Characterization of Low-Volume Meat Processing Wastewater and Impact of Facility Factors
Abstract
:1. Introduction
Constituent | Units | Min | Max | Data From |
---|---|---|---|---|
TN | mg/L | 49 | 841 | [2,3,4] |
TKN | mg/L-N | 67 | 1057 | [2] |
NH3 | mg/L-N | 36 | 75 | [2] |
NO3 and NO2 | mg/L-N | 0 | 3.3 | [2,5] |
P | mg/L-P | 15 | 217 | [4,5,6,7] |
TSSs | mg/L | 200 | 12,000 | [4,7,8] |
BOD | mg/L | 200 | 4600 | [4,7] |
COD | mg/L | 200 | 50,665 | [2,3,4,7] |
Alkalinity | mg/L as CaCO3 | 312 | 872 | [2,5] |
Constituent | Unit | Minimum | Maximum |
---|---|---|---|
TN | mg/L-N | 26 | 75 |
P | mg/L-P | 6 | 12 |
NH3 | mg/L-N | 4 | 13 |
TSS | mg/L | 155 | 330 |
BOD | mg/L | 155 | 286 |
COD | mg/L | 500 | 660 |
FOG | Mg/L | 70 | 105 |
- Concentrations and variability in influent and lagoon wastewater constituents.
- Facilities’ characteristics’ impacts on influent and lagoon wastewater constituents, such as facilities that slaughter and process and ones that only process.
- Treatment effectiveness.
- BOD loading compared to concentration for each facility.
2. Materials and Methods
3. Results and Discussion
3.1. Variability and Concentrations of Influent
Parameter | n | Avg | Min | Max | SD |
---|---|---|---|---|---|
TN Inf (mg/L-N) | 38 | 354 | 51.4 | 1280 | 388 |
TN Lag (mg/L-N) | 31 | 184 | 3.10 | 818 | 198 |
Organic N Inf (mg/L-N) | 34 | 134 | 0.00 | 845 | 178 |
Organic N Lag (mg/L-N) | 31 | 49.3 | 0.00 | 165 | 39.0 |
NO3 Inf (mg/L-N) | 40 | 3.45 | 0.130 | 10.1 | 2.45 |
NO3 Lag (mg/L-N) | 35 | 2.27 | 0.087 | 12.4 | 2.48 |
NH3 Inf (mg/L-N) | 35 | 185 | 14.0 | 1024 | 285 |
NH3 Lag (mg/L-N) | 31 | 137 | 0.014 | 715 | 186 |
TKN Inf (mg/L-N) | 42 | 339 | 48.0 | 1260 | 366 |
TKN Lag (mg/L-N) | 36 | 184 | 2.40 | 813 | 200 |
TIN Inf (mg/L-N) | 34 | 225 | 17.2 | 1035 | 291 |
TIN Lag (mg/L-N) | 29 | 134 | 1.80 | 720 | 182 |
NO2− Inf (mg/L-N) | 27 | 1.12 | 0.025 | 12.5 | 1.12 |
NO2− Lag (mg/L-N) | 22 | 0.062 | 0.03 | 0.21 | 0.04 |
P Inf (mg/L-P) | 38 | 50.9 | 17.6 | 265 | 44 |
P Lag (mg/L-P) | 33 | 41.9 | 3.78 | 264 | 47.5 |
Parameter | n | Avg | Min | Max | SD |
---|---|---|---|---|---|
BOD Inf (mg/L) | 39 | 2396 | 319 | 7900 | 2034 |
BOD Lag (mg/L) | 36 | 635 | 24.0 | 4740 | 918 |
COD Inf (mg/L) | 42 | 8880 | 692 | 76,800 | 13,300 |
COD Lag (mg/L) | 36 | 1317 | 83.0 | 3880 | 1226 |
BOD/COD Ratio Inf | 27% | ||||
BOD/COD Ratio Lagoon | 48.2% |
Parameter | n | Avg | Min | Max | SD |
---|---|---|---|---|---|
TSSs Inf (mg/L) | 29 | 1210 | 44.0 | 15,600 | 2850 |
TSSs Lag (mg/L) | 25 | 787 | 20.0 | 7050 | 787 |
pH Inf | 42 | 6.61 | 5.57 | 7.63 | 0.510 |
pH Lag | 36 | 7.48 | 6.04 | 9.46 | 0.690 |
Hardness Inf (mg/L) | 42 | 260 | 5.00 | 2440 | 375 |
Hardness Lag (mg/L) | 36 | 246 | 100 | 384 | 94.7 |
Alkalinity Inf (mg/L-CaCO3) | 42 | 746 | 170 | 2210 | 620 |
Alkalinity Lag (mg/L-CaCO3) | 36 | 735 | 240 | 1700 | 458 |
FOG Inf (mg/L) | 41 | 906 | 1.00 | 9470 | 1850 |
FOG Lag (mg/L) | 36 | 12.5 | 1.00 | 101 | 21.3 |
Parameter | n | Avg | Min | Max | SD |
---|---|---|---|---|---|
Calcium Inf (mg/L) | 42 | 166 | 11.5 | 1540 | 253 |
Calcium Lag (mg/L) | 36 | 62.9 | 21.6 | 131 | 29.7 |
Sodium Inf (mg/L) | 42 | 299 | 36.0 | 637 | 189 |
Sodium Lag (mg/L) | 36 | 266 | 66.9 | 731 | 179 |
Copper Inf (mg/L) | 42 | 0.233 | 0.016 | 0.998 | 0.285 |
Copper lag (mg/L) | 36 | 0.173 | 0.005 | 1.060 | 0.337 |
Manganese Inf (mg/L) | 42 | 0.22 | 0.01 | 1.27 | 0.310 |
Manganese Lag (mg/L) | 36 | 0.133 | 0.024 | 0.429 | 0.134 |
Chloride Inf (mg/L) | 42 | 386 | 5.00 | 2700 | 474 |
Chloride Lag(mg/L) | 36 | 332 | 49.0 | 993 | 280 |
Zinc Inf (mg/L) | 42 | 1.047 | 0.07 | 5.73 | 1.40 |
Zinc Lag (mg/L) | 36 | 0.268 | 0.005 | 1.67 | 0.478 |
3.2. Impact of Facility Characteristics on Influent and Effluent Wastewater Characteristics
