TY - GEN
T1 - Bio-inspired decision-making and control
T2 - 2017 American Control Conference, ACC 2017
AU - Srivastava, Vaibhav
AU - Leonard, Naomi Ehrich
N1 - Publisher Copyright:
© 2017 American Automatic Control Council (AACC).
PY - 2017/6/29
Y1 - 2017/6/29
N2 - We present nonlinear deterministic models and linear stochastic models of decision-making between alternatives that connect biological groups as diverse as honeybees and neurons. Using these models we explain how biological groups, with decentralized control and limited sensing and communication, select the highest quality alternative, flip a coin for nearly equal alternatives, optimally balance speed and accuracy, maintain robustness in the face of uncertainty, and leverage heterogeneity. Motivated by these remarkable behaviors, we present a generalizable agent-based model for the design and control of network dynamics with the advantageous features observed in the biological groups.
AB - We present nonlinear deterministic models and linear stochastic models of decision-making between alternatives that connect biological groups as diverse as honeybees and neurons. Using these models we explain how biological groups, with decentralized control and limited sensing and communication, select the highest quality alternative, flip a coin for nearly equal alternatives, optimally balance speed and accuracy, maintain robustness in the face of uncertainty, and leverage heterogeneity. Motivated by these remarkable behaviors, we present a generalizable agent-based model for the design and control of network dynamics with the advantageous features observed in the biological groups.
UR - http://www.scopus.com/inward/record.url?scp=85026998160&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85026998160&partnerID=8YFLogxK
U2 - 10.23919/ACC.2017.7963250
DO - 10.23919/ACC.2017.7963250
M3 - Conference contribution
AN - SCOPUS:85026998160
T3 - Proceedings of the American Control Conference
SP - 2026
EP - 2039
BT - 2017 American Control Conference, ACC 2017
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 24 May 2017 through 26 May 2017
ER -