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Title: A Review of Modeling Approaches for Understanding and Monitoring the Environmental Effects of Marine Renewable Energy

Journal Article · · Journal of Marine Science and Engineering

Understanding the environmental effects of marine energy (ME) devices is fundamental for their sustainable development and efficient regulation. However, measuring effects is difficult given the limited number of operational devices currently deployed. Numerical modeling is a powerful tool for estimating environmental effects and quantifying risks. It is most effective when informed by empirical data and coordinated with the development and implementation of monitoring protocols. We reviewed modeling techniques and information needs for six environmental stressor–receptor interactions related to ME: changes in oceanographic systems, underwater noise, electromagnetic fields (EMFs), changes in habitat, collision risk, and displacement of marine animals. This review considers the effects of tidal, wave, and ocean current energy converters. We summarized the availability and maturity of models for each stressor–receptor interaction and provide examples involving ME devices when available and analogous examples otherwise. Models for oceanographic systems and underwater noise were widely available and sometimes applied to ME, but need validation in real-world settings. Many methods are available for modeling habitat change and displacement of marine animals, but few examples related to ME exist. Models of collision risk and species response to EMFs are still in stages of theory development and need more observational data, particularly about species behavior near devices, to be effective. We conclude by synthesizing model status, commonalities between models, and overlapping monitoring needs that can be exploited to develop a coordinated and efficient set of protocols for predicting and monitoring the environmental effects of ME.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Water Power Technologies Office
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
1854916
Report Number(s):
PNNL-SA-156376
Journal Information:
Journal of Marine Science and Engineering, Journal Name: Journal of Marine Science and Engineering Journal Issue: 1 Vol. 10; ISSN 2077-1312
Publisher:
MDPICopyright Statement
Country of Publication:
United States
Language:
English

References (178)

TELEMAC modelling system: an overview journal January 2000
Harbour seals ( Phoca vitulina ) around an operational tidal turbine in Strangford Narrows: No barrier effect but small changes in transit behaviour journal August 2017
Modelling the population size and dynamics of the British grey seal
  • Thomas, Len; Russell, Debbie J. F.; Duck, Callan D.
  • Aquatic Conservation: Marine and Freshwater Ecosystems, Vol. 29, Issue S1 https://doi.org/10.1002/aqc.3134
journal September 2019
Harbour porpoise ( Phocoena phocoena ) presence is reduced during tidal turbine operation
  • Palmer, Laura; Gillespie, Douglas; MacAulay, Jamie D. J.
  • Aquatic Conservation: Marine and Freshwater Ecosystems, Vol. 31, Issue 12 https://doi.org/10.1002/aqc.3737
journal November 2021
Bio‐energetic modeling of medium‐sized cetaceans shows high sensitivity to disturbance in seasons of low resource supply journal May 2019
A simulation approach to assessing environmental risk of sound exposure to marine mammals journal February 2017
Understanding the population consequences of disturbance journal September 2018
A comprehensive evaluation of predictive performance of 33 species distribution models at species and community levels journal March 2019
Seasonal habitat‐based density models for a marine top predator, the harbor porpoise, in a dynamic environment journal June 2016
A new computational framework for multi-scale ocean modelling based on adapting unstructured meshes journal January 2008
Automatic active acoustic target detection in turbulent aquatic environments: Target detection in turbulent environments journal January 2017
Ecopath, Ecosim, and Ecospace as tools for evaluating ecosystem impact of fisheries journal June 2000
Applied Predictive Modeling book January 2013
Conducting and interpreting fish telemetry studies: considerations for researchers and resource managers journal April 2019
A review on computational fluid dynamics modeling and simulation of horizontal axis hydrokinetic turbines journal August 2019
Numerical simulation of 3D flow past a real-life marine hydrokinetic turbine journal April 2012
A strategic analysis of tidal current energy conversion systems in the European Union journal February 2018
3D modelling of the impacts of in-stream horizontal-axis Tidal Energy Converters (TECs) on offshore sandbank dynamics journal October 2019
Are fish in danger? A review of environmental effects of marine renewable energy on fishes journal October 2021
Numerical implementation and sensitivity analysis of a wave energy converter in a time-dependent mild-slope equation model journal May 2010
