Advanced 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¶

Drawing

Input Parameters for Advanced WWT model¶

[2]:

AdvWWT = pspd.AdvWWT()
AdvWWT.InputData.Data[['Category','Dictonary_Name','Parameter Name', 'Parameter Description', 'amount', 'unit','Reference']]

[2]:

	Category	Dictonary_Name	Parameter Name	Parameter Description	amount	unit	Reference
0	Treatment option	Trtmnt_optn	frac_to_RO	Fraction of incoming PFAS-containing water to RO	0.000000	fraction
1	Treatment option	Trtmnt_optn	frac_to_GAC	Fraction of incoming PFAS-containing water to GAC	1.000000	fraction
2	Treatment option	Trtmnt_optn	frac_to_IonEx	Fraction of incoming PFAS-containing water to Ion Exchange	0.000000	fraction
3	RO paramteres	RO	ts_rem_med	Solids content of RO concentrate wet	0.017663	fraction
4	RO paramteres	RO	VS_rem_med	VS content of RO concentrate - dry	0.700000	kg VS/kg TS
5	RO paramteres	RO	C_rem_med	C of RO concentrate - dry	0.001207	fraction TS
6	RO paramteres	RO	frac_effl_rem_med	RO concentrate fraction relative to total water treated	0.150000	fraction
7	RO Removal Efficiency	RO_RemEff	PFOA	PFOA removal efficiency	0.990000	fraction
8	RO Removal Efficiency	RO_RemEff	PFOS	PFOS removal efficiency	0.990000	fraction
9	RO Removal Efficiency	RO_RemEff	PFBA	PFBA removal efficiency	0.990000	fraction
10	RO Removal Efficiency	RO_RemEff	PFPeA	PFPeA removal efficiency	0.990000	fraction
11	RO Removal Efficiency	RO_RemEff	PFHxA	PFHxA removal efficiency	0.990000	fraction
12	RO Removal Efficiency	RO_RemEff	PFHpA	PFHpA removal efficiency	0.990000	fraction
13	RO Removal Efficiency	RO_RemEff	PFNA	PFNA removal efficiency	0.990000	fraction
14	RO Removal Efficiency	RO_RemEff	PFDA	PFDA removal efficiency	0.990000	fraction
15	RO Removal Efficiency	RO_RemEff	PFBS	PFBS removal efficiency	0.990000	fraction
16	RO Removal Efficiency	RO_RemEff	PFHxS	PFHxS removal efficiency	0.990000	fraction
17	GAC paramteres	GAC	ts_rem_med	Solids content of removal media - wet	0.900000	fraction
18	GAC paramteres	GAC	VS_rem_med	VS content of removal media - dry	0.900000	fraction
19	GAC paramteres	GAC	C_rem_med	C content of removal media - dry	0.700000	fraction
20	GAC paramteres	GAC	GAC_dens	GAC bed density	435.000000	kg/m3
21	GAC paramteres	GAC	Bed_vol_ratio	Bed volumes: V(H2O)/V(GAC)	5000.000000	ratio	Woodard et al. (2017)
22	GAC Removal Efficiency	GAC_RemEff	PFOA	PFOA removal efficiency	0.900000	fraction
23	GAC Removal Efficiency	GAC_RemEff	PFOS	PFOS removal efficiency	0.900000	fraction
24	GAC Removal Efficiency	GAC_RemEff	PFBA	PFBA removal efficiency	0.900000	fraction
25	GAC Removal Efficiency	GAC_RemEff	PFPeA	PFPeA removal efficiency	0.900000	fraction
26	GAC Removal Efficiency	GAC_RemEff	PFHxA	PFHxA removal efficiency	0.900000	fraction
27	GAC Removal Efficiency	GAC_RemEff	PFHpA	PFHpA removal efficiency	0.900000	fraction
28	GAC Removal Efficiency	GAC_RemEff	PFNA	PFNA removal efficiency	0.900000	fraction
29	GAC Removal Efficiency	GAC_RemEff	PFDA	PFDA removal efficiency	0.900000	fraction
30	GAC Removal Efficiency	GAC_RemEff	PFBS	PFBS removal efficiency	0.900000	fraction
31	GAC Removal Efficiency	GAC_RemEff	PFHxS	PFHxS removal efficiency	0.900000	fraction
32	Ion Exchange paramteres	IonEx	ts_rem_med	Solids content of removal media - wet	0.900000	fraction
33	Ion Exchange paramteres	IonEx	VS_rem_med	VS content of removal media - dry	0.900000	fraction
34	Ion Exchange paramteres	IonEx	C_rem_med	C content of removal media - dry	0.500000	fraction
35	Ion Exchange paramteres	IonEx	IonExRes_dens	Ion Exchange Resin bed density	500.000000	kg/m3
36	Ion Exchange paramteres	IonEx	Bed_vol_ratio	Bed volumes: V(H2O)/V(Ion Exchange Resin)	20000.000000	ratio
37	Ion Exchange Removal Efficiency	IonEx_RemEff	PFOA	PFOA removal efficiency	0.990000	fraction
38	Ion Exchange Removal Efficiency	IonEx_RemEff	PFOS	PFOS removal efficiency	0.990000	fraction
39	Ion Exchange Removal Efficiency	IonEx_RemEff	PFBA	PFBA removal efficiency	0.990000	fraction
40	Ion Exchange Removal Efficiency	IonEx_RemEff	PFPeA	PFPeA removal efficiency	0.990000	fraction
41	Ion Exchange Removal Efficiency	IonEx_RemEff	PFHxA	PFHxA removal efficiency	0.990000	fraction
42	Ion Exchange Removal Efficiency	IonEx_RemEff	PFHpA	PFHpA removal efficiency	0.990000	fraction
43	Ion Exchange Removal Efficiency	IonEx_RemEff	PFNA	PFNA removal efficiency	0.990000	fraction
44	Ion Exchange Removal Efficiency	IonEx_RemEff	PFDA	PFDA removal efficiency	0.990000	fraction
45	Ion Exchange Removal Efficiency	IonEx_RemEff	PFBS	PFBS removal efficiency	0.990000	fraction
46	Ion Exchange Removal Efficiency	IonEx_RemEff	PFHxS	PFHxS removal efficiency	0.990000	fraction

