Laraque, Philippe Magat, Jean-Michel Martinez, Luis Noriega, Eurides Oliveira, Julio Ordonez, Rodrigo Pombosa, Frédérique Seyler, Jonathan Sidgwick & Philippe Vauchel, 44-50
 

Networks

The decline of hydrological data collection for development of integrated water resource management tools in Southern Africa
Helen Houghton-Carr & Matt Fry, 51-57
 
The use of spatial information to improve hydrometric network design and evaluation
Cedric Laize & Terry Marsh, 56-61
 
Modelación hidrológica empleando isoyetas de relieve, una aproximación geoestadística /
Hydrological modelling using relief-isohyets: a geostatistical approximation

Raúl Becerra-Soriano & Alfonso Gutiérrez-López, 62-67
 

GIS

The contribution of GIS to hydrological modelling
C. Dieulin, J. F. Boyer, S. Ardoin-Bardin & A. Dezetter, 68-74
 
An evaluation of the potential use of satellite rainfall data for input to water resource estimation models in southern Africa
Denis A. Hughes, 75-80
 
Application of digital terrain analysis to estimate hydrological variables in the Luquillo Mountains of Puerto Rico
Andrew S. Pike, 81-85
 
Submodelo de erosión en laderas para modelo precipitación–escorrentía en SIG /
A hillslope erosion submodel for use with rainfall–runoff models in GIS

Alejandro Dussaillant J., 86-90
 
A European case-based reasoning tool to inter-compare hydrological information on water stress among drainage sub-basins
Jasper Griffioen, Sophie Vermooten, Neno Kukuric & Slavek Vasak, 91-96
 

3 HYDROLOGICAL EXTREMES

Low flow prediction and forecasting

Stochastic model of flow duration curves for selected rivers in Bangladesh
M. F. Bari & Kh. Md. Shafiul Islam, 99-104
 
Regionalization of flow duration curves
Irina Krasovskaia, Lars Gottschalk, Etienne Leblois & Alexia Pacheco, 105-110
 
Regionalization of low flow in Costa Rica
Alexia Pacheco, Lars Gottschalk & Irina Krasovskaia, 111-116
 
Low flow estimation in Austria
Gregor Laaha & Günter Blöschl, 117-121
 
Drought propagation through the hydrological cycle
Henny A. J. Van Lanen, 122-127
 
Propagation of drought in a groundwater fed catchment, the Pang in the UK
Lena M. Tallaksen, Hege Hisdal & Henny A. J. Van Lanen, 128-133
 
Predicting low flows in ungauged basins: a hydrological response unit approach to continuous simulation
Andrew R. Young, Virginie Keller & Jim Griffiths, 134-138
 
Temporal and spatial variability of drought in mountain catchments of the Nysa Klodzka basin
Tamara Tokarczyk & Wojciech Jakubowski, 139-144
 
Le dispositif PRESAGES: un ensemble d’outils pour la prévision des étiages /
PRESAGES: A collection of tools for predicting low flows

Claire Lang, Emmanuel Gille, Didier François & Jean-Claude Auer, 145-150
 
Multi-model technique for low flow forecasting
Mary-Jeanne Adler & Valentina Ungureanu, 151-157
 
Seasonal forecasting of river flows: a review of the state-of-the-art
Jennifer Easey, Christel Prudhomme & David M. Hannah, 158-162
 
Predicting low flows in ungauged catchments
Kolbjørn Engeland, Hege Hisdal & Stein Beldring, 163-168
 
Drought indices suitable to study the linkages to large-scale climate drivers in regions with seasonal frost influence
Anne K. Fleig, Lena M. Tallaksen & Hege Hisdal, 169-174
 

Flood prediction and forecasting

Sistema de alerta hidrológico de la cuenca del Río Salado, provincia de Santa Fe, Argentina: avances en su implementación /
The Salado River basin (Santa Fe, Argentina) flood warning system: advances in its implementation

Gustavo Ferreira, 175-179
 
Impact assessment of measures in the upstream part of Dutch basins to reduce flooding
Erik Querner & Menno Rakhorst, 180-185
 
Propuesta para minimizar el impacto de las inundaciones en una cuenca costera de la costa de Chiapas, Mexico /
Proposals for minimizing flooding in the Chiapas coastal river basin, Mexico

Martín D. Mundo Molina, 186-190
 
Numerical estimation of flood zones in the Vistula River valley, Warsaw, Poland
Małgorzata Gutry-Korycka, Artur Magnuszewski, Jarosław Suchożebrski, Witold Jaworski, Michał Marcinkowski & Michał Szydłowski, 191-195
 