Wave farm impact on the beach profile: A case study journal April 2014
Variability in suspended sediment concentration in the Minas Basin, Bay of Fundy, and implications for changes due to tidal power extraction journal January 2016
In situ observations and simulations of coastal wave field transformation by wave energy converters journal October 2018
Predicting the large-scale consequences of offshore wind turbine array development on a North Sea ecosystem journal August 2014
Context-oriented model validation of individual-based models in ecology: A hierarchically structured approach to validate qualitative, compositional and quantitative characteristics journal June 2015
Using medaka embryos as a model system to study biological effects of the electromagnetic fields on development and behavior journal October 2014
Modelling the spatial distribution of the seagrass Posidonia oceanica along the North African coast: Implications for the assessment of Good Environmental Status journal February 2016
Benthic and fish aggregation inside an offshore wind farm: Which effects on the trophic web functioning? journal January 2017
Modeling baseline conditions of ecological indicators: Marine renewable energy environmental monitoring journal December 2017
Evaluating statistical models to measure environmental change: A tidal turbine case study journal January 2018
Maximum entropy modeling of species geographic distributions journal January 2006
Forecasting 3-D fish movement behavior using a Eulerian–Lagrangian–agent method (ELAM) journal February 2006
Effects of noise and by-catch on a Danish harbour porpoise population journal January 2014
Best practice in Ecopath with Ecosim food-web models for ecosystem-based management journal July 2016
Spatial ecosystem modelling of marine renewable energy installations: Gauging the utility of Ecospace journal July 2016
Ecological niche models and species distribution models in marine environments: A literature review and spatial analysis of evidence journal January 2020
Framework for assessing impacts of pile-driving noise from offshore wind farm construction on a harbour seal population journal November 2013
Avian collision risk models for wind energy impact assessments journal January 2016
Underwater noise modelling for environmental impact assessment journal February 2016
Deployment characterization of a floatable tidal energy converter on a tidal channel, Ria Formosa, Portugal journal September 2018
Potential of coastal headlands for tidal energy extraction and the resulting environmental effects along Negeri Sembilan coastlines: A numerical simulation study journal February 2020
Characterising performance of environmental models journal February 2013
A system of metrics for the assessment and improvement of aquatic ecosystem models journal June 2020
The role of wave energy converter farms on coastal protection in eroding deltas, Guadalfeo, southern Spain journal January 2018
Collision risk modelling for tidal energy devices: A flexible simulation-based approach journal January 2021
Skill assessment for coupled biological/physical models of marine systems journal February 2009
Skill assessment for coupled biological/physical models of marine systems journal February 2009
Skill assessment of spatial maps for oceanographic modeling journal February 2009
Summary diagrams for coupled hydrodynamic-ecosystem model skill assessment journal February 2009
Assessing larval connectivity for marine spatial planning in the Adriatic journal April 2017
A current synthesis on the effects of electric and magnetic fields emitted by submarine power cables on invertebrates journal July 2020
Using ecological modelling in marine spatial planning to enhance ecosystem-based management journal September 2018
Assessing underwater noise levels during pile-driving at an offshore windfarm and its potential effects on marine mammals journal June 2010
Eco-hydro-acoustic modeling and its use as an EIA tool journal October 2013
Empirical measures of harbor seal behavior and avoidance of an operational tidal turbine journal November 2018
Assessing the effects of tidal stream marine renewable energy on seabirds: A conceptual framework journal August 2020
Modelling the effect of large arrays of tidal turbines with depth-averaged Actuator Disks journal November 2016
The impact of wave energy converter arrays on wave-induced forcing in the surf zone journal August 2018
Three-dimensional CFD simulation of a circular OWC with a nonlinear power-takeoff: Model validation and a discussion on resonant sloshing inside the pneumatic chamber journal March 2019
An international assessment of the environmental effects of marine energy development journal October 2014
Large scale three-dimensional modelling for wave and tidal energy resource and environmental impact: Methodologies for quantifying acceptable thresholds for sustainable exploitation journal October 2017
