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DMUG 2016 - Scott Hamilton, Ricardo Energy & Environment
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CALPUFF for odour
assessment A recent case study Scott Hamilton, PhD Technical Lead Urban Air Quality Modelling April 19th 2016
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Energy & Environment in Confidence This presentation…… • CALPUFF for odour impacts in the literature • Methodology • WRF • CALWRF • CALMET • CALPUFF modelling • Some results • Comparison with Warren Springs model • Pros and cons
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Energy & Environment in Confidence CALPUFF in the literature for odour impacts “Despite the differences between CALPUFF and field inspection estimates, their general agreement suggests that both methods provide reasonable estimates of the real odor nuisance, so that their applied use is justified.”
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Energy & Environment in Confidence CALPUFF in the literature for odour impacts “...the odour impacts resulting from the application of the field inspection turned out to be quite comparable with those obtained by simulating the dispersion of emissions by means of a suitable dispersion model (CALPUFF), thus indicating that both approaches may be effective and complementary for odour impact assessment purposes.”
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Energy & Environment in Confidence CALPUFF can work well in the near field “On the basis of the combined results of the four-part validation (i.e., weight of evidence), the performance of CALPUFF was judged to be superior to that of AERMOD.”
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Energy & Environment in Confidence • Modelled meteorology (WRF and CALMET) • Nested WRF grid, using ARW core • Boundary meteorology from NCEP Climate Forecast System Reanalysis • Terrain and coastal effects included • Detailed consideration of building effects (BPIP) • One year modelled meteorology • CALPUFF model to explore effect of increasing stack height and velocity on odour dispersion • Advantages of CALPUFF include treatment of coastal effects, non-steady state meteorology, build up of pollutants over time, and handling of calm wind conditions (important for odour) Main aspects of methodology
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Energy & Environment in Confidence The site Large manufacturing facility with waster water treatment and odour control unit. Short stack with very cool emissions. History of odour complaints from nearby towns and villages. Client was interested in knowing the emissions limits that would avoid future complaints. We back calculated the emissions required to comply with 98%ile 1.5 ou/m3 limit at residential locations. The computed values were then used to provide design values for a new OCU
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Energy & Environment in Confidence Stack parameters modelled Base case • 1) Height- 14m from ground level • 2) Efflux temperature- 15 to 25oC • 3) Stack diameter- 1.3 m with an exit nozzle of 1 m • 4) Efflux flow rate- 15000 m3/h • 5) Efflux velocity- 5.3 m/s • 6) Design velocity- >15 m/s Scenarios (from client) 1) 14 m stack with stack velocity set to: a. 5 m/s b. 15 m/s c. 25 m/s 2) 25 m stack with stack velocity set to: a. 5 m/s b. 15 m/s c. 25 m/s 3) 30 m stack with stack velocity set to: a. 5 m/s b. 15 m/s c. 25 m/s
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Energy & Environment in Confidence The Weather Research and Forecasting model (WRF) The Weather Research and Forecasting (WRF) Model is a next-generation mesoscale numerical weather prediction system designed to serve both atmospheric research and operational forecasting needs. We used the WRF-EMS tool (available from http://strc.comet.ucar.edu/software/newrems/), which at the time was based on WRF 3.4.1. WRF- EMS comes pre-set with useful defaults form NOAA’s meteorologists. WRF has a large worldwide community of registered users (over 25,000 in over 130 countries)
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Energy & Environment in Confidence WRF model domain The domain was designed so as to provide data in a format similar to that provided by commercial vendors of WRF data. The WRF model domain was prepared with nested grid configuration 25 x 25 cells in each direction with boundary and initialisation conditions provided by the Climate Forecasting System Reanalysis* datasets. The model was set with 30 pressure levels which are more densely arranged near the earth’s surface. * http://cfs.ncep.noaa.gov/cfsr/downloads/
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Energy & Environment in Confidence January d01- 300 x 300 km , winds and temperature Visualisation prepared in UCAR’s IDV package WRF modelling
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Energy & Environment in Confidence January domain (d02)- 50 x 50 km- winds and temperature Visualisation prepared in UCAR’s IDV package WRF modelling
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Energy & Environment in Confidence July domain 1- winds and temperature WRF modelling
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Energy & Environment in Confidence July d02- winds and temperature WRF modelling
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Energy & Environment in Confidence Processing the WRF data • The WRF model provided a series of netCDF files each of which contained one day of meteorology for the Irvine bay area. • The modelling yielded about 20GB of daily files which were then processed using the CALWRF code to derive suitable fields for use in the CALMET model. • CALWRF produces CALMET.DAT files which form the input to the next stage of the model, the CALMET diagnostic meteorological model.
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Energy & Environment in Confidence
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Energy & Environment in Confidence Comparison of modelled and measured winds Observed wind direction
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Energy & Environment in Confidence Comparison of modelled and measured wind speed Observed wind direction
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Energy & Environment in Confidence
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Energy & Environment in Confidence Comparison of modelled and measured wind speed
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Energy & Environment in Confidence Most complaints in early summer, this seems to coincide with a drop in dilution.
