AI ee Kediska Wanaajinta Silsiladda Supply

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Waa maxay yoolka ugu weyn ee saadaasha baahida ay AI ay wado ee silsiladaha saadka?
   • Si loo saadaaliyo inta badeecad kasta iibin doonto, meesha, iyo goorta
   • Si loo naqshadeeyo baakadaha alaabta cusub
   • Si aad u qorto koobiga suuq-geynta ee xayaysiisyada
   • Si loo beddelo dhammaan shaqaalaha bakhaarka
2. Dhibaato noocee ah ayaa habayn iyo go'aannada alaabada sida caadiga ah loo qaabeeyey?
   • Dhibaatooyinka kala soocida sawirka
   • Dhibaatooyinka kobcinta xisaabta (tusaale, barnaamijyada isku-dhafan)
   • Dhibaatooyinka aqoonsiga hadalka
   • Dhibaatooyin male-awaal aan toos ahayn
3. What type of demand output does the cited Zalando replenishment study integrate into inventory optimization?
   • A guaranteed exact unit count for every future day
   • An unqualified social-media popularity score
   • Probabilistic forecasts that represent uncertainty in future demand
   • A fixed rule that ignores the forecast distribution
4. What does a digital twin represent in a supply-network scenario?
   • A guarantee that every sensor is live and synchronized at all times
   • A second physical warehouse that automatically executes every decision
   • A model that proves a disruption cannot occur
   • A virtual representation of a physical system that can be linked with data for modeling or simulation
5. What can make an AI-enabled supply chain more resilient during a disruption?
   • Visibility, scenario planning, and the ability to adjust decisions as conditions change
   • A guarantee that demand will never change
   • Removing all human operators
   • Using only historical averages
6. How should observed supply-chain outcomes be used in a forecast feedback loop?
   • Assume every new observation automatically improves the model
   • Evaluate forecast errors and consider validated updates using appropriate outcome data
   • Retrain continuously without checking data quality or performance
   • Treat each forecast as a confirmed future outcome
7. Which replenishment policy did the cited e-commerce study extend?
   • A proportional-derivative controller for motor speed
   • A shortest-path algorithm for vehicle routing
   • The (R, s, Q) policy, adding variables for initial replenishment and a policy horizon
   • A fixed moving-average demand forecast
8. Why combine forecasts with an optimization model?
   • They are identical tasks
   • Optimization removes all uncertainty
   • Forecasting automatically places orders
   • A forecast estimates future conditions, while optimization chooses actions under constraints