Incoming Waste Water to WWT¶

[3]:

InputFlow = pspd.IncomFlow()
InputFlow.set_flow('ContaminatedWater',1000)
InputFlow.calc()
ContaminatedWater = InputFlow.Inc_flow
ContaminatedWater.report()

[3]:

	Parameter	Unit	Amount
0	Mass flow	kg	1000
1	Solids flow	kg	5.0
2	Moisture flow	kg	995.0
3	Volume flow	L	1000.0
4	Carbon flow	kg	2.5
5	PFOA	μg	100000.0
6	PFOS	μg	100000.0
7	PFBA	μg	100000.0
8	PFPeA	μg	100000.0
9	PFHxA	μg	100000.0
10	PFHpA	μg	100000.0
11	PFNA	μg	100000.0
12	PFDA	μg	100000.0
13	PFBS	μg	100000.0
14	PFHxS	μg	100000.0

PFAS balance in Advanced WWT (Using GAC)¶

[4]:

AdvWWT.InputData.Trtmnt_optn['frac_to_RO']['amount'] = 0
AdvWWT.InputData.Trtmnt_optn['frac_to_GAC']['amount'] = 1
AdvWWT.InputData.Trtmnt_optn['frac_to_IonEx']['amount'] = 0
AdvWWT.calc(Inc_flow=ContaminatedWater)
AdvWWT.report(normalized=True)

[4]:

	Effluent RO	RO Concentrate	Effluent GAC	Spent GAC	Effluent IonExchange	Spent IER
PFOA	0.0	0.0	10.0	90.0	0.0	0.0
PFOS	0.0	0.0	10.0	90.0	0.0	0.0
PFBA	0.0	0.0	10.0	90.0	0.0	0.0
PFPeA	0.0	0.0	10.0	90.0	0.0	0.0
PFHxA	0.0	0.0	10.0	90.0	0.0	0.0
PFHpA	0.0	0.0	10.0	90.0	0.0	0.0
PFNA	0.0	0.0	10.0	90.0	0.0	0.0
PFDA	0.0	0.0	10.0	90.0	0.0	0.0
PFBS	0.0	0.0	10.0	90.0	0.0	0.0
PFHxS	0.0	0.0	10.0	90.0	0.0	0.0

[5]:

AdvWWT.plot_sankey(gap=0.8)

../_images/Notebooks_AdvWWT_9_0.png

[6]:

AdvWWT.plot_sankey_report(margin=.6, gap=.8)

../_images/Notebooks_AdvWWT_10_0.png

Adv WWT: Spent GAC¶

[7]:

AdvWWT.SpentGAC.report()

[7]:

	Parameter	Unit	Amount
0	Mass flow	kg	87.00
1	Solids flow	kg	78.30
2	Moisture flow	kg	8.70
3	VS flow	kg	70.47
4	Carbon flow	kg	54.81
5	PFOA	μg	90000.00
6	PFOS	μg	90000.00
7	PFBA	μg	90000.00
8	PFPeA	μg	90000.00
9	PFHxA	μg	90000.00
10	PFHpA	μg	90000.00
11	PFNA	μg	90000.00
12	PFDA	μg	90000.00
13	PFBS	μg	90000.00
14	PFHxS	μg	90000.00

[8]:

print("Flow Type: {} \nGAC mass: {} kg".format(AdvWWT.SpentGAC.FlowType,AdvWWT.SpentGAC.GAC_mass))

Flow Type: SpentGAC
GAC mass: 87.0 kg