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Energy & Environment in Confidence
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Energy & Environment in Confidence CALMET modelling- post CALWRF process Prognostic met data nested grid 60km CALMET domain 16km @200m res.
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Energy & Environment in Confidence Terrain Prognostic met data nested grid 60km Gridded terrain elevation for the modelling domain were derived from the 3 arc-second digital elevation models (DEMs) produced by the United States Geological Survey (USGS). Elevations in the DEM files are in metres relative to sea level. The spacing of the elevations along each profile is 3 arc-seconds which corresponds to approximately 90 metres.
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Energy & Environment in Confidence Land use
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Energy & Environment in Confidence CALMET modelling Prognostic met data nested grid 60km CALMET domain 16km With terrain height and wind field from CALMET at 200m resolution
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Energy & Environment in Confidence CALMET modelling Prognostic met data nested grid 60km CALMET domain 16km Close up of wind field around site at 200m resolution
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Energy & Environment in Confidence CALMET modelling Prognostic met data nested grid 60km CALMET domain 16km Geophysical data example- surface roughness
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Energy & Environment in Confidence CALMET modelling Prognostic met data nested grid 60km 3D wind fields
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Energy & Environment in Confidence CALPUFF modelling Prognostic met data nested grid 60km CALMET domain 16km Site buildings included in the run
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Energy & Environment in Confidence CALPUFF modelling Prognostic met data nested grid 60km CALMET domain 16km Nested receptor grids
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Energy & Environment in Confidence Receptor set up
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Energy & Environment in Confidence Plume tracking over 48 hours
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Energy & Environment in Confidence Results Outputs from the dispersion model were processed using the CALRANK algorithm. CALRANK extracts the relevant percentile values for the receptors from the hourly time series (CONC.DAT) CALPUFF output file for each case. The assessment is based around the 98th percentile The 1000 oue/m3 baseline emission factor is set to test the dispersion of a unit emission in the domain around the GSK site. To facilitate decision making we also provided results based on 5000, 10000 and 20000 oue/m3cases- based on the same flow rate (4.17m3/s) this corresponds to emissions of 4170, 20850, 83400 and 208500 ou/s from the OCU stack.
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Energy & Environment in Confidence 14m stack, 5ms velocity
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Energy & Environment in Confidence 30m stack, 5ms velocity
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Energy & Environment in Confidence Base case- allowable odour units to eliminate complaints 14m high, 5m/s velocity
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Energy & Environment in Confidence Case 2 20m high, 5m/s velocity
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Energy & Environment in Confidence Case 3 25m high, 5m/s velocity
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Energy & Environment in Confidence Case 3 30m high, 5m/s velocity
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Energy & Environment in Confidence Agrees quite well with the CALPUFF results
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Energy & Environment in Confidence Conclusions of the work The on-site and boundary odour profile at the site would be improved significantly with a taller stack. This is evidenced by the dramatic reduction in concentrations around the site across runs 1 to 4, 5 to 8, and 9 to 12 (each set of runs corresponding to 14, 20, 25 and 30 m stacks with the groupings representing velocity). The results suggest that odour concentrations are likely to be quite insensitive to release velocity enhancements at the distances where complaints are noted. The impact of increasing the stack height is much less pronounced at more distant receptors. This is evidenced by the lack of sensitivity of the size of the 1.5 oue/m3 contour line for cases where the stack height is stepped up from 14m to 30m. A design value of around 60,000 oue/m3 should be enough to prevent complaints at nearby properties.
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Energy & Environment in Confidence Conclusions of the work A balanced approach of engineering solutions would appear to offer improvements to both of these situations (on site and off site), which as explained are quite distinct. Reducing emissions will improve the odour profile at residential receptors, whilst increasing the stack height will improve the odour profile on and very close to the site. To inform the engineering decisions that will follow, we provided numerical results across 37 receptors around the site. These results essentially provide estimates of the carrying capacity of the local dispersion environment and the receptors within it to emissions from the OCU. The results of the work were used to inform the specification for odour abatement at the facility, the engineering work is now underway. Interestingly the Warren Springs calculation provided quite similar results!!
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Energy & Environment in Confidence Pros and cons of the approach PROS • The modelling framework is set up now and can be turned to other applications at the same site • Using prognostic data avoids issues of data quality at surface stations- data capture is 100% • We learned a lot during the project • The agreement between the modelled and measured meteorology was pretty good. • Client was happy that unusual met had been considered- “we covered all bases” CONS • Extremely data intensive- project folder is about 50GB of data. This presents problems for archiving if we do a lot of this sort of work. • Probably takes about 5-10x longer from start to finish than using either AERMOD or ADMS • Quite difficult operationally when things don’t work as they should- not many people to turn to!
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Scott Hamilton, PhD Ricardo
Energy & Environment scott.hamilton@ricardo.com
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