Parameters (mg/L-N or -P) | Slaughter | Processing | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TN Inf | 519 a | 154 b | 87.4 | 37 | 0.003 |
TN Lag | 215 | 89.3 | 69.5 | 24 | 0.132 |
TKN Inf | 528 a | 88.3 b | 72.6 | 41 | <0.001 |
TKN Lag | 232 a | 23.4 b | 65.7 | 29 | 0.009 |
Organic N Inf | 216 a | 41.0 b | 41.2 | 33 | 0.004 |
Organic N Lag | 59.9 a | 15.7 b | 15.5 | 25 | 0.021 |
NH3 Inf | 301 a | 50.1 b | 67.7 | 34 | 0.009 |
NH3 Lag | 179 a | 7.91 b | 60.3 | 25 | 0.021 |
TIN Inf | 360 a | 53.1 b | 68.1 | 33 | 0.002 |
TIN Lag | 169 a | 13.4 b | 58.2 | 23 | 0.032 |
NO3 Inf | 4.12 a | 1.70 b | 0.558 | 39 | 0.002 |
NO3 Lag | 2.71 | 2.44 | 1.22 | 29 | 0.830 |
NO2 Inf | 4.55 | 1.84 | 3.03 | 26 | 0.504 |
NO2 Lag | 0.113 a | 0.051 b | 0.016 | 18 | 0.004 |
P Inf | 64.1 a | 34.5 b | 10.9 | 37 | 0.003 |
P Lag | 52.8 | 12.3 | 23.1 | 26 | 0.127 |
Parameters (mg/L) | Slaughter | Processing | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
BOD Inf | 3002 a | 1660 b | 490 | 38 | 0.044 |
BOD Lag | 871 | 184 | 398 | 29 | 0.136 |
COD Inf | 12,050 a | 4870 b | 2043 | 41 | <0.001 |
COD Lag | 1795 a | 334 b | 480 | 29 | 0.012 |
Parameters (mg/L) | Slaughter | Processing | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TSSs Inf | 1860 | 308 | 858 | 28 | 0.169 |
TSSs Lag | 723 | 97.2 | 459 | 19 | 0.242 |
pH Inf | 6.82 a | 6.46 b | 0.117 | 41 | 0.021 |
pH Lag | 8.23 a | 7.23 b | 0.222 | 29 | 0.0004 |
Hardness Inf | 334 | 147 | 90.8 | 41 | 0.123 |
Hardness Lag | 249 | 249 | 43.6 | 29 | 0.996 |
Alkalinity Inf | 966 a | 455 b | 141 | 41 | 0.0083 |
Alkalinity Lag | 890 a | 457 b | 176 | 29 | 0.038 |
FOG Inf | 645 | 1326 | 450 | 40 | 0.258 |
FOG Lag | 67.3 | 2.17 | 58.2 | 29 | 0.544 |
Parameters (mg/L) | Slaughter | Processing | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
Calcium Inf | 211 | 108 | 61.6 | 41 | 0.209 |
Calcium Lag | 70.1 | 65.9 | 12.9 | 29 | 0.767 |
Sodium Inf | 328 | 288 | 45.7 | 41 | 0.508 |
Sodium Lag | 266 | 387 | 72.1 | 29 | 0.148 |
Copper Inf | 0.31 | 0.135 | 0.067 | 41 | 0.053 |
Copper Lag | 0.252 | 0.014 | 0.148 | 29 | 0.162 |
Manganese Inf | 4.09 | 0.336 | 2.57 | 41 | 0.271 |
Manganese Lag | 0.160 | 0.139 | 0.058 | 29 | 0.752 |
Chloride Inf | 419 | 349 | 117 | 41 | 0.647 |
Chloride Lag | 328 | 477 | 117 | 29 | 0.267 |
Zinc Inf | 1.12 | 24.2 | 14.8 | 41 | 0.241 |
Zinc Lag | 0.387 | 0.034 | 0.210 | 29 | 0.142 |
Parameters (mg/L-N or -P) | Smoking | No Smoking | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TN Inf | 409 | 299 | 98.0 | 37 | 0.404 |
TN Lag | 215 a | 89.3 b | 53.9 | 24 | 0.035 |
TKN Inf | 399 | 270 | 89.0 | 41 | 0.274 |
TKN Lag | 254 a | 81.1 b | 48.5 | 29 | 0.009 |
Organic N Inf | 132 | 143 | 50.8 | 33 | 0.869 |
Organic N Lag | 55.4 | 38.4 | 14.0 | 25 | 0.341 |
NH3 Inf | 221 | 145 | 77.3 | 34 | 0.454 |
NH3 Lag | 188 a | 48.0 b | 50.2 | 25 | 0.036 |
TIN Inf | 273 | 170 | 78.7 | 33 | 0.331 |
TIN Lag | 175 | 55.5 | 49.1 | 23 | 0.070 |
NO3 Inf | 3.87 a | 2.05 b | 0.592 | 39 | 0.023 |
NO3 Lag | 3.36 a | 1.09 b | 0.724 | 29 | 0.020 |
NO2 Inf | 1.84 | 4.55 | 3.03 | 26 | 0.503 |
NO2 Lag | 0.070 | 0.053 | 0.017 | 18 | 0.421 |
P Inf | 69.5 a | 31.7 b | 9.77 | 37 | 0.007 |
P Lag | 63.3 a | 20.1 b | 14.9 | 26 | 0.037 |
Parameters (mg/L) | Smoking | No Smoking | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
BOD Inf | 3230 a | 1462 b | 453 | 38 | 0.007 |
BOD Lag | 1050 a | 201 b | 278 | 29 | 0.023 |
COD Inf | 12,000 a | 4950 b | 2050 | 41 | <0.0001 |
COD Lag | 1990 a | 681 b | 347 | 29 | 0.006 |
Parameters (mg/L) | Smoking | No Smoking | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TSSs Inf | 762 | 1910 | 835 | 28 | 0.310 |
TSSs Lag | 638 | 490 | 390 | 19 | 0.757 |
pH Inf | 6.81 a | 6.32 b | 0.1103 | 41 | 0.002 |
pH Lag | 7.51 | 7.32 | 0.205 | 29 | 0.465 |
Hardness Inf | 258 | 254 | 93.6 | 41 | 0.974 |
