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Dvoretskii S, Gong Z, Gupta A, Parent J, Alicea B. Braitenberg Vehicles as Developmental Neurosimulation. ARTIFICIAL LIFE 2022; 28:369-395. [PMID: 35881679 DOI: 10.1162/artl_a_00384] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Connecting brain and behavior is a longstanding issue in the areas of behavioral science, artificial intelligence, and neurobiology. As is standard among models of artificial and biological neural networks, an analogue of the fully mature brain is presented as a blank slate. However, this does not consider the realities of biological development and developmental learning. Our purpose is to model the development of an artificial organism that exhibits complex behaviors. We introduce three alternate approaches to demonstrate how developmental embodied agents can be implemented. The resulting developmental Braitenberg vehicles (dBVs) will generate behaviors ranging from stimulus responses to group behavior that resembles collective motion. We will situate this work in the domain of artificial brain networks along with broader themes such as embodied cognition, feedback, and emergence. Our perspective is exemplified by three software instantiations that demonstrate how a BV-genetic algorithm hybrid model, a multisensory Hebbian learning model, and multi-agent approaches can be used to approach BV development. We introduce use cases such as optimized spatial cognition (vehicle-genetic algorithm hybrid model), hinges connecting behavioral and neural models (multisensory Hebbian learning model), and cumulative classification (multi-agent approaches). In conclusion, we consider future applications of the developmental neurosimulation approach.
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Affiliation(s)
| | | | | | | | - Bradly Alicea
- Orthogonal Research and Education Laboratory
- OpenWorm Foundation.
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Calvo Martín M, Eeckhout M, Deneubourg JL, Nicolis SC. Consensus driven by a minority in heterogenous groups of the cockroach Periplaneta american a. iScience 2021; 24:102723. [PMID: 34258556 PMCID: PMC8254023 DOI: 10.1016/j.isci.2021.102723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 03/02/2021] [Accepted: 06/11/2021] [Indexed: 10/27/2022] Open
Abstract
Many social species are able to perform collective decisions and reach consensus. However, how the interplay between social interactions, the diversity of preferences among the group members and the group size affects these dynamics is usually overlooked. The collective choice between odourous and odorless shelters is tested for the following three groups of social cockroaches (Periplaneta americana) which are solitary foragers: naive (individuals preferring the odorous shelter), conditioned (individuals without preference), and mixed (combining, unevenly, conditioned, and naive individuals). The robustness of the consensus is not affected by the naive individuals' proportion, but the rate and the frequency of selection of the odorous shelter are correlated to this proportion. In mixed groups, the naive individuals act as influencers. Simulations based on the mechanisms highlighted in our experiments predict that the consensus emerges only for intermediate group sizes. The universality of these mechanisms suggests that such phenomena are widely present in social systems.
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Affiliation(s)
- Mariano Calvo Martín
- Center for Nonlinear Phenomena and Complex Systems (Cenoli), Université libre de Bruxelles, Campus Plaine, Boulevard du Triomphe 155, 1050 Brussels, Belgium
- Evolutionary Biology and Ecology, Department de Biologie des Organismes, Université libre de Bruxelles, Campus Solbosch, Avenue Franklin Roosevelt 50, 1050 Brussels, Belgium
| | - Max Eeckhout
- Center for Nonlinear Phenomena and Complex Systems (Cenoli), Université libre de Bruxelles, Campus Plaine, Boulevard du Triomphe 155, 1050 Brussels, Belgium
- Evolutionary Biology and Ecology, Department de Biologie des Organismes, Université libre de Bruxelles, Campus Solbosch, Avenue Franklin Roosevelt 50, 1050 Brussels, Belgium
| | - Jean-Louis Deneubourg
- Center for Nonlinear Phenomena and Complex Systems (Cenoli), Université libre de Bruxelles, Campus Plaine, Boulevard du Triomphe 155, 1050 Brussels, Belgium
| | - Stamatios C Nicolis
- Center for Nonlinear Phenomena and Complex Systems (Cenoli), Université libre de Bruxelles, Campus Plaine, Boulevard du Triomphe 155, 1050 Brussels, Belgium
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Decision-Making Processes Underlying Pedestrian Behaviors at Signalized Crossings: Part 2. Do Pedestrians Show Cultural Herding Behavior? SAFETY 2019. [DOI: 10.3390/safety5040082] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Followership is generally defined as a strategy that evolved to solve social coordination problems, and particularly those involved in group movement. Followership behavior is particularly interesting in the context of road-crossing behavior because it involves other principles such as risk-taking and evaluating the value of social information. This study sought to identify the cognitive mechanisms underlying decision-making by pedestrians who follow another person across the road at the green or at the red light in two different countries (France and Japan). We used agent-based modelling to simulate the road-crossing behaviors of pedestrians. This study showed that modelling is a reliable means to test different hypotheses and find the processes underlying decision-making when crossing the road. We found that two processes suffice to simulate pedestrian behaviors: personal motivation and imitation. Importantly, the study revealed differences between the two nationalities and between sexes in the decision to follow and cross at the green and at the red light. Japanese pedestrians showed a greater mimetic behavior at the red light but the process takes into account both the number of crossing and waiting pedestrians, contrary to French citizens. Finally, the simulations are revealed to be similar to observations, not only for the departure latencies but also for the number of crossing pedestrians and the rates of illegal crossings. The conclusion suggests new solutions for safety in transportation research.
