What can predictive eco-hydrology tell us to help inform water management in the Basin? Danial Stratford, Sam Nicol, Andrew Freebairn, Carmel Pollino,

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Presentation transcript:

What can predictive eco-hydrology tell us to help inform water management in the Basin? Danial Stratford, Sam Nicol, Andrew Freebairn, Carmel Pollino, Darran King, Susan Cuddy, Mitchell Korda (CSIRO); Rebecca Lester (Deakin Uni); David Stevens, Peter Bridgeman, Michael Wilson, Nathan Pereira (MDBA) A partnership project between CSIRO and the Murray-Darling Basin Authority SYDNEY, AUSTRALIA | 14 -18 October 2018 MANAGED BY

Acknowledgements Many people have contributed to the development of the project, through attendance at workshops, interviews, as advisers, steering committee and conception discussions. Francis Chiew, Ian Cresswell, Nicky Grigg, Bruce Taylor, Klaus Joehnk, Tanya Doody, Ian Overton, Martin Nolan (CSIRO); Rebecca White, Gill Whiting, Ian Neave, Jim Foreman, Matthew Bethune, Matt Coleman, Jong Lee, Sue Powell, Stuart Little, Willam Vlotman, Jacqui Russell, Peter Davies, David Bell, Paul Carlile, Matt O’Brien (MDBA) Jane Roberts (Cnsl); Nick Bond (Latrobe Uni); Mike Stewardson (UoM); David Straccione (CEWO); Sam Roseby (DoE); Andrew Sharp (Vic EWH); Enzo Guarino, Ross Thompson (UC) Material or intellectual input into the project

Predicting ecological change project Project goal: ‘To develop and demonstrate a method that can predict trajectories of spatio-temporal change in ecology as a consequence of future water management decisions’ Predict; forecast; project; trajectories; futures; pathways; We refer to trajectories as methods that track environmental condition* through time. This can include antecedent/past condition through incorporation of model hindcasting, as well as the prediction/forecast of possible ranges in the future condition of environmental assets. Create an understanding of the range of plausible futures – spatial and temporal env change

What are the roles of predictive ecohydrology What are the roles of predictive ecohydrology? (Value propositions developed during CSIRO-MDBA conception discussions) Scenario analysis (e.g. counter factual and benefit of management interventions) Forecasting progress towards a set of targets Understanding risk / characterising uncertainty Informing priorities (urgency) and management http://ar5-syr.ipcc.ch/topic_futurechanges.php https://www.researchgate.net/figure/Trend-in-annual-total-rainfall-in-Australia-19502012-Source_fig1_287176779 IPCC - http://ar5-syr.ipcc.ch/topic_futurechanges.php

Concept design -Two time periods (antecedent and future) -Temporally explicit -Uncertainty increases through time (not after precision) -current condition dictates the range of possible future conditions

Understanding and predicting ecological response (Evolution of methods used in the Basin) Murray Flow Assessment Tool (MFAT) Environmental water requirements (e.g. MDBA EWRs) * Dynamic ecological modelling (e.g. Ecological Elements) * Forecasting methods and assessment workflows *

Environmental flow requirements MDBA 2011 Flow requirements consider: magnitude duration timing frequency Flow targets: -Ecologically relevant- not linked directly to condition- not sensitive to event sequencing (considered over a 114 year modelled flow regime) ESLT: MDBA (2011) The proposed “environmentally sustainable level of take” for surface water of the Murray‐Darling Basin: Methods and outcomes, MDBA publication no: 226/11. Murray‐Darling Basin Authority, Canberra SFI: MDBA (2012) Assessment of environmental water requirements for the proposed Basin Plan: Barmah–Millewa Forest. Canberra

Environmental flow targets Value propositions (from conception discussions): Scenario analysis Forecasting progress Understanding sequencing of flows to assess risk Inform annual watering priorities MDBA (2012) Assessment of environmental water requirements for the proposed Basin Plan: Barmah–Millewa Forest. Canberra

Dynamic ecological modelling Formalised association between flow regime and conditions Enables tracking of condition through time (dynamic change) Input requirements can include: flow requirements (e.g. SFIs) response functions (e.g. response curves, population matrices) spatial representation Condition is a response to surface flows – does not consider local rainfall, ground water etc Parameters can be regionalised or localised Overton et al (2014) Development of the Murray-Darling Basin Plan SDL Adjustment Ecological Elements Method. Report prepared for the Murray-Darling Basin Authority. CSIRO, Canberra

Dynamic ecological modelling

Dynamic ecological modelling ? Value propositions (from conception discussions): Scenario analysis Forecasting progress Understanding sequencing of flows to assess risk Inform watering priorities Can be used for scenario analysis: - condition improvement/decline – see risks and impacts associated with scenarios

Historic flow time series … … 1981 1982 1983 1984 1985 1986 1987 … Identifying ‘states’ and ‘transitions’ … 1981 1982 1983 1984 1985 1986 1987 Year: +1 +2 +3 +4 … Building a Markov transition model … … … … … Sampled years are concatenated to create plausible future flows Base upon similar characteristics to historical – can modify to represent different attributes/changes -magnitudes; frequencies; timings and durations- sequencing (multiyear) Represent variability and uncertainty – multi-run

Forecasting methods Value propositions (from conception discussions): Scenario analysis Forecasting progress Understanding sequencing of flows to assess risk Inform watering priorities

What can the workflow tell us? Evaluate differences between locations and ecological community types Identify areas of concern Evaluate risk and understand likely, bad and good outcomes Inform and test management actions that may assist (including multi-year consideration) Identify locations of possible decline of concern Calculate the probability of detrimental conditions Determine what, and when, interventions are required Test hypothesis about management actions (adaptive learning)

Potential Applications 2020 MDBA Evaluation report 2024 BP review BWS review Chapter 8 EWP review Informing annual watering priorities

Understanding risk / characterising uncertainty Dry spell length (= or >) Avg exceedance (10,000 runs) 1 0.979 2 0.800 3 0.522 4 0.308 5 0.171 6 0.088 7 0.045 8 0.023 9 0.010 10 0.005 Important to understand probability and impact of extreme events CC prediction/scenarios – differences between changes in mean flow and changes in extremes (e.g. drought length) Recovery and resilience processes – how can these be supported

Exploring outcomes Vegetation NDVI and Cunningham composite

Thank you CSIRO Land and Water Carmel Pollino e carmel.pollino@csiro.au Susan Cuddy e susan.cuddy@csiro.au Thank you Murray-Darling Basin Authority Michael Wilson e Michael.Wilson@mdba.gov.au David Stevens e david.stevens@mdba.gov.au CSIRO Land and Water Danial Stratford t +61 2 6246 5993 e danial.stratford@csiro.au w www.csiro.au/ CSIRO Land and water A partnership project between CSIRO and the Murray-Darling Basin Authority