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Internet Things"],"published-print":{"date-parts":[[2020,11,30]]},"abstract":"<jats:p>Sensing systems for long-term monitoring constitute an important part of the emerging Internet of Things. In this domain, energy harvesting and infrastructure-less communication enable truly autonomous and maintenance-free operation of sensor nodes gathering long-term environmental data. Due to the infrastructure-less nature of the communication, receivers are not always available. The variable energy provided by the environment and the receiver\u2019s mobility lead to non-deterministic node availability. In this work, we study infrastructure-less data transmission schemes to optimize communication when both senders and receivers exhibit intermittent behavior. We rely on the notion of data utility, describing the importance of sensed data to the receiver, to determine an optimal communication scheme. Deriving the communication policy that maximizes the utility of the received data is shown to be a convex optimization problem. The resulting scheme is implemented and validated on a batteryless Bluetooth Low Energy sensor node that communicates to commodity smartphones. Our evaluation demonstrates that the model accurately captures the application scenario with a maximum root-mean-square error of less than 0.016 in data reception probability. The communication scheme\u2019s adaptiveness to variable harvesting conditions is experimentally demonstrated under varying harvesting conditions and is shown to significantly increase the data utility.<\/jats:p>","DOI":"10.1145\/3395928","type":"journal-article","created":{"date-parts":[[2020,6,21]],"date-time":"2020-06-21T22:44:48Z","timestamp":1592779488000},"page":"1-26","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":16,"title":["Harvesting-Aware Optimal Communication Scheme for Infrastructure-Less Sensing"],"prefix":"10.1145","volume":"1","author":[{"given":"Lukas","family":"Sigrist","sequence":"first","affiliation":[{"name":"ETH Zurich, Gloriastrasse, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rehan","family":"Ahmed","sequence":"additional","affiliation":[{"name":"Information Technology University, Lahore, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andres","family":"Gomez","sequence":"additional","affiliation":[{"name":"ETH Zurich, Gloriastrasse, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lothar","family":"Thiele","sequence":"additional","affiliation":[{"name":"ETH Zurich, Gloriastrasse, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2020,6,21]]},"reference":[{"key":"e_1_2_1_1_1","first-page":"4","article-title":"Optimal power management with guaranteed minimum energy utilization for solar energy harvesting systems","volume":"18","author":"Ahmed Rehan","year":"2019","unstructured":"Rehan Ahmed , Bernhard Buchli , Stefan Draskovic , Lukas Sigrist , Pratyush Kumar , and Lothar Thiele . 2019 . 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