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Decision-Making Processes Underlying Pedestrian Behaviors at Signalized Crossing: Part 1. The First to Step off the Kerb. SAFETY 2019. [DOI: 10.3390/safety5040079] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Pedestrians are ideal subjects for the study of decision-making, due to the inter-individual variation in risk taking. Many studies have attempted to understand which environmental factors influence the number of times pedestrians broke the rules at road-crossings, very few focused on the decision-making process of pedestrians according to the different conditions of these variables, that is to say their perception and interpretation of the information they receive. We used survival analyses and modeling to highlight the decision-making process of pedestrians crossing the road at signalized crossings in France and in Japan. For the first pedestrians to step off the kerb, we showed that the probability to cross the road follows three different processes: one at the red signal, one just before the pedestrian signal turns green, and one after the signal has turned green. Globally, the decision of the first pedestrian to cross, whether he or she does so at the green or at the red signal, is influenced by their country of residence. We identify the use of cognitive processes such as risk sensitivity and temporal discounting, and propose new concepts based on the results of this study to decrease the incidence of rule-breaking by pedestrians.
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Despland E, Gervais D, Morcos L. Double allomimesis of advancing and retreating individuals maintains cohesion in exploring groups of nomadic caterpillars. Behav Ecol Sociobiol 2017. [DOI: 10.1007/s00265-017-2285-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Westermann FL, Bell VA, Suckling DM, Lester PJ. The Long-Term Effects of Reduced Competitive Ability on Foraging Success of an Invasive Pest Species. JOURNAL OF ECONOMIC ENTOMOLOGY 2016; 109:1628-1635. [PMID: 27329630 DOI: 10.1093/jee/tow131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2016] [Accepted: 05/22/2016] [Indexed: 06/06/2023]
Abstract
Ant species like Pheidole megacephala (F.), Solenopsis invicta (Buren), and the Argentine ant, Linepithema humile (Mayr), have repeatedly been reported to be strongly associated with honeydew-producing arthropods like aphids, scale insects, and mealybugs, effectively protecting them from biological control agents like parasitoids. Here we report the results of a successful trial using pheromone dispensers to suppress Argentine ant activity over large sections in a commercial vineyard over a period of two months and preventing ant access into and foraging within the vine canopy. We found Argentine ant activity to be significantly reduced in pheromone-treated plots for the duration of the trial period compared with control plots. Our results showed a significant reduction in the numbers of Argentine ant workers recruited to randomly placed food resources within treated plots compared with untreated plots. Furthermore, spatial distribution of Argentine ants alongside transects in untreated plots remained relatively continuous, while increasing sharply beyond the borders of treated plots. Lastly, we measured the body fat content of workers and found a significant reduction in fat among workers from treated plots compared with untreated plots, suggesting an adverse effects on nest fitness. Additionally, we provide an initial assessment of the feasibility of the presented approach. Our results showed that it is possible to control Argentine ant, preventing them access to and foraging within the vine canopy, thereby reducing Argentine ants' access to honeydew.
