# Foundations for Energy-Aware Zero-Energy Devices: From Energy Sensing to Adaptive Protocols

arXiv: https://arxiv.org/abs/2507.22740 · HTML: https://mlsanity.com/paper/2507.22740/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 30 Jul 2025.

## Built on by (most cited first, 1 of 1)

- [Managing Task Execution for Unknown Workloads in Batteryless IoT: A Hardware-Agnostic Evaluation](https://mlsanity.com/paper/2606.24340/) (2026)

## Abstract (arXiv)

Zero-energy devices (ZEDs) are key enablers of sustainable Internet of Things networks by operating solely on harvested ambient energy. Their limited and dynamic energy budget calls for protocols that are energy-aware and intelligently adaptive. However, designing effective energy-aware protocols for ZEDs requires theoretical models that realistically reflect device constraints. Indeed, existing approaches often oversimplify key aspects such as energy information (EI) acquisition, task-level variability, and energy storage dynamics, limiting their practical relevance and transferability. This article addresses this gap by offering a structured overview of the key modeling components, trade-offs, and limitations involved in energy-aware ZED protocol design. For this, we dissect EI acquisition methods and costs, characterize core operational tasks, analyze energy usage models and storage constraints, and review representative protocol strategies. Moreover, we offer design insights and guidelines on how ZED operation protocols can leverage EI, often illustrated through selected in-house examples. Finally, we outline key research directions to inspire more efficient and scalable protocol solutions for future ZEDs.