Hardness Lag | 219 | 297 | 30 | 29 | 0.050 |
Alkalinity Inf | 853 | 615 | 151 | 41 | 0.235 |
Alkalinity Lag | 958 a | 543 b | 127 | 29 | 0.0155 |
FOG Inf | 1377 | 335 | 439 | 40 | 0.079 |
FOG Lag | 84.6 | 3.64 | 69.3 | 29 | 0.365 |
Parameters (mg/L) | Smoking | No Smoking | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
Calcium Inf | 186 | 143 | 62.7 | 41 | 0.61 |
Calcium Lag | 66.8 | 66.7 | 66.8 | 29 | 0.991 |
Sodium Inf | 364 a | 222 b | 42.5 | 41 | 0.015 |
Sodium Lag | 319 | 246 | 54.2 | 29 | 0.293 |
Copper Inf | 0.264 | 0.200 | 0.070 | 41 | 0.487 |
Copper Lag | 0.314 a | 0.022 b | 0.104 | 29 | 0.036 |
Manganese Inf | 4.27 | 0.202 | 2.57 | 41 | 0.232 |
Manganese Lag | 0.204 a | 0.076 b | 0.038 | 29 | 0.013 |
Chloride Inf | 440 | 320 | 116.73 | 41 | 0.435 |
Chloride Lag | 353 | 367 | 88.6 | 29 | 0.903 |
Zinc Inf | 1.29 | 23.9 | 14.8 | 41 | 0.250 |
Zinc Lag | 0.487 a | 0.031 b | 0.144 | 29 | 0.019 |
Parameters (mg/L-N or -P) | Comingling | No Comingling | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TN Inf | 344 | 133 | 163 | 31 | 0.246 |
TN Lag | 223 | 81.1 | 67.1 | 24 | 0.081 |
TKN Inf | 341 | 142 | 145 | 35 | 0.220 |
TKN Lag | 235 a | 81.1 b | 58.6 | 29 | 0.034 |
Organic N Inf | 116 | 65.5 | 64.4 | 28 | 0.473 |
Organic N Lag | 54.6 | 42.8 | 16.9 | 25 | 0.549 |
NH3 Inf | 190 | 95.5 | 151 | 28 | 0.570 |
NH3 Lag | 169 | 46.2 | 63.5 | 25 | 0.106 |
TIN Inf | 232 | 108 | 155 | 27 | 0.468 |
TIN Lag | 157 | 52.3 | 61.6 | 23 | 0.158 |
NO3 Inf | 3.35 | 1.81 | 1.04 | 33 | 0.188 |
NO3 Lag | 2.67 a | 1.01 b | 0.595 | 29 | 0.025 |
NO2 Inf | 4.06 | 0.045 | 5.33 | 23 | 0.501 |
NO2 Lag | 0.060 | 0.045 | 0.060 | 17 | 0.203 |
P Inf | 60.1 | 38.8 | 19.2 | 31 | 0.329 |
P Lag | 55.5 | 22.4 | 18.2 | 26 | 0.144 |
Parameters (mg/L) | Comingling | No Comingling | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
BOD Inf | 2700 | 1770 | 900 | 32 | 0.361 |
BOD Lag | 942 | 192 | 336 | 29 | 0.069 |
COD Inf | 10,100 a | 6200 b | 2430 | 35 | <0.0001 |
COD Lag | 1820 a | 711 b | 424 | 29 | 0.034 |
Parameters (mg/L) | Comingling | No Comingling | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TSSs Inf | 640 a | 4880 b | 1360 | 24 | 0.0098 |
TSSs Lag | 664 | 185 | 527 | 20 | 0.413 |
pH Inf | 6.75 a | 6.15 b | 0.198 | 35 | 0.010 |
pH Lag | 7.50 | 7.15 | 0.227 | 29 | 0.203 |
Hardness Inf | 232 | 170 | 166 | 35 | 0.735 |
Hardness Lag | 236 | 298 | 36.5 | 29 | 0.162 |
Alkalinity Inf | 738 | 284 | 240 | 35 | 0.095 |
Alkalinity Lag | 915 a | 532 b | 150 | 29 | 0.039 |
FOG Inf | 1150 | 812 | 819 | 34 | 0.709 |
FOG Lag | 73.2 | 3.88 | 81.7 | 29 | 0.476 |
Parameters (mg/L) | Comingling | No Comingling | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
Calcium Inf | 160 | 144 | 111 | 35 | 0.897 |
Calcium Lag | 67.9 | 67.9 | 11.2 | 29 | 0.999 |
Sodium Inf | 312 a | 51.3 b | 58.5 | 35 | 0.0003 |
Sodium Lag | 339 | 199 | 61.8 | 29 | 0.064 |
Copper Inf | 0.233 | 0.262 | 0.114 | 35 | 0.816 |
Copper Lag | 0.271 | 0.028 | 0.127 | 29 | 0.114 |
Manganese Inf | 2.53 | 0.324 | 4.77 | 35 | 0.676 |
Manganese Lag | 0.185 | 0.077 | 0.047 | 29 | 0.060 |
Chloride Inf | 375 | 27.2 | 189 | 35 | 0.104 |
Chloride Lag | 424 | 246 | 102 | 29 | 0.149 |
Zinc Inf | 14.7 | 0.715 | 27.4 | 35 | 0.646 |
Zinc Lag | 0.423 | 0.035 | 0.176 | 29 | 0.072 |
Parameters (mg/L-N or -P) | Influent | Post-Filter | Lagoon | Statistics | ||
---|---|---|---|---|---|---|
SEM | n | p-Value | ||||
TN | 440 a | 273 ab | 99.5 b | 84.9 | 36 | 0.027 |
TKN | 332 a | 222 ab | 60.8 b | 67.7 | 36 | 0.027 |
Organic N | 164 a | 108 ab | 30.3 b | 47.4 | 34 | 0.869 |
NH3 | 144 a | 90.2 ab | 30.6 b | 37.7 | 36 | 0.120 |
TIN | 171 a | 108 ab | 36.9 b | 39.6 | 36 | 0.071 |
NO3 | 3.23 | 2.78 | 2.33 | 0.666 | 36 | 0.643 |
NO2 | 0.098 | 0.083 | 0.081 | 3.03 | 19 | 0.721 |
P | 32.5 a | 31.3 a | 14.3 b | 3.48 | 31 | 0.001 |
