Wastewater Treatment (WWT)

[1]:
import PFAS_SAT_ProcessModels as pspd
import numpy as np
import matplotlib.pyplot as plt
from IPython.display import Image
import pandas as pd
pd.set_option('display.max_colwidth', 0)

Model document

The WWT process models in the SAT framework are designed so that by changing default parameters, a variety of WWT technology components and configurations can be represented. A relatively small amount of the incoming PFAS may be released in initial screen rejects and grit. Volatilization is another potential pathway, and its importance is currently poorly understood. Most PFAS entering conventional WWTPs will exit in the effluent or with the solids. In an increasing number of cases, some fraction of the PFAS are removed in tertiary treatment through reverse osmosis (RO), ion exchange (IX) or granular activated carbon (GAC) adsorption systems prior to release. These systems then produce new waste streams (i.e., RO concentrate and spent GAC, respectively) that must be managed.

The mass flow of PFAS through the WWT processes is modeled using a water and mass balance through the system. The incoming PFAS-waste is diluted with the rest of the influent wastewater. When PFAS is partitioned between liquids and solids, it is assumed that equilibrium is achieved. The model does not consider transformations of PFAS. A relatively small fraction of the influent water leaves in the screen rejects and grit. The water lost with the material is assumed to have the same PFAS concentration as the influent. The remainder of the water and PFAS enters primary settling (if the WWTP has primary settling), and a fraction of the water at the influent PFAS concentration is again lost. The rest of the PFAS-containing water enters biological treatment, where PFAS partitions between the solids and liquid based on the organic carbon-normalized partition coefficient for each PFAS. The effluent from biological treatment enters secondary settling, which acts in a similar manner to primary settling. The effluent from secondary settling can then either be released to surface water or continue to tertiary treatment. The primary and secondary solids can then be thickened, dewatered, dried, stabilized, anaerobically digested or composted. The effluent can be treated through tertiary treatment processes designed to remove PFAS, such as GAC, RO, or IX.

Drawing

Drawing

Assumptions and Limitations

  1. The model assumes that liquids lost in screen rejects, grit, and settled solids have the same PFAS concentrations as the liquid entering the process.

  2. Volatilization is assumed to be zero. However, the user may assign a fraction of the PFAS that volatilizes/aerosolizes.

  3. Future work and additional data are required to include PFAS transformations during WWT processes.

Input Parameters for WWT model

[2]:
WWT = pspd.WWT()
WWT.InputData.Data[['Category','Parameter Name', 'Parameter Description', 'amount', 'unit','minimum','maximum','Reference']]
[2]:
Category Parameter Name Parameter Description amount unit minimum maximum Reference
0 WWT Plant Des_Cap Design capacity of the WWT plant 7.6000 Million Liter/day 3.00 300.000
1 Screen Rejects frac_sr-grit Mass fraction influent into screen rejects and grit 0.0001 fraction NaN NaN
2 Screen Rejects sol_cont_sr_grit Solids content of the screen rejects and grit 0.6500 fraction 0.50 0.900 [1]
3 Primary Settling is_prim_set Is there primary settling 1.0000 1:TRUE,0:FALSE NaN NaN
4 Primary Settling frac_prim_solids Mass fraction influent into settling that exits in the solids 0.0040 fraction NaN NaN [1]
5 Primary Settling sol_cont_prim_solids Solids content of primary solids - wet 0.0600 fraction 0.04 0.080 [1]
6 Biological Treatmet sol_cont Mixed liquor suspended solids (MLSS) 3000.0000 mg/L 2000.00 4000.000 [1]
7 Biological Treatmet C_cont Carbon content of the MLSS 0.5000 kg TS/kg NaN NaN
8 Biological Treatmet VS_cont VS content of the MLSS - dry 0.8000 kg VSS/kg TS NaN NaN
9 Thickening is_prim_thick Does primary sludge go to thickening 1.0000 1:TRUE,0:FALSE NaN NaN
10 Thickening is_sec_thick Does secondary sludge go to thickening 1.0000 1:TRUE,0:FALSE NaN NaN
11 Thickening sol_cont_thick Solids content after thickening 0.0500 fraction 0.03 0.100 [1]
12 Dewatering is_sol_dew Are solids dewatered 1.0000 1:TRUE,0:FALSE NaN NaN
13 Dewatering sol_cont_dewat Solids content of dewatered solids 0.2200 kg TS/kg 0.15 0.300 [1]
14 Secondary Settling is_sec_set Is there secondary settling 1.0000 1:TRUE,0:FALSE NaN NaN
15 Secondary Settling frac_sec_solids Mass fraction influent into settling that exits in the solids 0.0160 fraction NaN NaN [1]
16 Drying is_sol_dry Are solids dried 1.0000 1:TRUE,0:FALSE NaN NaN
17 Drying sol_cont_dry Solids content of dried solids 0.9000 kg TS/kg 0.65 0.950 [1]
18 Drying frac_PFAS_to_Vol Fraction of PFAS lost to volatilization 0.0000 fraction NaN NaN
19 Volatilization frac_vol_loss Fraction of PFAS lost to volatilization 0.0000 fraction NaN NaN
20 Log partition coefficient PFOA PFOA Log Koc (WWT) 2.1900 log L/kg OC 1.30 4.500
21 Log partition coefficient PFOS PFOS Log Koc (WWT) 3.0400 log L/kg OC 2.40 4.700
22 Log partition coefficient PFBA PFBA Log Koc (WWT) 1.8800 log L/kg OC 1.30 1.880
23 Log partition coefficient PFPeA PFPeA Log Koc (WWT) 1.3700 log L/kg OC NaN NaN
24 Log partition coefficient PFHxA PFHxA Log Koc (WWT) 1.7700 log L/kg OC 1.31 2.100
25 Log partition coefficient PFHpA PFHpA Log Koc (WWT) 1.9700 log L/kg OC NaN 2.190
26 Log partition coefficient PFNA PFNA Log Koc (WWT) 2.6300 log L/kg OC 2.30 3.180
27 Log partition coefficient PFDA PFDA Log Koc (WWT) 3.2400 log L/kg OC 2.65 3.780
28 Log partition coefficient PFBS PFBS Log Koc (WWT) 1.5100 log L/kg OC NaN 1.790
29 Log partition coefficient PFHxS PFHxS Log Koc (WWT) 2.7900 log L/kg OC 2.05 2.875

