DIMPL: a distributed in-memory drone flight path builder system
| dc.contributor.author | Shukla, Manu | en |
| dc.contributor.author | Chen, Zhiqian | en |
| dc.contributor.author | Lu, Chang-Tien | en |
| dc.contributor.department | Computer Science | en |
| dc.date.accessioned | 2018-07-16T12:52:58Z | en |
| dc.date.available | 2018-07-16T12:52:58Z | en |
| dc.date.issued | 2018-07-12 | en |
| dc.date.updated | 2018-07-15T03:27:50Z | en |
| dc.description.abstract | Drones are increasingly being used to perform risky and labor intensive aerial tasks cheaply and safely. To ensure operating costs are low and flights autonomous, their flight plans must be pre-built. In existing techniques drone flight paths are not automatically pre-calculated based on drone capabilities and terrain information. Instead, they focus on adaptive shortest paths, manually determined paths, navigation through camera, images and/or GPS for guidance and genetic or geometric algorithms to guide the drone during flight, all of which makes flight navigation complex and risky. In this paper we present details of an automated flight plan builder DIMPL that pre-builds flight plans for drones tasked with surveying a large area to take photographs of electric poles to identify ones with hazardous vegetation overgrowth. The flight plans are built for subregions allowing the drones to navigate autonomously. DIMPL employs a distributed in-memory paradigm to process subregions in parallel and build flight paths in a highly efficient manner. Experiments performed with network and elevation datasets validated the efficiency of DIMPL in building optimal flight plans for a fleet of different types of drones and demonstrated the tremendous performance improvements possible using the distributed in-memory paradigm. | en |
| dc.description.version | Published version | en |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.citation | Journal of Big Data. 2018 Jul 12;5(1):24 | en |
| dc.identifier.doi | https://doi.org/10.1186/s40537-018-0134-7 | en |
| dc.identifier.uri | http://hdl.handle.net/10919/83963 | en |
| dc.language.iso | en | en |
| dc.rights | Creative Commons Attribution 4.0 International | en |
| dc.rights.holder | The Author(s) | en |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | en |
| dc.title | DIMPL: a distributed in-memory drone flight path builder system | en |
| dc.title.serial | Journal of Big Data | en |
| dc.type | Article - Refereed | en |
| dc.type.dcmitype | Text | en |