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Matthew Malencia

6 accepted papers

2023

Multi-Robot Coordination and Cooperation with Task Precedence Relationships

ICRA 2023poster

We propose a new formulation for the multi-robot task planning and allocation problem that incorporates (a) precedence relationships between tasks; (b) coordination for tasks allowing multiple robots to achieve increased efficiency; and (c) cooperation through the formation of robot coalitions for t…

Cited by 14SourceScholar
2022

Adaptive Sampling of Latent Phenomena using Heterogeneous Robot Teams (ASLaP-HR)

IROS 2022poster

In this paper, we present an online adaptive planning strategy for a team of robots with heterogeneous sensors to sample from a latent spatial field using a learned model for decision making. Current robotic sampling methods seek to gather information about an observable spatial field. However, many…

Cited by 11SourcecodeScholar
2022

Graph Neural Network Guided Local Search for the Traveling Salesperson Problem

ICLR 2022poster

Solutions to the Traveling Salesperson Problem (TSP) have practical applications to processes in transportation, logistics, and automation, yet must be computed with minimal delay to satisfy the real-time nature of the underlying tasks. However, solving large TSP instances quickly without sacrificin…

2020

Reactive Temporal Logic Planning for Multiple Robots in Unknown Environments

ICRA 2020poster

This paper proposes a new reactive mission planning algorithm for multiple robots that operate in unknown environments. The robots are equipped with individual sensors that allow them to collectively learn and continuously update a map of the unknown environment. The goal of the robots is to accompl…

Cited by 46SourceScholar