Parameters (mg/L) | Influent | Post-Filter | Lagoon | Statistics | ||
---|---|---|---|---|---|---|
SEM | n | p-Value | ||||
BOD | 2730 a | 1320 b | 225 c | 266 | 36 | <0.0001 |
COD | 9275 a | 2846 b | 640 c | 1203 | 36 | <0.0001 |
Parameters (mg/L) | Influent | Post-Filter | Lagoon | Statistics | ||
---|---|---|---|---|---|---|
SEM | n | p-Value | ||||
TSSs | 1160 | 664 | 260 | 582 | 24 | 0.432 |
pH | 6.81 a | 7.31 b | 7.91 c | 0.198 | 36 | 0.0003 |
Hardness | 284 | 396 | 281 | 51.3 | 36 | 0.210 |
Alkalinity | 927 a | 867 a | 521 b | 112 | 36 | 0.032 |
FOG | 1800 a | 34.4 b | 2.92 b | 494 | 36 | 0.021 |
Parameters (mg/L) | Influent | Post-Filter | Lagoon | Statistics | ||
---|---|---|---|---|---|---|
SEM | n | p-Value | ||||
Calcium | 224 a | 117 b | 69.0 b | 26.0 | 36 | 0.0006 |
Sodium | 644 a | 489 b | 419 b | 46.4 | 36 | 0.005 |
Copper | 0.256 a | 0.056 b | 0.012 b | 0.044 | 36 | 0.001 |
Manganese | 0.251 | 0.118 | 0.110 | 0.060 | 36 | 0.191 |
Chloride | 871 | 635 | 604 | 84.0 | 36 | 0.061 |
Zinc | 1.97 a | 0.198 b | 0.031 b | 0.30 | 36 | <0.0001 |
Parameters (mg/L-N or -P) | Aeration | No Aeration | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TN Lag | 77.4 a | 233 b | 59.3 | 24 | 0.042 |
TKN Lag | 72.4 a | 246 b | 53.3 | 29 | 0.012 |
Organic N Lag | 32.7 | 59.1 | 15.07 | 25 | 0.150 |
NH3 Lag | 44.1 | 176 | 57.7 | 25 | 0.064 |
TIN Lag | 52.8 | 164 | 56.4 | 23 | 0.116 |
NO3 Lag | 0.091 a | 2.79 b | 0.537 | 29 | 0.007 |
NO2 Lag | 0.053 | 0.057 | 0.008 | 17 | 0.674 |
P Lag | 20.3 | 58.6 | 16.8 | 26 | 0.078 |
Parameters (mg/L) | Aeration | No Aeration | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
BOD Lag | 167 a | 991 b | 311 | 29 | 0.036 |
COD Lag | 490 a | 1979 b | 364 | 29 | 0.002 |
Parameters (mg/L) | Aeration | No Aeration | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
TSSs Lag | 490 | 636 | 378 | 20 | 0.752 |
pH Lag | 7.29 | 7.45 | 0.220 | 29 | 0.547 |
Hardness Lag | 289 | 237 | 34.7 | 29 | 0.228 |
Alkalinity Lag | 525 a | 937 b | 139 | 29 | 0.020 |
FOG Lag | 3.78 | 76.7 | 76.9 | 29 | 0.438 |
Parameters (mg/L) | Aeration | No Aeration | Statistics | ||
---|---|---|---|---|---|
SEM | n | p-Value | |||
Calcium Lag | 67.1 | 68.2 | 10.5 | 29 | 0.930 |
Sodium Lag | 176 a | 356 b | 55.0 | 29 | 0.011 |
Copper Lag | 0.025 | 0.284 | 0.118 | 29 | 0.080 |
Manganese Lag | 0.074 a | 0.192 b | 0.043 | 29 | 0.032 |
Chloride Lag | 272 | 421 | 97.4 | 29 | 0.214 |
Zinc Lag | 0.033 a | 0.444 b | 0.164 | 29 | 0.047 |
3.3. Treatment Effectiveness
Parameter (mg/L -N or -P) | Facility | Statistics | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
A Co, F, Sm | B Ae *, Co *, F, S | C Co, F, S, Sm | D-Proc Sm | D-Slau S, Sm | E Ae, S | F Ae, Co | SEM | n | p-Value | |
TN Inf | 254 c | 626 b | 1064 a | 116 c | 370 bc | 133 c | 71.7 c | 128 | 38 | <0.0001 |
TN Lag | 89.3 c | 110 c | 484 a | 229 b | 59.8 c | 80.2 c | 44.5 | 31 | <0.0001 | |
TN Decrease | 65% | 83% | 54% | 26% | 55% | −15% | ||||
TN Discharge | 20.0 | 101 | 489 | 264 | 57.9 | |||||
TN Discharge Decrease | 92% | 84% | 54% | 15% | 56% | |||||
TKN Inf | 91.7 c | 572 b | 1021 a | 107 c | 377 b | 142 c | 61.8 c | 68.5 | 42 | <0.0001 |
TKN Lag | 23.4 d | 97.0 c | 482 a | 258 b | 67.9 cd | 56.8 cd | 18.9 | 36 | <0.0001 | |
TKN Decrease | 74% | 62% | 53% | 2% | 52% | −1% | ||||
TKN Discharge | 3.9 | 85.5 | 484 | 302 | 57.1 | |||||
TKN Discharge Decrease | 96% | 85% | 53% | −15% | 60% | |||||
Organic N Inf | 59.0 b | 292 a | 167 ab | 23.8 b | 301 a | 65.5 b | 35.4 b | 77.3 | 34 | 0.0189 |
Organic N Lag | 15.7 c | 41.9 abc | 80.4 a | 78.2 ab | 34.8 bc | 28.9 c | 16.2 | 31 | 0.0144 | |
Organic N Decrease | 73% | 79% | 58% | 68% | 47% | 6% | ||||
Organic N Discharge | 3.76 | 33.2 | 29.8 | 83.6 | 28.5 | |||||
Organic N Discharge Decrease | 94% | 89% | 82% | 66% | 56% | |||||