Sistema de alerta temprana por inundaciones experiencia en El Salvador /
Experience of the Flood Early Warning System in Salvador

Ana Deisy Lopez Ramos, 196-200
 
Pronóstico de lluvia sobre territorio cubano al paso de los huracanes Charley e Iván, usando MM5V3 /
Rainfall forecasting in Cuba for hurricanes Charley and Iván using MM5V3

Ida Mitrani Arenal, Israel Borrajero Montejo & Arnoldo Bezanilla Morlot, 201-206
 
Índices y grados de riesgo de inundación comunales en sistemas de alerta: uso de lógica difusa /
Indices and grades of regional flood risk in a flood alert system: use of fuzzy logic

Arnaldo Santander & Ximena Vargas, 207-213
 
AIGA: un dispositif d’alerte des crues. Application à la région méditerranéenne française /
AIGA: a flood forecasting tool. Application to the French Mediterranean region

Jacques Lavabre & Yves Gregoris, 214-219
 
Impact of the Amazon tributaries on major floods at Óbidos
Josyane Ronchail, Jean-Loup Guyot, Jhan Carlo Espinoza Villar, Pascal Fraizy, Gérard Cochonneau, Eurides De Oliveira, Naziano Filizola & Juan Julio Ordenez, 220-225
 
Bayesian priors based on regional information: application to regional flood frequency analysis
Mathieu Ribatet, Eric Sauquet, Jean-Michel Gresillon & Taha B. M. J. Ouarda, 226-231
 
Flash floods in mountain areas
Manfred Spreafico, 232-238
 

Rainfall–runoff modelling

Rainfall–runoff modelling of Bua River basin, Malawi
S. H. Mkhandi & P. G. Kumambala, 239-243
 
Modelación distribuida de la cobertura nival para el pronóstico de volúmenes de deshielo /
Estimating snowmelt volume using snow cover distribution modelling

Patricio Valck C., Ximena Vargas M. & Mauricio Cartes, 244-249
 
Essais de modélisation avec peu de données en Afrique de l’Ouest /
Trying to model with little data in West Africa

Jean Emmanuel Paturel, Christophe Laroche, Lawani Mounirou, Lamine Mar, Sandra Ardoin-Bardin, Alain Dezetter, Gil Mahe & Eric Servat, 250-255
 
Precipitation elasticity of streamflow in catchments across the world
Francis H. S. Chiew, Murray C. Peel, Thomas A. McMahon & Lionel W. Siriwardena, 256-262
 

4 HYDRO-CLIMATOLOGY

Precipitation spatial and temporal variability and prediction

An approach to the vulnerability analysis of intensive precipitation in Cuba
Eduardo O. Planos Gutiérrez & Miriam E. Limia Martínez, 265-269
 
Influencia de los embalses y lagos en las intensidades máximas de precipitación /
Influence of reservoirs and lakes on maximum rainfall intensities in Chile

Roberto Pizarro, Claudia Sangüesa & Dayanna Aravena, 270-274
 
Application of a statistical method for medium-term rainfall prediction
Zhongmin Liang, Bo Lu & Xiaofan Zeng, 275-280
 
Evaluación de la incertidumbre en la variabilidad espacial de la precipitación usando un modelamiento multiGaussiano /
Evaluation of the uncertainty of spatial precipitation variability using a multiGaussian model

Solange Dussaubat, Ximena Vargas & Julian Ortiz, 281-286
 
Deriving the highest persisting monthly 24-hour dew points in Malaysia for the estimation of PMP
M. N. Mohd Desa & P. R. Rakhecha, 287-293
 
Multi-decadal variability of rainfall and water resources in Nigeria
Olusegun Adeaga, 294-299
 
Relación entre probabilidad de ocurrencia de días con lluvia y tormentas eléctricas en Casablanca y Camagüey /
Relationship between the probability of occurrence of rainfall and thunderstorms at Casablanca and Camiguey, Cuba

Lourdes Álvarez Escudero, Israel Borrajero Montejo, Rosendo Álvarez Morales & Laura Aenlle Ferro, 300-303
 
Causas de la reciente sequía acaecida en la región oriental de Cuba /
Causes of the recent droughts in western Cuba

Braulio Lapinel, Abel Centella, Idelmis Gonzáles, Cecilia Fonseca & Virgen Cutie, 304-309
 
Comportamiento de los días con lluvias intensas en la provincia de Ciego de Ávila en el período lluvioso y su relación con los procesos sinópticos objetivos /
Characterization of heavy rainfall days in Ciego de Avilo province (Cuba) and the relationship with objective synoptic processes

