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Because the land use regression is fit to the difference between the monitored value and the grid cell prediction, this local contribution is independent of the grid cell value, allowing us to examine the different sources of particle exposure with less collinearity in our model.
In the second phase, we took the residuals between the actual monitored value in each grid and the predicted mean value for each grid, which presumably reflect the influence of local conditions near each monitoring site, and regressed them against land use terms within 100 m of the monitor to account for the effects of these local sources.
The correctness indicator describes the closeness of the monitored value to the true value.
Heavy metal evaluation index HEI gives an overall quality of the water with respect to heavy metals (Edet and Offiong 2002) and is expressed using Eq. (3): {text{HEI }} = mathop sum limits_{i = 1}^{n} frac{{H_{c} }}{{H_{text{mac}} }} (3)where Hc and Hmac are the monitored value and maximum admissible concentration (MAC) of the ith parameter, respectively.
The sub index (Q i ) of the parameter is calculated by Q_{i} = sumlimits_{i = 1}^{n} {frac{{{ M_{i},I_{i} } }}{{(S_{i} - I_{i} )}} times 100} (2)where, M i is the monitored value of heavy metal of ith parameter, I i is the ideal value of ith parameter, S i is the standard value of ith parameter.
The HEI is computed as Eq. 5: {text{HEI}} = mathop sum limits_{i = 1}^{n} frac{{H_{c} }}{{H_{text{mac}} }}, (5 where H c is the monitored value of the ith parameter and H mac the maximum admissible concentration of the ith parameter (Edet and Offiong 2002).
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Autonomic Manager – this is the core component of the framework responsible for collecting and analysing monitored values, detecting/predicting critical conditions, and generating corresponding adaptation actions.
Key thermal environmental data predictions and monitored values are compared, and if significant differences are identified, thermal environment predictions are modified.
The present study is a preliminary report of baseline data and monitored values of the first 136 children included in the abovementioned prospective observational FORE-SIGHTTM study.
For common sets of pollutants, the concentrations, cancer risks, and noncancer hazard indices were comparable between model-based estimates and monitored values.
Similarly, the integration of data from a variety of sources such as model predictions, satellite data, and monitored values should be explored.
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