NH3 Inf | 32.6 c | 255 b | 877 a | 87.4 c | 57.8 c | 95.5 c | 29 c | 58.7 | 35 | <0.0001 |
NH3 Lag | 7.91 c | 53.3 c | 419 a | 173 b | 38.4 c | 26 c | 24.4 | 31 | <0.0001 | |
NH3 Decrease | 76% | 79% | 51% | −151% | 60% | −4% | ||||
NH3 Discharge | 0.14 | 52.3 | 479 | 218 | 28.6 | |||||
NH3 Discharge Decrease | 99% | 80% | 45% | −216% | 70% | |||||
TIN Inf | 38.4 c | 302 b | 905 a | 92.1 cd | 194 bc | 108 cd | 44.2 cd | 61.1 | 34 | <0.0001 |
TIN Lag | 13.4 c | 60.3 c | 417 a | 176 b | 46 c | 49 c | 26.7 | 29 | <0.0001 | |
TIN Decrease | 67% | 80% | 54% | −58% | 57% | −5% | ||||
TIN Discharge | 12.6 | 53.8 | 484 | 266 | 29.5 | |||||
TIN Discharge | 37% | 82% | 47% | −139% | 73% | |||||
NO3 Inf | 2.99 bcd | 3.46 bc | 6.92 a | 1.34 de | 4.76 b | 1.81 cde | 0.340 e | 0.73 | 40 | <0.0001 |
NO3 Lag | 2.71 ab | 1.95 b | 4.94 a | 2.43 ab | 0.698 b | 0.600 b | 0.969 | 35 | 0.0222 | |
NO3 Decrease | 10% | 43% | 35% | 40% | 61% | −130% | ||||
NO3 Discharge | 0.455 | 1.37 | 3.61 | 0.985 | 0.677 | |||||
NO3 Discharge Decrease | 85% | 60% | 48% | 76% | 63% | |||||
NO2 Inf | 0.113 b | 0.091 b | 6.71 a | 0.052 b | 0.061 b | 0.045 b | 0.047 b | 1.17 | 26 | 0.0011 |
NO2 Lag | 0.07 | 0.07 | 0.046 | 0.052 | 0.046 | 0.045 | 0.022 | 22 | 0.0642 | |
NO2 Decrease | 38% | 23% | 99% | 2% | 0% | 20% | ||||
NO2 Discharge | 0.07 | 0.07 | 0.05 | 0.07 | 0.035 | |||||
NO2 Discharge Decrease | 38% | 23% | 99% | −32% | 24% | |||||
P Inf | 32.8 c | 32.3 c | 82.9 ab | 45.5 bc | 108 a | 38.8 bc | 20.0 c | 17.3 | 38 | 0.0014 |
P Lag | 12.3 c | 15.9 c | 72.75 ab | 99.6 a | 23.4 bc | 33.3 bc | 18.6 | 27 | 0.0022 | |
P Decrease | 62% | 51% | 12% | 9% | 40% | −75% | ||||
P Discharge | 3.78 | 17.2 | 82.5 | 84.8 | 21.5 | |||||
P Discharge Decrease | 88% | 47% | 0% | 23% | 45% |
Parameter (mg/L) | Facility and Characteristics | Statistics | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
A Co, F, Sm | B Ae *, Co *, F, S | C Co, F, S, Sm | D-Proc Sm | D-Slau S, Sm | E Ae, S | F Ae, Co | SEM | n | p-Value | |
BOD Inf | 3509 ab | 1955 bc | 4928 a | 602 c | 3803 a | 1774 c | 556 c | 651 | 39 | <0.0001 |
BOD Lag | 184 b | 275 b | 2113 a | 856 b | 139 b | 243 b | 255 | 36 | <0.0001 | |
BOD Decrease | 95% | 86% | 57% | 72% | 92% | 42% | ||||
BOD Discharge | 119 | 273 | 3720 | 1060 | 71.3 | |||||
BOD Discharge Decrease | 97% | 86% | 25% | 65% | 96% | |||||
COD Inf | 11,723 b | 6828 d | 9010 c | 1090 g | 26,156 a | 6206 e | 1117 f | 1770 | 42 | <0.0001 |
COD Lag | 334 c | 945 c | 3188 a | 2443 b | 435 c | 553 c | 225 | 36 | <0.0001 | |
COD Decrease | 97% | 86% | 65% | 88% | 93% | 63% | ||||
COD Discharge | 83 | 640 | 2950 | 3200 | 364 | |||||
COD Discharge Decrease | 99% | 91% | 67% | 84% | 94% |
Parameter (mg/L) | Facility and Characteristics | Statistics | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
A Co, F, Sm | B Ae *, Co *, F, S | C Co, F, S, Sm | D-Proc Sm | D-Slau S, Sm | E Ae, S | F Ae, Co | SEM | n | p-Value | |
TSSs Inf | 600 | 695 | 333 | 318 | 1614 | 4875 | 140 | 1900 | 29 | 0.1954 |
TSSs Lag | 97.2 | 746 | 482 | 1196 | 185 | 193 | 475 | 24 | 0.36 | |
TSSs Decrease | 84% | −189% | −45% | 7% | 97% | −8% | ||||
TSSs Discharge | 64 | 293 | 298 | 1070 | 53.3 | |||||
TSSs Discharge Decrease | 89% | 58% | 11% | 17% | 99% | |||||
pH inf | 6.80 ab | 6.42 bc | 6.80 ab | 7.19 a | 6.47 bc | 6.14 c | 6.42 bc | 0.172 | 42 | 0.0037 |
pH Lag | 8.23 a | 7.58 abc | 6.97 c | 7.33 bc | 7.05 c | 7.73 ab | 0.24 | 36 | 0.0068 | |
pH Decrease | −21% | −18% | −12% | −10% | −15% | −17% | ||||
pH Discharge | 9.46 | 7.8 | 7.4 | 7.59 | 6.91 | |||||
pH Discharge Decrease | −40% | −22% | −9% | −14% | −13% | |||||
Hardness Inf | 105 | 463 | 83.3 | 223 | 621 | 170 | 151 | 143 | 42 | 0.087 |
Hardness Lag | 249 a | 311 a | 117 c | 345 a | 286 ab | 166 c | 21.2 | 36 | <0.0001 | |
