Advantages of model-averaging of species sensitivity distributions used for regulating produced water discharges.
Monique T BinetLisa A GoldingMerrin S AdamsTim RobertsonTravis S ElsdonPublished in: Integrated environmental assessment and management (2023)
Produced water (PW) generated by Australian offshore oil and gas activities is typically discharged to the ocean after treatment. These complex mixtures of organic and inorganic compounds can pose significant environmental risk to receiving waters, if not managed appropriately. Oil and gas operators in Australia are required to demonstrate that environmental impacts of their activity are managed to levels that are as low as reasonably practicable (ALARP), e.g., through risk assessments comparing predicted no-effect concentrations (PNEC) with predicted environmental concentrations (PEC) of PW. Probabilistic species sensitivity distribution (SSD) approaches are increasingly being used to derive PW PNECs and subsequently calculating the dilutions of PW (termed "safe" dilutions) required to protect a nominated percentage of species in the receiving environment (e.g., 95% or 99%, or PC95 and PC99, respectively). Limitations associated with SSDs include fitting a single model to small (6-8 species) datasets, resulting in large uncertainty (very wide 95% confidence limits) in the region associated with PC99 and PC95 results. Recent advances in SSD methodology, in the form of model-averaging, claim to overcome some of these limitations by applying the average model fit of multiple models to a dataset. We assessed the advantages and limitations of four different SSD software packages for determining PNEC values for five PWs from a gas/condensate platform off the North-West Shelf of Australia. Model-averaging reduced occurrences of extreme uncertainty around PC95 and PC99 values compared to single model fitting and was less prone to derivation of overly conservative PC99 and PC95 values that resulted from lack of fit to single models. Our results support the use of model-averaging for improved robustness in derived PNEC and subsequent "safe" dilution values for PW discharge management and risk assessment. In addition, we present and discuss the toxicity of PW considering the paucity of such information in peer-reviewed literature.