Armando Mursuli Hernández & Orlando L. Córdova García, 310-314
 
A study of the spatial extension of agricultural drought in Cuba and its hyper-annual trends
Oscar Solano, Ransés Vázquez & María E. Martín, 315-318
 
Critique statistique des séries des pluies annuelles dans le bassin amont du Fleuve Sénégal /
Statistical analyses of the annual rainfall of the upper Senegal basin

Soussou Sambou & Edmond Nicaise Malanda Nimy, 319-324
 
Impacts of regional land use and land cover on rainfall: an overview
R. A. Pielke Sr, A. Beltrán-Przekurat, C. A. Hiemstra, J. Lin, T. E. Nobis, J. Adegoke, U. S. Nair & D. Niyogi , 325-331
 
Análisis de la Sequía Agrícola establecida en la Republica Dominicana desde 1971 al 2000 /
Analysis of agricultural droughts in the Dominican Republic, 1971–2000

Ransés Vázquez, Oscar Solano, Solangel Yokasta Gonzáles, Leoncio Duarte & Daniel Camacho, 332-337
 

Large scale variability and teleconnections

Drought in Costa Rica: temporal and spatial behaviour, trends and the relationship to atmospheric circulation patterns
Christian Birkel & Siegfried Demuth, 338-343
 
Associations between Western European air-masses and river flow regimes
David M. Hannah, Donna Bower & Glenn R. McGregor, 344-349
 
Interactions between large-scale climate and river flow across the northern North Atlantic margin
Daniel G. Kingston, David M. Hannah, Damian M. Lawler & Glenn R. McGregor, 350-355
 
Identification of the distribution of hydroclimatic cycles of field observations in Southeast Asia
Maria A. Solera-Garcia, Nick A. Chappell & Wlodek Tych, 356-361
 
Influences of ENSO and SST variations on the interannual variability of rainfall amounts in southern Africa
Patrick Valimba, Pierre Camberlin, Yves Richard, Eric Servat & Denis Hughes, 362-368
 
Diagnóstico de probabilidades de lluvias asociados a eventos del ciclo ENOS en la costa de Ecuador /
Assessing rainfall probabilities using ENSO cycle events on the coast of Ecuador

Jonathan Cedeño, Telmo De La Cuadra, Karina Abata, Ma. Auxiliadora Merizalde & M. Pilar Cornejo-Grunauer, 369-374
 

Climate change and impacts of climate change

GCM and downscaling uncertainty in modelling of current river flow: why is it important for future impacts?
Christel Prudhomme, 375-381
 
The impacts of climate change on water resources in the Okavango basin
Sonja Folwell & Frank Farqhuarson, 382-388
 
Exploring the impacts of climate change on water resources—regional impacts at a regional scale: Bangladesh
Chak Fai Fung, Francis Farquharson & Jahir Chowdhury, 389-393
 
Possible impacts of climate variability/change and urbanization on water resources availability and quality in the Benin-Owena River basin
J. N. Okpara, L. E. Akeh & A. C. Anuforom, 394-400
 
Uncertainty in climate change impacts on low flows
Martijn J. Booij, Martijn Huisjes & Arjen Y. Hoekstra, 401-406
 
Climate change impact on reservoir water supply reliability
Dana Halmova & Marian Melo, 407-412
 
Climate change impacts on water resources in Guyana
Kailas Narayan, 413-417
 
Climate change impacts and responses in the Czech Republic and Europe
Oldřich Novický, Ladislav Kašpárek & Martina Peláková, 418-423
 
La variabilité des débits du Rio Amazonas au Pérou /
Variability in discharge of the Peruvian Amazon

Jhan Carlo Espinoza Villar, Pascal Fraizy, Jean Loup Guyot, Juan Julio Ordoñez Galvez, Rodrigo Pombosa & Josyane Ronchail, 424-429
 
Utilisation optimale de l’information pluviométrique des MCGA aux échelles hydrologiques au Sahel /
Optimal use of GCM rainfall information at the hydrological scale in the Sahel

Abdou Ali, Abou Amani, Thierry Lebel & Sidibé Ibrahima, 430-435
 
Application de scénarii climatiques en modélisation hydrologique: utilisation des sorties GCM /
Application of climatic scenarios in hydrological modelling: using GCM outputs

Sandra Ardoin-Bardin, Alain Dezetter, Eric Servat, Claudine Dieulin, Laurence Casenave, Hélène Niel, Jean-Emmanuel Paturel & Gil Mahé, 436-441
 
Quel scénario de changement climatique retenir pour une analyse d’impacts? /
Which climate change scenario to keep for analysing impacts?

