JANANI, Alireza (2018). Investigation into Swarm-based Cooperative Behaviour in Execution of Open Field Agricultural Tasks. Doctoral, Sheffield Hallam University. [Thesis]
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Janani_2018_PhD_Swarm-basedCooperative.pdf - Accepted Version
Available under License Creative Commons Attribution Non-commercial No Derivatives.
Janani_2018_PhD_Swarm-basedCooperative.pdf - Accepted Version
Available under License Creative Commons Attribution Non-commercial No Derivatives.
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Abstract
Because of the significant drop in the number of farmers and increase in the earth
population, the use of autonomous farming units including unmanned tractors is becoming
more and more popular. However, relying on a single autonomous farming
unit to carry out the entire task on a large field is inefficient. Using multiple autonomous
tractors bring more efficiency, however, without cooperation this attempt
will fail (Mataric et al., 1995). This cooperation can be achieved by an appropriate
task allocation and coordination mechanism between the participating units. The
current trend in this field is to use direct forms of communication in any form of
directional or broadcasting meaningful messages among the group. The messages
assist the group to identify the state of the task, assigned workload, collision and
congestion avoidance, and etc. These forms of approaches are fast and efficient when
units are within the communicating signal range.
In this thesis, we aim to investigate the feasibility of cooperative execution of open
field farming task including spraying and ploughing while inter-team interaction
is other than direct communication methods. For every task, an algorithm is suggested
and an appropriate mathematical model is presented. Then, using ROS Stage
simulation environment, each algorithm is implemented and multiple tests are conducted.
Finally, the simulation results and the correspondent mathematical results
are compared and appropriate modifications are suggested.
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