How to find the correlation coefficient between two technologies when those are sub correlated?

General Tech Technology & Software 2 years ago

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Posted on 16 Aug 2022, this text provides information on Technology & Software related to General Tech. Please note that while accuracy is prioritized, the data presented might not be entirely correct or up-to-date. This information is offered for general knowledge and informational purposes only, and should not be considered as a substitute for professional advice.

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manpreet Tuteehub forum best answer Best Answer 2 years ago

 

Suppose I have two power generating technologies, Coal and Oil, of which the generating cost components(total generating cost = Capital cost+Fuel cost+Variable O&M cost+Fixed O&M cost) are correlated in the following manner:

                                         Oil
                      Fuel           Variable O&M             Fixed O&M
           Fuel       0.48              0                       0
Coal    Var O&M       0                 0.7                     0.1
      Fixed O&M       0                 0.1                     0.7

Suppose Technology A is COAL and Technology B is OIL. How do I find the correlation between the total costs of the two technologies, that is COAL and OIL (one correlation coefficient) when three categories of costs are already correlated as given above? I have the weights of cost components of each total m.tuteehub.com/tag/technology">technology cost and the standard deviation of each cost component of the two technologies as well.

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manpreet 2 years ago

Let me update your table to reduce confusion by making different variable names unique:

                                         Oil
                     Fuel.O          VarO&M.O               FixedO&M.O
           Fuel.C     0.48              0                       0
Coal     VarO&M.C     0                 0.7                     0.1
       FixedO&M.C     0                 0.1                     0.7

You have given 9 entries of a correlation matrix, but there should be a further 6 subdiagonal elements, being the correlations within Coal and within Oil.

For further simplicity:

CfCf Fuel.C
CvCv VarO&M.C
CxCx FixedO&M.C
OfOf Fuel.O
OvOv VarO&M.O
OxOx FixedO&M.O

C=Cf+Cv+CxC=Cf+Cv+Cx

O=Of+Ov+OxO=Of+Ov+Ox

 

Cov(C,O)=Cov(Cf+Cv+
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