Numerical modelling of wave energy resources and assessment of wave energy extraction by large scale wave farms journal October 2017
Implementation of tidal turbines in MIKE 3 and Delft3D models of Pentland Firth & Orkney Waters journal October 2017
Evaluating differences in marine spatial data resolution and robustness: A North Sea case study journal July 2020
Modelling the impact of tidal range energy on species communities journal August 2020
Wave modelling in coastal and inner seas journal October 2018
Broad-scale species distribution models applied to data-poor areas journal July 2019
Far-field modelling of the hydro-environmental impact of tidal stream turbines journal February 2012
Modeling tidal stream energy extraction and its effects on transport processes in a tidal channel and bay system using a three-dimensional coastal ocean model journal February 2013
Assessing the influence of inflow turbulence on noise and performance of a tidal turbine using large eddy simulations journal November 2014
Impact of tidal-stream arrays in relation to the natural variability of sedimentary processes journal December 2014
Tidal resource extraction in the Pentland Firth, UK: Potential impacts on flow regime and sediment transport in the Inner Sound of Stroma journal April 2015
Estimating the probability of fish encountering a marine hydrokinetic device journal November 2016
3D modelling of impacts from waves on tidal turbine wake characteristics and energy output journal December 2017
Fluctuating loads on a tidal turbine due to velocity shear and turbulence: Comparison of CFD with field data journal November 2017
Multi-scale ocean response to a large tidal stream turbine array journal December 2017
Modelling the hydrodynamic and morphological impacts of a tidal stream development in Ramsey Sound journal October 2018
Modelling impacts of tidal stream turbines on surface waves journal January 2019
The trade-off between tidal-turbine array yield and environmental impact: A habitat suitability modelling approach journal December 2019
A fundamental coupling methodology for modeling near-field and far-field wave effects of floating structures and wave energy devices journal December 2019
An agent-based model to predict fish collisions with tidal stream turbines journal May 2020
Wake field study of tidal turbines under realistic flow conditions journal May 2020
A review on the technologies, design considerations and numerical models of tidal current turbines journal September 2020
Investigating biophysical linkages at tidal energy candidate sites: a case study for combining environmental assessment and resource characterisation journal October 2020
Quantifying the effects of tidal turbine array operations on the distribution of marine mammals: Implications for collision risk journal December 2021
Turning off the DRIP (‘Data-rich, information-poor’) – rationalising monitoring with a focus on marine renewable energy developments and the benthos journal July 2017
Challenges and opportunities in monitoring the impacts of tidal-stream energy devices on marine vertebrates journal January 2018
Providing ecological context to anthropogenic subsea noise: Assessing listening space reductions of marine mammals from tidal energy devices journal April 2019
A framework to evaluate the environmental impact of OCEAN energy devices journal September 2019
Assessing the cumulative environmental effects of marine renewable energy developments: Establishing common ground journal January 2017
Wave farm impacts on coastal flooding under sea-level rise: A case study in southern Spain journal February 2019
The impacts of wave energy conversion on coastal morphodynamics journal April 2020
Calculating buoy response for a wave energy converter—A comparison of two computational methods and experimental results journal May 2017
Outstanding Challenges in the Transferability of Ecological Models journal October 2018
Random Forests journal January 2001
What are decision trees? journal September 2008
Intrinsic and extrinsic factors drive ontogeny of early-life at-sea behaviour in a marine top predator journal November 2017
Connectivity of larval stages of sedentary marine communities between hard substrates and offshore structures in the North Sea journal October 2018
Acoustic impact of a wave energy converter in Mediterranean shallow waters journal July 2019
Anthropogenic electromagnetic fields (EMF) influence the behaviour of bottom-dwelling marine species journal March 2020
Localised anthropogenic wake generates a predictable foraging hotspot for top predators journal April 2019
Optimal migration energetics of humpback whales and the implications of disturbance journal January 2015
Benthic effects of offshore renewables: identification of knowledge gaps and urgently needed research journal March 2019
A large-eddy simulation study of wake propagation and power production in an array of tidal-current turbines
  • Churchfield, Matthew J.; Li, Ye; Moriarty, Patrick J.
  • Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 371, Issue 1985 https://doi.org/10.1098/rsta.2012.0421
journal February 2013
COMPILE—A Generic Benchmark Case for Predictions of Marine Pile-Driving Noise journal October 2016
Multisensor Acoustic Tracking of Fish and Seabird Behavior Around Tidal Turbine Structures in Scotland journal October 2017
AUV-based characterization of EMF emissions from submerged power cables conference May 2015
The cumulative effect on sound levels from multiple underwater anthropogenic sound sources in shallow coastal waters journal January 2014
Offshore marine renewable energy devices as stepping stones across biogeographical boundaries journal January 2014
Sound exposure in harbour seals during the installation of an offshore wind farm: predictions of auditory damage journal May 2015
Quantifying pursuit-diving seabirds’ associations with fine-scale physical features in tidal stream environments journal March 2016
Empirical determination of severe trauma in seals from collisions with tidal turbine blades journal May 2019
An interim framework for assessing the population consequences of disturbance journal June 2015
Particle motion: the missing link in underwater acoustic ecology journal March 2016
Predicting the impacts of anthropogenic disturbances on marine populations journal May 2018
Testing the transferability of track-based habitat models for sound marine spatial planning journal September 2018
Using modelled prey to predict the distribution of a highly mobile marine mammal journal August 2020
Scale of inference: on the sensitivity of habitat models for wide-ranging marine predators to the resolution of environmental data journal April 2016
Why less complexity produces better forecasts: an independent data evaluation of kelp habitat models journal September 2018
A standard protocol for reporting species distribution models journal June 2020
Geographical differences in habitat relationships of cetaceans across an ocean basin journal May 2020
The effect of avoidance rates on bird mortality predictions made by wind turbine collision risk models: Avoidance rate and bird mortality in wind turbine collision risk models journal March 2006
Novel methods improve prediction of species’ distributions from occurrence data journal March 2006
Evaluating presence‐only species distribution models with discrimination accuracy is uninformative for many applications journal September 2019
Validation of finite element computations for the quantitative prediction of underwater noise from impact pile driving journal January 2013
Predicting underwater radiated noise levels due to the first offshore wind turbine installation in the United States journal May 2013
The significance of parameter uncertainties for the prediction of offshore pile driving noise journal November 2014
Pile driving acoustics made simple: Damped cylindrical spreading model journal January 2018
Modeling underwater noise propagation from marine hydrokinetic power devices through a time-domain, velocity-pressure solution journal June 2018
Noise characterization of a subsea tidal kite journal November 2018
A three-dimensional underwater sound propagation model for offshore wind farm noise prediction journal May 2019
Characterisation of underwater operational sound of a tidal stream turbine journal April 2020
Estimating the effects of pile driving sounds on seals: Pitfalls and possibilities journal June 2020
Application of damped cylindrical spreading to assess range to injury threshold for fishes from impact pile driving journal July 2020
Optimizing marine spatial plans with animal tracking data journal March 2019
Guidance on Setup, Calibration, and Validation of Hydrodynamic, Wave, and Sediment Models for Shelf Seas and Estuaries journal January 2017
An Unstructured Grid, Finite-Volume, Three-Dimensional, Primitive Equations Ocean Model: Application to Coastal Ocean and Estuaries journal January 2003
Automatic Classification of Biological Targets in a Tidal Channel Using a Multibeam Sonar journal August 2020
Tidal power generation – A review of hydrodynamic modelling
  • Adcock, Thomas AA; Draper, Scott; Nishino, Takafumi
  • Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy, Vol. 229, Issue 7 https://doi.org/10.1177/0957650915570349
journal February 2015
A Probabilistic Model for Hydrokinetic Turbine Collision Risks: Exploring Impacts on Fish journal March 2015
Modeling Magnetic Fields from a DC Power Cable Buried Beneath San Francisco Bay Based on Empirical Measurements journal February 2016
A tool for simulating collision probabilities of animals with marine renewable energy devices journal November 2017
