The Greatest Guide To AI for sustainability
The Greatest Guide To AI for sustainability
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with each other, these extracted subjects illuminate the multifaceted evolution of Green and Sustainable AI research, reflecting the sphere’s rising complexity along with the various avenues of inquiry driving progress in sustainable technological innovation.
The distance among information points over the plot confirms the distinctness of the subject areas [78]. determine 3 in Appendix demonstrates the inter-subject distance map, confirming the distinctness with the subject areas.
even so, a lot more insightful details for many stakeholders plus more tips of actionable recommendations is often of enable to them in promoting sustainable AI, which consequently can be vital for attempts in Discovering and directing AI for sustainability. influenced by this, we intend to systematically discover the pertinent literature associated with Green and Sustainable AI investigate through the use of an integrated framework for thematic and subject modeling Examination. earlier explorations that emphasize the value of constituent methods are briefly mentioned upcoming.
For our thematic cluster Assessment, we used VOSviewer, a computer software application designed for setting up and visualizing bibliographic networks [eighty five]. the inspiration of our thematic cluster Examination rests around the authors’ specified search phrases. Each node within the Examination signifies a distinct author-specified key word. The lines connecting nodes indicate the frequency of co-incidence of keywords. In contrast, the color of the node frequently indicates the cluster or group to which a search phrase belongs, with Each and every shade symbolizing another thematic cluster or list of closely similar subjects [27, 59].
And because their dimension offers them usage of substantial info sets—a vital achievement element for deploying AI—huge firms are within an Particularly robust place to benefit from its power.
new generative AI applications could even more aggravate environmental troubles since they typically require significant computational resources to teach huge styles, resulting in increased energy intake and carbon emissions [31].
Cost administration BCG’s Price gain method resets expenditures within a framework that is custom-made, specific, and complete.
AI has numerous programs that may boost effectiveness, improve business enterprise operations, and provide video game-switching breakthroughs to sustainability bottlenecks. AI may help to expedite The combination of renewables onto electric powered grids, develop Strength storage solutions, lessen food waste, foster the creation of substantial carbon-absorbing materials, and allow accurate climate forecasting weeks or maybe months beforehand of existing capabilities.
Thematic clustering Assessment carried out in this analyze suggests that contemporary Green and Sustainable AI analysis is centered on a few precise clusters. determine 2 illustrates the co-event network displaying the three clusters.
RQ3: How can the insights derived from foundational thematic clusters and rising subjects guideline the event of guidelines and methods for advancing sustainable AI practices?
there are numerous strategies to evaluate or describe human impacts in the world. They contain the ecological footprint, ecological debt, carrying capacity, and sustainable produce. the concept of planetary boundaries is that there are limitations on the carrying potential from the Earth. It is click here important to not cross these thresholds to stop irreversible harm to the Earth.[14][eighty four] These planetary boundaries involve quite a few environmental troubles.
Moreover, as this analyze takes advantage of citations to the publications connected with discovered thematic clusters and subject areas for a proxy for effect, this research is vulnerable to many of the feasible restrictions of citation analysis these kinds of as is possible citation biases like affirmative citation bias that brings about proliferation of misconceptions as well among the effectively-acquired Strategies and subjugation of criticisms or non-affirmative exploration [43], practices for instance deficiency of attribution or palimpsestic syndrome [forty nine] misattributions of citations or obliteration by incorporation [forty six, fifty]. These restrictions emphasize the value of looking at this study as a snapshot in time inside a swiftly evolving landscape of AI investigate (further file 1).
alongside one another, thematic and BERTopic modeling analyses offer you a strong framework for synthesizing and interpreting the extensive and varied entire body of literature on Green and Sustainable AI, eventually contributing to advancing awareness and creating sustainable AI solutions.
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