Real Time(!) Coupling High Frequency Sampling and Ecological Modeling SistemaHidrológicoTaim Real Time(!) Coupling High Frequency Sampling and Ecological Modeling David da Motta Marques Ruberto Fragoso Walter Collischonn Paul Hanson Tim Kratz GLEON 8 University of Waikato, Hamilton, New Zealand February 1 to 6, 2009

Integrated System Architecture SistemaHidrológicoTaim Integrated System Architecture

almost Real Time Coupled Modeling SistemaHidrológicoTaim almost Real Time Coupled Modeling high frequency monitoring weather/climate modeling forecast data bank system ecological modeling pattern discovery Lakes as Sensors of Landscape and Climate Change: A Global Sensor Web

almost Real Time Coupled Modeling SistemaHidrológicoTaim almost Real Time Coupled Modeling Triggers (ex.) Events time line for coupling high frequency monitoring, weather/climate modeling and ecological modeling in a lake .

Ecological Models: Thinking pads SistemaHidrológicoTaim Ecological Models: Thinking pads MODELO ECOLÓGICO COMPLEXO: IPH-ECO... Módulo hidrodinâmico tridimensional Módulo químico Módulo biológico Windows version 1.0 Biologic Hydrodynamic Water quality

Ecological Models: Thinking pads SistemaHidrológicoTaim Ecological Models: Thinking pads Ecological Model:IPH-ECO… Fragoso et al.(2008) = Casulli & Cheng (1992) + Janse (2005) + … free download: www.peld.ufrgs.br

Formas de Discretização: IPH-ECO... SistemaHidrológicoTaim Formas de Discretização: IPH-ECO... Grade estruturada Grade não-estruturada Grade mista

Modelagem do Escoamento SistemaHidrológicoTaim Modelagem do Escoamento Grades estruturadas

Comprehensive Spot High Frequency Sampling SistemaHidrológicoTaim Comprehensive Spot High Frequency Sampling GLEON WEATHER STATION TELEMETRY LOGGER / CONTROLLER AUTOSAMPLER FLowCAM WINCH Temp O2 CO2 CDOM Green Cyano Diatom ... Chla Phyc SONDES PAR HYPERSPECTRAL LEVEL ADP profiler speed, direction wave spectrum TEMPLINE

SistemaHidrológicoTaim DATABASE: Front End

SistemaHidrológicoTaim Lake Mangueira, BR

SistemaHidrológicoTaim Lake Mangueira, BR NO3 PO4 NH4 0.1 0.2 0.1 0.0 0.0 0.0

SistemaHidrológicoTaim Lake Mangueira, BR Phytoplankton Submerged Macrophytes Zooplankton 10 0.1 1.0 0.0 0.0 0.3

FITOPLÂNCTON: Dinâmica SistemaHidrológicoTaim FITOPLÂNCTON: Dinâmica Lake Mangueira, BR Fragoso Jr., CR; Motta Marques, D.; Collischonn, W.; Tucci, C.E.M; e van Nes, E.H. 2008. Modelling spatial heterogeneity of phytoplankton in LakeMangueira, a large shallow subtropical lake in South Brazil. Ecolog. Modell., 219, 125–137. MODIS used

Acknowledgements SistemaHidrológicoTaim