Page 51 - AI Ready – Analysis Towards a Standardized Readiness Framework

AI Ready – Analysis Towards a Standardized Readiness Framework

Examples Potential AI impacts
Characteristics
1. Level of impact of the use case – does it affect human lives
2. Preventive interventions vs. post-facto interventions (e.g. how to prevent
accidents vs. How to save victims of accidents)
3. Decision-making and investment – e.g. who deploys the sensors? Are
there subsidies?
4. Goals and priorities – determine the timelines for deployment of different
solutions.
5. Standard offline validation tests (e.g. Field Sobriety tests)
6. Explainability of models and validation by experts in the loop.
7. Regulation and standards on Power saving for low-resource deployments
such as farm sensors.
8. Ruggedness, water/dust proof IP66 [15], IP65 [15]
9. Domain-specific Standards e.g. BAP 1000, ASC shrimp standard, Global
GAP Aquaculture standards, ISO 9001: 2015, ISO 22000: 2018
10. Regulations related to data capture e.g. drones with geo-restrictions,
height restrictions on flight)
11. tropical peatland fire weather index (FWI) system by combining the
groundwater level (GWL) with the drought code (DC) [48]
Regulations
and vision, 12. Time series, government data related to agriculture, including crop
including production, land use, water use, market prices, weather patterns, and
standards government schemes. Dissemination of best farming practices, and
resource distribution plans [67].
13. Interoperability and compatibility of cross-region data (e.g. early warning)
and generated advisories [50].
14. Regulations and penalties related to Power availability KPIs [51]
15. Regulations on ethical usage of such emerging technologies and
enabling data security interoperability and user privacy in similar plat-
forms [59]
16. Drone field of vision, height of the flight path [60] during image capture.
17. Human expert oversight and supervision is important for medical diagno-
sis [68], integrating expert feedback in AI model inferences [71]
18. International sign languages and regional sign languages [77] [2] and
accessibility standards such as machine translation systems for specific
languages [43].
19. Authorized CCTV camera usage [1], When using open-source models,
ensure that the copyright and license agreements for the models are
adhered to [1].
20. AI-based Autonomous Operations of 5G/6G networks require monitoring
and human supervision [93]

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