Claude Bocquillon, Wajdi Najem & Antoine Hreiche, 442-446
 
Relation entre hydrologie et climat dans le bassin versant de l’Oued Inaouène (pré-Rif marocain) /
Relationship between hydrology and climate in the Inaouene River basin, pre-Rifian Morocco

Abdelkader El Garouani & Abdellatif Tribak, 447-453
 
Regionalization of a distributed catchment model for highly glacierized Nepalese headwater catchments
Markus Konz, Ludwig N. Braun, Stefan Uhlenbrook, Siegfried Demuth & Arun Shrestha, 454-459
 
Climate change impacts on glacial lakes and glacierized basins in Nepal and implications for water resources
Suresh Raj Chalise, Madan Lall Shrestha, Om Ratna Bajracharya & Arun Bhakta Shrestha, 460-465
 
Variability of runoff from Alpine basins
David N. Collins, 466-472
 
An assessment of the potential impacts of climatic warming on glacier-fed river flow in the Himalaya
H. Gwyn Rees & David N. Collins, 473-478
 
El glaciar 15 del Antisana investigaciones glaciológicas y su relación con el recurso hídrico /
Glacier 15, Antisana, Ecuador: its glaciology and relations to water resources

Bolivar Caceres, Bernard Francou, Vincent Favier, Guillaume Bontron, Pierre Tachker, Rodolphe Bucher, Jean Denis Taupin, Mathias Vuille, Luis Maisincho, Fanny Delachaux, Jean Philippe Chazarin, Eric Cadier & Marcos Villacis, 479-482
 

Trends

An historical analysis of drought in England and Wales
Gwyneth A. Cole & Terry J. Marsh, 483-489
 
The effect of record length on the analysis of river flow trends in Wales and central England
Harry Dixon, Damian M. Lawler, Asaad Y. Shamseldin & Paul Webster, 490-495
 
High and low flow trends in a national network of undisturbed indicator catchments in the UK
Jamie Hannaford & Terry J Marsh, 496-501
 
Past and future changes in flood and drought in the Nordic countries
Hege Hisdal, Lars A. Roald & Stein Beldring, 502-507
 
Changes in runoff regimes in small catchments in Central Europe: Are there any?
Ladislav Holko, Andreas Herrmann & Alena Kulasová, 508-513
 
A national study on trends and variations of French floods and droughts
M. Lang, B. Renard, E. Sauquet, P. Bois, A. Dupeyrat, C. Laurent, O. Mestre, H. Niel, L. Neppel & J. Gailhard, 514-519
 
Long-term trends and runoff fluctuations of European rivers
Pavla Pekarova, Pavol Miklanek & Jan Pekar, 520-525
 
Influence of the North Atlantic Oscillation on spatial and temporal patterns in Eurasian river flows
Raimund Rödel, 526-532
 
Análisis del Comportamiento Hídrico en El Salvador: posibles causas e implicaciones /
Analysis of river flow trends in El Salvador: possible causes and consequences

Adriana Maria Erazo Chica, Tomas Rivas Pacheco & Oscar Hernández, 533-537
 
Methodologies for trend detection
Zbigniew W. Kundzewicz & Maciej Radziejewski, 538-550
 

5 ECOSYSTEMS

In stream ecology

Water demand in the Zhalong Wetland ecosystem
Wang Jian-qun, Han Li & Ma Tie-min, 553-557
 
Estimation of minimum acceptable (compensatory) flow for the rivers of Costa Rica
Sadĺ Laporte, Alexia Pacheco & Carlos R. Rodriguez, 558-562
 
Hidrología de laguna albúfera Reserva El Yali, humedal RAMSAR, Chile /
Hydrology of the El Yali coastal marsh reserve, a RAMSAR site in Chile

Pablo Galdames, Chi Sun & Alejandro Dussaillant J., 563-568
 
Environmental demands for sustainable regulation schemes in the humid tropics
Anny Chaves, Irina Krasovskaia & Lars Gottschalk, 569-572
 

Flood plains

Interaction between surface and groundwater in the flooding of riparian wetlands: Biebrza wetlands case study
Tomasz Okruszko, Jarosław Chormański & Dorota Świątek, 573-578
 
Modelling of inundation patterns on the Pilica River flood plain, Poland
Mustafa Altinakar, Edyta Kiedrzyńska & Artur Magnuszewski, 579-585
 

