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Multi product lines (MPLs) are an emerging area of research addressing variability management for such large-scale or ultra-large-scale systems.
The empirical development and subsequent analysis also can have managerial implications as supply chain uncertainty can be mitigated by addressing variability at the source (e.g., six sigma projects) or by building buffers hence affecting environmental management decisions.
These include (1) systems approaches to understanding and communicating landscape soil water dynamics; (2) addressing variability using patterns at various scales; (3) enhancing pedotransfer functions and developing soil inference systems and hydropedoinformatics; and (4) education of the next generation of soil scientists and hydrologists.
Scaling renewables in the next decade will require addressing variability.
Renwick proposed replacement of the traditional 10-fold uncertainty factors addressing variability (experimental animal to human extrapolation or within human variability) with default subfactors for either toxicokinetics or toxicodynamics.
The IPCS (2005) CSAF guidance resulting from this effort specifies the approach for evaluating the adequacy of the data for replacing one or more of the four subfactors addressing variability by chemical-specific or chemical-related data.
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"We know there is still more to be done to address variability in graduate earnings – which is exactly why we are reforming the system through measures such as our Teaching Excellence Framework, which will incentivise all universities to raise the quality of their teaching and focus on improving graduate outcomes".
Individual tree information, such as tree growth and mortality issues, is highly relevant for urban carbon estimates if we want to address variability within land cover/use classes.
Noise occurs naturally in this setting, but is worsened by a need to apply for instance smoothing to address variability and detect trends.
Future outlook suggests implementation of approaches to automate equipment that rely on sensors and simulations interfaced with actuators to address variability and disturbances in the process.
We describe the methodology used to develop an adaptive EHI for the Fitzroy Basin that addresses variability, complexity and scale issues associated with reporting across large areas.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com