Comparative migration ecology of striped bass and Atlantic sturgeon in the US Southern mid-Atlantic bight flyway journal June 2020
Overview journal December 2007
Marine Mammal Noise Exposure Criteria: Updated Scientific Recommendations for Residual Hearing Effects journal March 2019
Ecological-Niche Factor Analysis: how to Compute Habitat-Suitability maps Without Absence Data? journal July 2002
Random Forests for Classification in Ecology journal November 2007
Spatial Environmental Assessment Tool (SEAT): A Modeling Tool to Evaluate Potential Environmental Risks Associated with Wave Energy Converter Deployments preprint June 2018
Informing a Tidal Turbine Strike Probability Model through Characterization of Fish Behavioral Response using Multibeam Sonar Output report July 2016
OES-Environmental 2020 State of the Science Report: Environmental Effects of Marine Renewable Energy Development Around the World. Report for Ocean Energy Systems (OES) report September 2020
2020 State of the Science Report, Chapter 3: Collision Risk for Animals around Turbines report September 2020
Review of ocean-acoustic models conference October 2009
Using acoustic telemetry for high-resolution sablefish movement informing potential interactions with a tidal turbine conference October 2019
Modelling the Propagation of Underwater Acoustic Signals of a Marine Energy Device Using Finite Element Method journal April 2014
Analytical Evaluation of Sub-Sea elf Electromagnetic Field Generated by Submarine Power Cables journal January 2013
Using short-term measures of behaviour to estimate long-term fitness of southern elephant seals journal January 2014
Causes and consequences of individual variability and specialization in foraging and migration strategies of seabirds journal August 2017
Understanding the effects of electromagnetic field emissions from Marine Renewable Energy Devices (MREDs) on the commercially important edible crab, Cancer pagurus (L.) journal January 2018
A Systematic Review of Marine-Based Species Distribution Models (SDMs) with Recommendations for Best Practice journal December 2017
Methods for Monitoring for the Population Consequences of Disturbance in Marine Mammals: A Review journal February 2020
Good Practices for Species Distribution Modeling of Deep-Sea Corals and Sponges for Resource Management: Data Collection, Analysis, Validation, and Communication journal May 2020
Comparing Deep-Sea Larval Dispersal Models: A Cautionary Tale for Ecology and Conservation journal June 2020
Spatial Environmental Assessment Tool (SEAT): A Modeling Tool to Evaluate Potential Environmental Risks Associated with Wave Energy Converter Deployments journal August 2018
Irregular Wave Validation of a Coupling Methodology for Numerical Modelling of Near and Far Field Effects of Wave Energy Converter Arrays journal February 2019
A Formulation of the Thrust Coefficient for Representing Finite-Sized Farms of Tidal Energy Converters journal October 2019
Performance and Wake Characterization of a Model Hydrokinetic Turbine: The Reference Model 1 (RM1) Dual Rotor Tidal Energy Converter journal October 2020
Using Coupled Hydrodynamic Biogeochemical Models to Predict the Effects of Tidal Turbine Arrays on Phytoplankton Dynamics journal May 2018
Validation of Tidal Stream Turbine Wake Predictions and Analysis of Wake Recovery Mechanism journal October 2019
Wave Energy Resource Assessment for Exploitation—A Review journal September 2020
The Use of Animal-Borne Biologging and Telemetry Data to Quantify Spatial Overlap of Wildlife with Marine Renewables journal March 2021
Making Marine Noise Pollution Impacts Heard: The Case of Cetaceans in the North Sea within Life Cycle Impact Assessment journal June 2017
Analysing the Near-Field Effects and the Power Production of Near-Shore WEC Array Using a New Wave-to-Wire Model journal May 2019
Distribution and potential larval connectivity of the non-native Watersipora (Bryozoa) among harbors, offshore oil platforms, and natural reefs journal January 2019
Applying a simple model for estimating the likelihood of collision of marine mammals with tidal turbines journal August 2018
Tethys knowledge management system: Working to advance the marine renewable energy industry journal October 2019
Comparative migration ecology of striped bass and Atlantic sturgeon in the US Southern Mid-Atlantic Bight flyway dataset January 2020
Environmental and Ecological Effects of Ocean Renewable Energy Development – A Current Synthesis journal June 2010
Random Forests for Classification in Ecology collection January 2016