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Affiliation(s)
| | - Vaughn Antony Bell
- The New Zealand Institute for Plant & Food Research Limited, Hawke's Bay, New Zealand , and
| | | | - Philip John Lester
- School of Biological Sciences, Victoria University of Wellington, Wellington, New Zealand (; )
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Justh EW, Krishnaprasad PS. Optimality, reduction and collective motion. Proc Math Phys Eng Sci 2015; 471:20140606. [PMID: 27547087 DOI: 10.1098/rspa.2014.0606] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The planar self-steering particle model of agents in a collective gives rise to dynamics on the N-fold direct product of SE(2), the rigid motion group in the plane. Assuming a connected, undirected graph of interaction between agents, we pose a family of symmetric optimal control problems with a coupling parameter capturing the strength of interactions. The Hamiltonian system associated with the necessary conditions for optimality is reducible to a Lie-Poisson dynamical system possessing interesting structure. In particular, the strong coupling limit reveals additional (hidden) symmetry, beyond the manifest one used in reduction: this enables explicit integration of the dynamics, and demonstrates the presence of a 'master clock' that governs all agents to steer identically. For finite coupling strength, we show that special solutions exist with steering controls proportional across the collective. These results suggest that optimality principles may provide a framework for understanding imitative behaviours observed in certain animal aggregations.
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Affiliation(s)
- Eric W Justh
- Naval Research Laboratory , Washington DC 20375, USA
| | - P S Krishnaprasad
- Institute for Systems Research, University of Maryland, College Park, MD 20742, USA; Department of Electrical and Computer Engineering, University of Maryland, College Park, MD 20742, USA
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Udiani O, Pinter-Wollman N, Kang Y. Identifying robustness in the regulation of collective foraging of ant colonies using an interaction-based model with backward bifurcation. J Theor Biol 2015; 367:61-75. [DOI: 10.1016/j.jtbi.2014.11.026] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2014] [Revised: 11/10/2014] [Accepted: 11/20/2014] [Indexed: 11/26/2022]
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Rands SA, Muir H, Terry NL. Red deer synchronise their activity with close neighbours. PeerJ 2014; 2:e344. [PMID: 24765578 PMCID: PMC3994637 DOI: 10.7717/peerj.344] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Accepted: 03/25/2014] [Indexed: 11/20/2022] Open
Abstract
Models of collective animal behaviour frequently make assumptions about the effects of neighbours on the behaviour of focal individuals, but these assumptions are rarely tested. One such set of assumptions is that the switch between active and inactive behaviour seen in herding animals is influenced by the activity of close neighbours, where neighbouring animals show a higher degree of behavioural synchrony than would be expected by chance. We tested this assumption by observing the simultaneous behaviour of paired individuals within a herd of red deer Cervus elaphus. Focal individuals were more synchronised with their two closest neighbours than with the third closest or randomly selected individuals from the herd. Our results suggest that the behaviour of individual deer is influenced by immediate neighbours. Even if we assume that there are no social relationships between individuals, this suggests that the assumptions made in models about the influence of neighbours may be appropriate.
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Affiliation(s)
- Sean A Rands
- School of Biological Sciences, University of Bristol, Bristol, UK
| | - Hayley Muir
- School of Biological Sciences, University of Bristol, Bristol, UK
| | - Naomi L Terry
- School of Biological Sciences, University of Bristol, Bristol, UK
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Flanagan TP, Pinter-Wollman NM, Moses ME, Gordon DM. Fast and flexible: argentine ants recruit from nearby trails. PLoS One 2013; 8:e70888. [PMID: 23967129 PMCID: PMC3743883 DOI: 10.1371/journal.pone.0070888] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Accepted: 06/24/2013] [Indexed: 11/23/2022] Open
Abstract
Argentine ants (Linepithema humile) live in groups of nests connected by trails to each other and to stable food sources. In a field study, we investigated whether some ants recruit directly from established, persistent trails to food sources, thus accelerating food collection. Our results indicate that Argentine ants recruit nestmates to food directly from persistent trails, and that the exponential increase in the arrival rate of ants at baits is faster than would be possible if recruited ants traveled from distant nests. Once ants find a new food source, they walk back and forth between the bait and sometimes share food by trophallaxis with nestmates on the trail. Recruiting ants from nearby persistent trails creates a dynamic circuit, like those found in other distributed systems, which facilitates a quick response to changes in available resources.
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Affiliation(s)
- Tatiana P Flanagan
- Department of Biology, University of New Mexico, Albuquerque, New Mexico, United States of America.
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