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Gas Station of the Future: A Perspective on AI/ML and IoT in Retail Downstream

arXiv 2504.13976 ↗First posted 17 Apr 2025cs.CY cs.AIcited by 0

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Abstract (arXiv)

The gas station of the future is poised to transform from a simple fuel dispensing center into an intelligent retail hub, driven by advancements in Artificial Intelligence (AI), Machine Learning (ML), and the Internet of Things (IoT). This paper explores how technology is reshaping the retail downstream sector while briefly addressing the upstream and midstream segments. By leveraging AI/ML for predictive analytics, dynamic pricing, personalized customer engagement, and IoT for real-time monitoring and automation, the future gas station will redefine the fuel retail experience. Additionally, this paper incorporates statistics, AI/ML core technical concepts, mathematical formulations, case studies, and a proposed framework for a fully autonomous gas station.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 1 of its 15 references that are in the map. First posted on arXiv 17 Apr 2025.

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References · 1

  1. 2019Dynamic Pricing on E-commerce Platform with Deep Reinforcement Learning: A Field Experimentcited by 6

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