2. (25 pts.) The reflow from fracture-based NG drilling (spent fracking water) contains substantial dissolved salt content. One quick method of determining total dissolved salt concentration (nominally TDS is total dissolved solids – a well-known water quality metric, which in this case, equates to total dissolved salt) across a wide spectrum of is to measure the fluid conductivity. A sample from each of the n = 5 wells is taken, and repeated over the course of four days, yielding m = 4 aliquots. Suppose the cost of collecting a sample is c1 = $500, the cost of measuring an aliquot is c2 = $100, and the cost function C=c1n+c2nm applies. Estimate the optimum number of aliquots to measure for specific conductance, using the data in Table 2, below. Compute the mean, standard error of the mean, and the optimum m and n if c1=$500, c2=$100, and C=$2000.
Well |
Aliquot |
|||
1 |
3110 |
3180 |
3180 |
3190 |
2 |
3400 |
3400 |
3400 |
3400 |
3 |
3090 |
3100 |
3080 |
3040 |
4 |
3750 |
3750 |
3700 |
3750 |
5 |
3100 |
3100 |
3140 |
3100 |
Table 2.
Well | Aliquot | sh | whsh | opt nh | ||||
1 | 3110 | 3180 | 3180 | 3190 | 3165 | 36.968 | 7.394 | 7 |
2 | 3400 | 3400 | 3400 | 3400 | 3400 | 0.000 | 0.000 | 0 |
3 | 3090 | 3100 | 3080 | 3040 | 3077.5 | 26.300 | 5.260 | 5 |
4 | 3750 | 3750 | 3700 | 3750 | 3737.5 | 25.000 | 5.000 | 5 |
5 | 3100 | 3100 | 3140 | 3100 | 3110 | 20.000 | 4.000 | 4 |
Total | 21.654 |
Since, nh cannot be a fraction.
Cost: | 2000= 500n+100nm | |
Therefore, | ||
n=n1=7 | ||
nm=n2=0 | i.e. m=0 |
Theory:
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