This book constitutes the refereed proceedings of the 17th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2022, held in Wuhan, China, during December 16–18, 2022.
The 56 full papers included in this book were carefully reviewed and selected from 148 submissions. They were organized in topical sections as follows: evolutionary computation and swarm intelligence; machine learning and deep learning; intelligent control and simulation and molecular computing and nanotechnology.
Evolutionary Computation & Swarm Intelligence.- Surrogate
Model-Assisted Evolutionary Algorithms for Parameter Identification of
Electrochemical Model of Lithium-Ion Battery: A Comparison Study.- Research
on Multi-modal Multi-Objective Path Planning by Improved Ant Colony
Algorithm.- Local Path Planning Algorithm Designed for Unmanned Surface
Vessel Based on Improved Genetic Algorithm.- A Multi-Objective Particle Swarm
Algorithm Based on a Preference Strategy.- An Improved Harris Hawk
Optimization Algorithm Based on Spiral Search and Neighborhood
Perturbation.- S-Plane Controller Parameter Tuning Based on IAFSA for UUV.- A
Reinforcement-Learning-Driven Bees Algorithm for Large-Scale Earth
Observation Satellite Scheduling.- Optimal Formation of UUV Groups Based on
Shape Theory and Improved Ant Colony Algorithm Under Communication
Delay.- Global Path Planning for Unmanned Ships Based on Improved Particle
Swarm Algorithm.- A Self-Adaptive Single-objective Multitasking Optimization
Algorithm.- Improved Whale Optimization Algorithm by Multi-mechanism
Fusion.- Multi-stage Objective Function Optimized Hand-Eye Self-calibration
of Robot in Autonomous Environment.- An Improved Chaos-based Particle Swarm
Optimization Algorithm.- Task Location Distribution based Genetic Algorithm
for UAV Mobile Crowd Sensing.- The Utilities of Evolutionary Multiobjective
Optimization for Neural Architecture Search An Empirical
Perspective.- Research on Unmanned Ship Collision Avoidance Algorithm based
on Improved Particle Swarm Pptimization Algorithm.- Solving Constrained
Multi-objective Optimization Problems with Passive Archiving Mechanism.- A
Comparison of Large-scale MOEAs with Informed Initialization for Voltage
Transformer Ratio Error Estimation.- Enabling Surrogate-assisted Evolutionary
Reinforcement Learning via Policy Embedding.- An Improved MPCA Algorithm with
Weight Matrix Based on Many-objective Optimization.- Machine Learning & Deep
Learning.- Research on Helmet Wearing Detection Based on Improved YOLOv4
Algorithm.- Research on Target Detection Algorithm of Unmanned Surface
Vehicle Based on Deep Learning.- A Review On Bio-inspired Fluid Mechanics Via
Deep Reinforcement Learning.- Memristor-Based Neural Network Circuit of
Operant Conditioning with Overshadowing.- Continual Learning with a Memory of
Non-similar Samples.- Research on Soil Moisture Prediction Based on
LSTM-Transformer Model.- Graph Contrastive Learning with Intrinsic
Augmentations.- Research on Global Collision Avoidance Algorithm for Unmanned
Ship Based on Improved Artificial Potential Field Algorithm.- OCET:
One-dimensional Convolution Embedding Transformer for Stock Trend
Prediction.- A Rapid, Precise Spiking Neural Network Approach for Image
Recognition.- Research on Improved Image Dehazing Algorithm Based on Dark
Channel Prior.- Reinforcement Learning Based Vertical Scaling for Hybrid
Deployment in Cloud Computing.- Swing-up and Balance Control of Cart-pole
Based on Reinforcement Learning DDPG.- Yolov5 Outdoor Dynamic Object
Detection Based on Multi-scale Feature Fusion.- Intelligent Control &
Simulation.- Multi-UUV Formation Cooperative Full-area Coverage Search
Method.- Multi-scale Simulations of Flow in the Upper Open Area of a Luxury
Cruise Ship.- Research on Course Control Algorithm of Unmanned Craft based on
Model Predictive Control.- Multi-UUV Underwater Target Cooperative Detection
Task Planning and Assignment.- Multi-UUV Cooperative Navigation and
Positioning Algorithm under Communication Delay.- The Research of the
Consistency Control under The Condition of Time-lag of Isomerism AUV Group
Communication.- Non-uniform Deformation Behavior of Magneto-sensitive
Elastomer Containing Uniform Sphere Particles with V Arrangement.- Study on
the Influence of Exit Width Change on Heterogeneous Passengers Evacuation
based on the Social Force Model.- A Review of Longitudinal Vibration and
Vibration Reduction Technology of Propulsion Shafting.- Design and Simulation
of Heading Controller for Unmanned Boat Based on Fuzzy Neural PID.- Flexible
Formation Control of Multiple Unmanned Vehicles based on Artificial Potential
Field Method.- Local Path Planning Combined with the Motion State of Dynamic
Obstacles.- Simulation of Airflow Characteristics of a Seabird Following a
Ship Based on Steady States.- Numerical Simulation of Bionic Undulating Fin
Surface Drag Reduction Structure.- Molecular Computing &
Nanotechnology.- Integrated Design and Absorbing Performance Analysis for
Periodic Wave Absorbing and Bearing Structures.- Diffusion Optimization
Algorithm Based on Membrane Calculation.- Tuning Geometric Conformations of
Curved DNA Structures by Controlling Positions of Nicks.- A Sensitive
Nanothermometer Based on DNA Triplex Structure.- Microwave Absorption
Properties of Double-layer Absorbing Material Based on Carbonyl Iron
and Graphene Composites.- Reconfigurable Nanobook Structure Driven by
Polymerase-triggered DNA Strand Displacement.- An Analysis for Thermal
Conductivity of Graphene/polymer Nanocomposites.- Simulation of Aflatoxin B1
Detection Model Based on Hybridization Chain Reaction.