Procurement coalitions = natural insurance against demand uncertainty. They absorb risk and stabilize costs. 🌟 Follow us on LinkedIn! 🌟 Check the updates from the website: www.cleverproject.eu 🌟 You can read the post on our website: https://lnkd.in/d4MB_HhM 🌟 Full paper…
Beyond theory: Hoeffding’s inequality shows why demand aggregators (coalitions) inevitably emerge under backwardation. 🌟 Follow us on LinkedIn!  🌟 Check the updates from the website: www.cleverproject.eu  🌟 You can read the post on our website:  🌟 Full paper in:…
Proud to share our latest publication on synthetic tabular data generation and its impact on energy-efficient Digital Twins for Industry 4.0. In many industrial settings, real data is sensitive, incomplete, or hard to share—especially when it includes energy consumption, machine…
We derive an analytical procurement strategy minimizing expected costs for perishable commodities. 🌟 Follow us on LinkedIn! 🌟 Check the updates from the website: www.cleverproject.eu 🌟 You can read the post on our website: https://lnkd.in/d4MB_HhM 🌟 Full paper in: https://zenodo.org/records/15124064
Backwardation = futures < expected spot price. Our model shows how firms can optimally procure commodities under this market state. 🌟 Follow us on LinkedIn! 🌟 Check the updates from the website: www.cleverproject.eu 🌟 You can read the post…
Our analysis proves that under backwardation, demand aggregation is not optional—it is inevitable. Using Hoeffding’s inequality, we show how coalitions absorb demand uncertainty, securing markets for perishable goods and resources. 🌟 Follow us on LinkedIn! 🌟 Check the updates…
In supply-chain optimization, normal backwardation (futures < expected spot price) creates opportunities. We derive the optimal procurement strategy under uncertainty and show why forming demand aggregators (procurement coalitions) minimizes risk and cost. 🌟 Follow us on LinkedIn! 🌟 Check the…
Edge micro data centers (EMDCs) = key enablers of scalable smart city AI. They combine low-latency processing + drift adaptation. 🌟 Follow us on LinkedIn! 🌟 Check the updates from the website: www.cleverproject.eu 🌟 You can read the post…
Future smart environments = hybrid continuum where workloads move seamlessly across devices, edge, and cloud. 🌟 Follow us on LinkedIn! 🌟 Check the updates from the website: www.cleverproject.eu 🌟 You can read the post on our website: https://lnkd.in/d4MB_HhM 🌟 Full…
Use case: University of Oulu Smart Campus. Environmental sensors tested automated concept drift handling at the edge. 🌟 Follow us on LinkedIn! 🌟 Check the updates from the website: www.cleverproject.eu 🌟 You can read the post on our website:…