Hardness Decrease | −7% | 32% | −66% | 33% | −68% | −4% | ||||
Hardness Discharge | 164 | 296 | 124 | 368 | 304 | |||||
Hardness Discharge Decrease | −56% | 36% | −49% | 29% | −79% | |||||
Alkalinity Inf | 429 d | 1305 b | 1880 a | 708 c | 396 d | 284 d | 220 d | 95.2 | 42 | <0.0001 |
Alkalinity Eff | 458 cd | 583 c | 1468 a | 1101 b | 501 cd | 299 d | 83.0 | 36 | <0.0001 | |
Alkalinity Decrease | −6.8% | 55% | 22% | −126% | −76% | −55% | ||||
Alkalinity Discharge | 268 | 600 | 1550 | 1086 | 516 | |||||
Alkalinity Discharge Decrease | 38% | 54% | −5% | −122% | 81% | |||||
FOG-Inf | 3556 a | 44 c | 42.5 c | 107 bc | 1890 ab | 811 bc | 53.6 c | 651 | 41 | 0.0009 |
FOG-Lag | 2.16 b | 3.67 b | 14.0 ab | 37 a | 4.16 b | 18.2 ab | 8.56 | 35 | 0.0476 | |
FOG decrease | 100% | 92% | 67% | 98% | 99% | 83% | ||||
FOG Discharge | 1 | 2 | 12 | 101 | 3.5 | |||||
FOG Discharge Decrease | 100% | 92% | 72% | 95% | 100% |
Parameters (mg/L) | Facility | Statistics | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
A Co, F, Sm | B Ae *, Co *, F, S | C Co, F, S, Sm | D-Proc Sm | D-Slau S, Sm | E Ae, S | F Ae, Co | SEM | n | p-Value | |
Calcium Inf | 215 ab | 233 ab | 20.3 b | 61.1 b | 447 a | 144 b | 42.4 b | 93.3 | 42 | 0.0364 |
Calcium Lag | 70.1 b | 67.7 b | 25.0 c | 105 a | 68.6 b | 40.9 c | 6.66 | 36 | <0.0001 | |
Calcium Decrease | 67% | 71% | −23% | 70% | 52% | 23% | ||||
Calcium Discharge | 44.8 | 67 | 24.1 | 32.8 | 73.8 | |||||
Calcium Discharge Decrease | 79% | 71% | −19% | 91% | 49% | |||||
Sodium Inf | 456 ab | 522 a | 257 c | 418 b | 323 c | 51.3 d | 63.9 d | 32.0 | 42 | <0.0001 |
Sodium Lag | 387 a | 450 a | 214 b | 357 a | 78.7 b | 109 b | 47.4 | 36 | <0.0001 | |
Sodium Decrease | 15% | 14% | 17% | −3% | −53% | −80% | ||||
Sodium Discharge | 234 | 357 | 226 | 353 | 84.4 | |||||
Sodium Discharge Decrease | 49% | 32% | 12% | −2% | −65% | |||||
Copper Inf | 0.273 b | 0.238 bc | 0.032 c | 0.04 c | 0.01 a | 0.262 bc | 0.08 bc | 0.08 | 42 | <0.0001 |
Copper Lag | 0.014 b | 0.011 b | 0.022 b | 0.904 a | 0.035 b | 0.053 b | 0.026 | 36 | <0.0001 | |
Copper Decrease | 95% | 95% | 30% | −72% | 87% | −55% | ||||
Copper Discharge | 0.005 | 0.006 | 0.015 | 0.017 | 0.05 | |||||
Copper Discharge Decrease | 98% | 97% | 53% | 97% | 81% | |||||
Manganese Inf | 0.115 bc | 0.386 ab | 0.103 bc | 0.061 c | 0.530 a | 0.32 abc | 0.02 c | 0.109 | 42 | 0.0140 |
Manganese Lag | 0.139 b | 0.081 bc | 0.087 bc | 0.385 a | 0.074 bc | 0.028 c | 0.027 | 36 | <0.0001 | |
Manganese Decrease | −21% | 79% | 15% | 7% | 77% | −24% | ||||
Manganese Discharge | 0.036 | 0.07 | 0.081 | 0.969 | 0.070 | |||||
Manganese Discharge Decrease | 69% | 82% | 21% | −134% | 78% | |||||
Chloride Inf | 442 ab | 828 a | 150 b | 495 ab | 673 a | 27.1 b | 83.7 b | 166 | 42 | 0.0089 |
Chloride Lag | 477 b | 730 a | 138 c | 445 b | 62.0 c | 136 c | 61.8 | 36 | <0.0001 | |
Chloride Decrease | −8% | 12% | 8% | 30% | −128% | 36% | ||||
Chloride Discharge | 303 | 768 | 146 | 2700 | 68.3 | |||||
Chloride Discharge Decrease | 31% | 7% | 3% | −324% | −152% | |||||
Zinc Inf | 2.61 a | 1.34 ab | 0.187 b | 0.119 b | 2.25 a | 0.713 b | 0.112 b | 0.440 | 42 | 0.0004 |
Zinc Lag | 0.034 b | 0.028 b | 0.133 b | 1.29 a | 0.039 b | 0.079 b | 0.046 | 36 | <0.0001 | |
Zinc Decrease | 99% | 98% | 29% | 23% | 94% | −15% | ||||
Zinc Discharge | 0.005 | 0.024 | 0.082 | 3.64 | 0.045 | |||||
Zinc Discharge Decrease | 100% | 98% | 56% | −117% | 94% |
3.4. BOD Concentration and Loading
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Chawaga, P. US EPA Rejects Calls For Stronger Livestock Wastewater Regulation. Water Online, 22 August 2023. Available online: https://www.wateronline.com/doc/u-s-epa-rejects-calls-for-stronger-livestock-wastewater-regulation-0001 (accessed on 30 October 2023).
