The paper calls for life cycle assessment to capture embodied hardware costs and full pipeline operational costs in AI development and deployment.
Emerging approaches, challenges and opportunities in life cycle assessment
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A literature review compiles global LCOE data for off-grid renewable systems, finding values from 0.03 to over 1 $/kWh with average 100% renewable costs declining 9% yearly from 2016 to 2021.
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Evaluation of ML Resource Utilization Requires Model Life Cycle Assessment
The paper calls for life cycle assessment to capture embodied hardware costs and full pipeline operational costs in AI development and deployment.
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Global LCOEs of decentralized off-grid renewable energy systems
A literature review compiles global LCOE data for off-grid renewable systems, finding values from 0.03 to over 1 $/kWh with average 100% renewable costs declining 9% yearly from 2016 to 2021.