UAV-Based Servicing of IoT Nodes: Assessment of Ecological Impact

Internet of Things (IoT) nodes get deployed for a variety of applications and often need to operate on batteries. This restricts their autonomy and/or can have a major ecological impact. The core idea of this paper is to use a unmanned aerial vehicle (UAV) to provide energy to IoT nodes, and hence prolong their autonomy. In particular, the objective is to perform a comparison of the total energy consumption resulting from UAV-based recharging or battery replacement versus full provisioning at install time or remote RF-based wireless power transfer. To that end, an energy consumption model for a small license-free UAV is derived, and expressions for system efficiencies are formulated. An exploration of design and deployment parameters is performed. Our assessment shows that UAV-based servicing of IoT nodes is by far more beneficial in terms of energy efficiency when nodes at distances further than a few meters are serviced, with the gap increasing to orders of magnitude with the distance. Our numerical results also show that battery swapping from an energy perspective outperforms recharging in the field, as the latter increases hovering time and the energy consumption related to that considerably. The ecological aspects of the proposed methods are further evaluated, e.g., considering toxic materials and e-waste.

[1]  Jarne Van Mulders,et al.  Wireless Power Transfer: Systems, Circuits, Standards, and Use Cases , 2022, Sensors.

[2]  Syed Kamran Haider,et al.  Internet of Drones: Routing Algorithms, Techniques and Challenges , 2022, Mathematics.

[3]  Liesbet Van der Perre,et al.  Aerial Energy Provisioning for Massive Energy-Constrained IoT by UAVs , 2022, ICC 2022 - IEEE International Conference on Communications.

[4]  Constantine Samaras,et al.  Drone flight data reveal energy and greenhouse gas emissions savings for small package delivery , 2021, ArXiv.

[5]  J. Sadhukhan,et al.  An In-Depth Life Cycle Assessment (LCA) of Lithium-Ion Battery for Climate Impact Mitigation Strategies , 2021, Energies.

[6]  David Bol,et al.  Assessing the embodied carbon footprint of IoT edge devices with a bottom-up life-cycle approach , 2021, Journal of Cleaner Production.

[7]  Jarne Van Mulders,et al.  The Art of Designing Remote IoT Devices—Technologies and Strategies for a Long Battery Life , 2021, Sensors.

[8]  Donald C. Sweeney,et al.  Energy consumption models for delivery drones: A comparison and assessment , 2021 .

[9]  Shuo Shi,et al.  Time Allocation in Multi-UAV Energy Harvesting Network , 2021, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering.

[10]  Louis-Martin Rousseau,et al.  Drone routing with energy function: Formulation and exact algorithm , 2020, Transportation Research Part B: Methodological.

[11]  T. Kirschstein Comparison of energy demands of drone-based and ground-based parcel delivery services , 2020, Transportation Research Part D: Transport and Environment.

[12]  Luigi Di Puglia Pugliese,et al.  Using drones for parcels delivery process , 2020, Procedia Manufacturing.

[13]  Emil Björnson,et al.  RadioWeaves for efficient connectivity: analysis and impact of constraints in actual deployments , 2019, 2019 53rd Asilomar Conference on Signals, Systems, and Computers.

[14]  Konstantin Mikhaylov,et al.  Wireless power transfer from unmanned aerial vehicle to low-power wide area network nodes: Performance and business prospects for LoRaWAN , 2019, Int. J. Distributed Sens. Networks.

[15]  Joeri Van Mierlo,et al.  Eco-Efficiency of a Lithium-Ion Battery for Electric Vehicles: Influence of Manufacturing Country and Commodity Prices on GHG Emissions and Costs , 2019, Batteries.

[16]  Miaowang Zeng,et al.  A multi‐band rectifier with modified hybrid junction for RF energy harvesting , 2018 .

[17]  O. Nerman,et al.  Physical separation, mechanical enrichment and recycling-oriented characterization of spent NiMH batteries , 2018 .

[18]  Özgür B. Akan,et al.  Energy Neutral Internet of Drones , 2018, IEEE Communications Magazine.

[19]  A. Mauger,et al.  Critical review on lithium-ion batteries: are they safe? Sustainable? , 2017, Ionics.

[20]  Raja Sengupta,et al.  A power consumption model for multi-rotor small unmanned aircraft systems , 2017, 2017 International Conference on Unmanned Aircraft Systems (ICUAS).

[21]  Sebastian Magierowski,et al.  Vehicle Routing Problems for Drone Delivery , 2016, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[22]  Y. Fong,et al.  Lithium-titanate battery (LTO): A better choice for high current equipment , 2016, 2016 International Symposium on Electrical Engineering (ISEE).

[23]  Robert H. Sturges,et al.  Optimization of a truck-drone in tandem delivery network using K-means and genetic algorithm , 2016 .

[24]  Bruno Clerckx,et al.  Waveform Design for Wireless Power Transfer , 2016, IEEE Transactions on Signal Processing.

[25]  Danny Lee,et al.  Autonomous battery swapping system for quadcopter , 2015, 2015 International Conference on Unmanned Aircraft Systems (ICUAS).

[26]  J. Ronsmans,et al.  Combining energy with power: Lithium-ion capacitors , 2015, 2015 International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles (ESARS).

[27]  P. Kurzweil Electrochemical Double-layer Capacitors , 2015 .

[28]  Ted Johansson,et al.  A Review of Watt-Level CMOS RF Power Amplifiers , 2014, IEEE Transactions on Microwave Theory and Techniques.

[29]  Eric Masanet,et al.  Single-Use Alkaline Battery Case Study: The Potential Impacts of Extended Producer Responsibility (EPR) in California on Global Greenhouse Gas (GHG) Emissions , 2012 .

[30]  Paulo Kemper Filho,et al.  Automatic Battery Replacement System for UAVs: Analysis and Design , 2012, J. Intell. Robotic Syst..

[31]  O. Breinbjerg,et al.  Resonantly coupled antennas for passive sensors , 2008, 2008 IEEE Sensors.

[32]  Carl Johan Rydh,et al.  Life Cycle Inventory of Recycling Portable Nickel-Cadmium Batteries , 2002 .

[33]  Mihai Albulet,et al.  RF power amplifiers , 2001 .