- Ziara, R.M.; Li, S.; Subbiah, J.; Dvorak, B.I. Characterization of Wastewater in Two U.S. Cattle Slaughterhouses. Water Environ. Res. 2018, 90, 851–863. [Google Scholar] [CrossRef] [PubMed]
- Bustillo-Lecompte, C.; Mehrvar, M.; Quiñones-Bolaños, E. Slaughterhouse wastewater characterization and treatment: An economic and public health necessity of the meat processing industry in Ontario, Canada. J. Geosci. Environ. Prot. 2016, 4, 175–186. [Google Scholar] [CrossRef]
- Sroka, E.; Kamfliski, W.; Bohdziewicz, J. Biological treatment of meat industry wastewater. Desalination 2004, 162, 85–91. [Google Scholar] [CrossRef]
- Cassidy, D.P.; Belia, E. Nitrogen and phosphorus removal from an abattoir wastewater in a SBR with aerobic granular sludge. Water Res. 2005, 39, 4817–4823. [Google Scholar] [CrossRef] [PubMed]
- Bustillo-Lecompte, C.F.; Mehrvar, M. Slaughterhouse wastewater characteristics, treatment, and management in the meat processing industry: A review on trends and advances. J. Environ. Manag. 2015, 161, 287–302. [Google Scholar] [CrossRef] [PubMed]
- Liu, Y.Y.; Haynes, R.J. Origin, nature, and treatment of effluents from dairy and meat processing factories and the effects of their irrigation on the quality of agricultural soils. Crit. Rev. Environ. Sci. Technol. 2011, 41, 1531–1599. [Google Scholar] [CrossRef]
- Mittal, G.S. Characterization of the effluent wastewater from abattoirs for land application. Food Rev. Int. 2004, 20, 229–256. [Google Scholar] [CrossRef]
- US EPA. Onsite Wastewater Treatment Manual; US EPA: Washington, DC, USA, 2002. [Google Scholar]
- US EPA. How Septic Systems Work. Available online: https://www.epa.gov/septic/how-septic-systems-work (accessed on 30 October 2023).
- Mittal, G.S. Treatment of wastewater from abattoirs before land application—A review. Bioresour. Technol. 2006, 97, 1119–1135. [Google Scholar] [CrossRef] [PubMed]
- Shaw, K.; Dorea, C.C. Biodegradation mechanisms and functional microbiology in conventional septic tanks: A systematic review and meta-analysis. Environ. Sci. Water Res. Technol. 2021, 7, 144–155. [Google Scholar] [CrossRef]
- McCabe, B.K.; Harris, P.; Antille, D.L.; Schmidt, T.; Lee, S.; Hill, A.; Baillie, C. Toward profitable and sustainable bioresource management in the Australian red meat processing industry: A critical review and illustrative case study. Crit. Rev. Environ. Sci. Technol. 2020, 50, 2415–2439. [Google Scholar] [CrossRef]
- Banks, C.; Wang, Z. Handbook of Industrial and Hazardous Wastes Treatment; CRC Press: Boca Raton, FL, USA, 2006; ISBN 0-203-02651-9. [Google Scholar]
- US EPA. Wastewater Technology Fact Sheet: Facultative Lagoons. Available online: https://www3.epa.gov/npdes/pubs/faclagon.pdf (accessed on 2 November 2023).
- Schulz, T.J.; Barnes, D. The Stratified Facultative Lagoon for The Treatment and Storage of High Strength Agricultural Wastewaters. Water Sci. Technol. 1990, 22, 43–50. Available online: https://iwaponline.com/wst/article-abstract/22/9/43/23983/The-Stratified-Facultative-Lagoon-for-the?redirectedFrom=PDF (accessed on 30 October 2023). [CrossRef]
- Dong, Y.; Safferman, S.I.; Nejadhashemi, A.P. Computational modeling of wastewater land application treatment systems to determine strategies to improve carbon and nitrogen removal. J. Environ. Sci. Health Part A 2019, 54, 657–667. [Google Scholar] [CrossRef] [PubMed]
- Julien, R.; Safferman, S. Evaluation of food processing wastewater loading characteristics on metal mobilization within the soil. J. Environ. Sci. Health Part A 2015, 50, 1452–1457. [Google Scholar] [CrossRef] [PubMed]
- Safferman, S.I.; Asce, M.; Fernandez-Torres, I.; Pfiffner, S.M.; Larson, R.A.; Mokma, D.L. Predicting the Onset of Metal Leaching from Land Application of Wastewater Using Soil Sensors and Microbial Community Analyses. J. Environ. Eng. 2011, 137, 97–107. [Google Scholar] [CrossRef]
- Dong, Y.; Safferman, S.; Miller, S.; Hruby, J.; Bratt, D. Effectiveness of food processing wastewater irrigation. In Proceedings of the WEFTEC 2017, Chicago, IL, USA, 30 September–4 October 2017. [Google Scholar]
- EGLE. GW1530000. 2022. Available online: https://mienviro.michigan.gov (accessed on 30 October 2023).