Incoming Landfill Leachte to WWT

[3]:
IncomingWaste = pspd.IncomFlow()
IncomingWaste.set_flow('LFLeachate', 1000)
IncomingWaste.calc()
LFLeachate = IncomingWaste.Inc_flow
LFLeachate.report()
[3]:
Parameter Unit Amount
0 Mass flow kg 1000
1 Solids flow kg 10.0
2 Moisture flow kg 990.0
3 Volume flow L 1000.0
4 Carbon flow kg 5.0
5 PFOA μg 5700.0
6 PFOS μg 90.0
7 PFBA μg 750.0
8 PFPeA μg 680.0
9 PFHxA μg 1650.0
10 PFHpA μg 550.0
11 PFNA μg 50.0
12 PFDA μg 30.0
13 PFBS μg 190.0
14 PFHxS μg 270.0

PFAS balance in WWT

[4]:
WWT.calc(Inc_flow=LFLeachate)
WWT.report(normalized=True)
[4]:
Volatilized DryerExhaust WWT Effluent solids Screen Rejects
PFOA 0.0 0.0 80.21 19.78 0.01
PFOS 0.0 0.0 37.37 62.62 0.01
PFBA 0.0 0.0 88.74 11.25 0.01
PFPeA 0.0 0.0 95.48 4.51 0.01
PFHxA 0.0 0.0 90.82 9.17 0.01
PFHpA 0.0 0.0 86.70 13.29 0.01
PFNA 0.0 0.0 60.27 39.72 0.01
PFDA 0.0 0.0 27.40 72.59 0.01
PFBS 0.0 0.0 94.26 5.73 0.01
PFHxS 0.0 0.0 51.35 48.64 0.01
[5]:
WWT.plot_sankey()
../_images/Notebooks_WWT_9_0.png
[6]:
WWT.plot_sankey_report(margin=.6, gap=.6)
../_images/Notebooks_WWT_10_0.png
[7]:
A=WWT.products()['WWTEffluent']

Effluent and solids mass flows

[8]:
products = WWT.products()
print( """
Effluent volume (Liter) : {}
Screen Rejects mass (kg): {}
RawWWTSoilds mass (kg): {}
DewateredWWTSolids mass (kg): {}
DeriedWWTSolids mass (kg): {}
""".format(products['WWTEffluent'].vol,
           products['WWTScreenRejects'].mass,
           products['RawWWTSolids'].mass,
           products['DewateredWWTSolids'].mass,
           products['DriedWWTSolids'].mass))

Effluent volume (Liter) : 988.4007936272117
Screen Rejects mass (kg): 0.2857142857142857
RawWWTSoilds mass (kg): 0.0
DewateredWWTSolids mass (kg): 0
DeriedWWTSolids mass (kg): 3.6033275744680844

Sensitivity to the Mixed liquor suspended solids (MLSS) (Default: 1000 mg/L)

[9]:
MLSS = np.linspace(500,10000,30)
PFAS_inEffluent = []
IncomingWaste.set_flow('LFLeachate', 1000)
IncomingWaste.calc()
for i in MLSS:
    WWT.InputData.BioTrtmnt['sol_cont']['amount'] = i
    WWT.calc(IncomingWaste.Inc_flow)
    PFAS_inEffluent.append(round(WWT.report(normalized=True)['WWT Effluent']['PFOA']))
plt.plot(MLSS,PFAS_inEffluent)
plt.xlim(500,10000)
plt.xlabel('Mixed liquor suspended solids (MLSS) (mg/L)')
plt.ylabel('Percent of Incoming PFAS that \n remains in the Effluent (%)')
[9]:
Text(0, 0.5, 'Percent of Incoming PFAS that \n remains in the Effluent (%)')
../_images/Notebooks_WWT_15_1.png