Water quality

A global assessment of chemical effluent dilution capacities from a macro-scale hydrological model
Virginie D. J. Keller, Mick J. Whelan & H. Gwyn Rees, 586-590
 
Wet and dry deposition of atmospheric nitrogen in three hydrographic basins in Cuba
Osvaldo Cuesta-Santos, Arnaldo Collazo, Maria Gonzalez & Antonio Wallo, 591-595
 
Application of hydrogeochemical modelling to the characterization and water quality control of coastal karst aquifers
J. R. Fagundo Castillo, P. González Hernández, J. Fagundo Sierra, M. Suárez Muñoz, C. Melián Rodríguez & E. Alvarez Varela, 596-600
 
Studying waste load dispersion in Songkhla Lake using a simulation model
Winai Sae-Chew, 601-605
 
Risques d’eutrophisation et de comblement des retenues d’eau au Burkina Faso /
Risk of eutrophication and filling-up of small reservoirs in Burkina Faso

Amadou Hama Maiga, Yacouba Konate, Kokou Denyigba, Harouna Karambiri & Joseph Wethe, 606-611
 

Sediments

Characteristics of sediment and nutrient flows in the lower reach of the Yellow River
Jianyao Chen, Dong Ke, Xinfeng Zhao, Yoshihiro Fukushima & Makoto Taniguchi, 612-616
 

Groundwater

Factors affecting the groundwater regime in the High Tatra Mountains
Miriam Fendekova & Marian Fendek, 617-622
 
A new, physically-based, numerical runoff generation model system for study of surface–shallow groundwater relationships and system reactions to environmental changes
Andreas Herrmann, Matthias Schöniger & Sybille Schumann, 623-628
 
Isotopic evidence of the overexploitation of karst aquifers
L. F. Molerio León, 629-634
 
Contaminación del acuífero yucateco por lixiviado de residuos municipales /
Contamination of the Yucatan aquifer by leachate from municipal waste

Roger González Herrera & Ramiro Rodríguez Castillo, 635-640
 

Water balance, soils, land cover

Interpolation of water balance components for Costa Rica
Federico Gómez, Irina Krasovskaia, Lars Gottschalk & Etienne Leblois, 641-645
 
Physical insights into soil water storage in the soil–plant–atmosphere system
Urszula Somorowska, 646-650
 
Determination of the soil hydrophysical characteristics and vegetation parameters of a river basin in a permafrost region
Yeugeniy Gusev & Olga Nasonova, 651-655
 
Minor changes of water conservation capacity in 50 years of forest growth: analysis with data from the Ananomiya Experimental Forest, Japan
Michio Hashino & Huaxia Yao, 656-661
 
Respuesta de los caudales máximos al manejo de bosques de plantaciones en cuencas experimentales en el sur de Chile /
Peak flow changes in a managed-forest experimental basin in southern Chile

Andrés Iroumé, Claudia Castillo, Helen Primrose, Anton Huber & James Bathurst, 662-666
 
UNESCO Working Group on the impacts of climate variability and land cover change on flooding and low flows as a function of scale
Günter Blöschl, Sandra Ardoin-Bardin, Mike Bonell, Manfred Dorninger, David Goodrich, Dieter Gutknecht, David Matamoros, Bruno Merz, Paul Shand & Jan Szolgay, 667-671
 
Overview of land cover change in tropical regions
Rudi Drigo, 672-678
 
The impacts of land use/land cover change and climate variability on the hydrology of the Sahel
Gil Mahé, 679-684
 

Human influences

Impact des modifications d’habitats (déforestation, aménagements hydro-agricoles, extension des cultures) sur la santé des populations rurales: cas de l’ulcère de Buruli en Côte d’Ivoire /
Environment change (deforestation, agricultural-water management, increased cultivation) impact on rural population health: Buruli ulcer prevalence in Ivory Coast

Telesphore Brou, Helene Broutin, Mireille Dosso & Jean-Francois Guegan, 685-690
 
Méthodologie et application d’une démarche de modélisation hydrologique prenant en compte l’évolution des états de surface en milieu sahélien d’Afrique de l’ouest /
A hydrological modelling approach that allows for evolution of the land surface in African Sahel basins

Pierre Diello, Jean-Emmanuel Paturel, Gil Mahe, Bruno Barbier, Harouna Karambiri & Eric Servat, 691-697
 
Efecto de las plantaciones de Pinus radiata sobre el recurso agua en Chile /
The effect of Pinus radiata plantations on water resources in Chile

Anton Huber & Andrés Iroumé, 698-702
 

Key word index, 703