- Gaskin, J.W.; Vendrell, P.F.; Atiles, J.H. Nitrate and Nitrite in Wastewater. 2022. Available online: https://secure.caes.uga.edu/extension/publications/files/pdf/C%20858-5_3.PDF (accessed on 30 October 2023).
- Tchobanoglous, G.; Burton, F.L.; Stensel, D.H. Metcalf &Eddy: Wastewater Engineering: Treatment and Reuse; McGrawHill: New York, NY, USA, 2014. [Google Scholar]
- COWI. Cleaner Production Assessment in Meat Processing; UNEP/Earthprint: Geneva, Switzerland, 2000. [Google Scholar]
- Yuan, H.; Dang, Z.; Li, C.; Zhou, Y.; Yang, B.; Huang, S. Simultaneous oxygen and nitrate respiration for nitrogen removal driven by aeration: Carbon/nitrogen metabolism and metagenome-based microbial ecology. J. Water Process Eng. 2022, 50, 103196. [Google Scholar] [CrossRef]
- Harper, L.A.; Sharpe, R.R.; Parkin, T.B.; De Visscher, A.; van Cleemput, O.; Byers, F.M. Nitrogen Cycling through Swine Production Systems. J. Environ. Qual. 2004, 33, 1189–1201. [Google Scholar] [CrossRef] [PubMed]
- Vendramelli, R.A.; Vijay, S.; Yuan, Q. Mechanism of nitrogen removal in wastewater lagoon: A case study. Environ. Technol. 2017, 38, 1514–1523. [Google Scholar] [CrossRef] [PubMed]
Facility | Aeration | Comingled Human Wastewater | Septic Tank Filter | Slaughter-House | Smokes Meat | Special Characteristics |
---|---|---|---|---|---|---|
A | ✓ | ✓ | ✓ | Two non-aerated lagoons in batch operation. One is actively filled, while the other provided detention time. | ||
B | ✓ | ✓ | ✓ | ✓ | Lagoon aeration, 6–10 h/day, began partway through the sampling period. Commingling began partway through the sampling period. | |
C | ✓ | ✓ | ✓ | ✓ | Septic tank effluent filter but not accessible for sample collection. | |
D | ✓ | ✓ | Separate processing and slaughter wastewater samples were able to be collected. Two lagoons are used; only the first one is regularly used, as the second lagoon is a backup in case of overflow in the first. | |||
E | ✓ | ✓ | Subsurface aeration occurs year-round, and surface aeration occurs during spring, summer, and fall. | |||
F | ✓ | ✓ | Wash water from loading bay mixed in. Two infiltration lagoons in series; only second lagoon is aerated. |
Parameter | Method |
---|---|
TN (mg/L-N) | HACH 10208 |
Organic N (mg/L-N) | Calculated |
NO3 (mg/L-N) | 40 CFR 141, HACH 10206 |
NH3 (mg/L-N) | EPA 350.1, 351.1, 351.2, HACH 10205 |
TKN (mg/L-N) | 4500-N(Org) C. Semi-Micro-Kjeldahl |
TIN (mg/L-N) | Calculated |
NO2− (mg/L-N) | HACH 10207 |
P (mg/L-P) | EPA365.1, 365.3, HACH 8190 |
BOD (mg/L) | SM 5210 B |
COD (mg/L) | E410.4 |
TSSs (mg/L) | EPA 160.2 |
pH | HACH Lange 50 50 T Probe |
Hardness (mg/L) | SM 2340 C |
Alkalinity (mg/L-CaCO3) | SM 2320 B |
FOG (mg/L) | E1664A |
Ca (mg/L) | E200.8 |
Na (mg/L) | E200.8 |
Cu (mg/L) | E200.8 |
Mn (mg/L) | E200.8 |
Cl (mg/L) | E200.8 |
Zn (mg/L) | E200.8 |
Concentration (mg/L) | Loading (kg/Day) | |||||
---|---|---|---|---|---|---|
Facility | Avg | Min | Max | Avg | Min | Max |
A | 3510 | 1206 | 4920 | 13.3 | 4.58 | 18.6 |
B | 1960 | 660 | 3000 | 14.8 | 4.98 | 22.7 |
C | 4930 | 1740 | 7900 | 41.4 | 14.6 | 66.2 |
D-Proc | 602 | 460 | 966 | 7.12 | 5.44 | 11.4 |
D-Slau | 3803 | 651 | 7470 | 135 | 23.1 | 265 |
E | 1770 | 1020 | 3300 | 1.67 | 2.11 | 6.80 |
F | 319 | 1050 | 556 | 12.1 | 39.7 | 21.0 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Rouland, G.; Safferman, S.I.; Schweihofer, J.P.; Garmyn, A.J. Characterization of Low-Volume Meat Processing Wastewater and Impact of Facility Factors. Water 2024, 16, 540. https://doi.org/10.3390/w16040540
Rouland G, Safferman SI, Schweihofer JP, Garmyn AJ. Characterization of Low-Volume Meat Processing Wastewater and Impact of Facility Factors. Water. 2024; 16(4):540. https://doi.org/10.3390/w16040540
Chicago/Turabian StyleRouland, Gregory, Steven I. Safferman, Jeannine P. Schweihofer, and Andrea J. Garmyn. 2024. "Characterization of Low-Volume Meat Processing Wastewater and Impact of Facility Factors" Water 16, no. 4: 540. https://doi.org/10.3390/w16040540
APA StyleRouland, G., Safferman, S. I., Schweihofer, J. P., & Garmyn, A. J. (2024). Characterization of Low-Volume Meat Processing Wastewater and Impact of Facility Factors. Water, 16(4), 540. https://doi.org/10.3390/w16040540