-- Machine Learning and Applications. -- Review of Traveling Salesman Problem Solution Methods. -- MAD-SGS: Multivariate Anomaly Detection with Multi-scale Self-learned Graph Structures. -- A Two-level Game-theoretic Approach for Joint Pricing and Resource Allocation in Multi-user Mobile Edge Computing. -- Expert-Guided Deep Reinforcement Learning for Flexible Job Shop Scheduling Problem. -- Eating Behavior Analysis of Cruise Ship Passengers based on K-means Clustering Algorithm. -- The Bilinear-MAC Network for Visual Reasoning. -- Artificial Intelligence Analysis of State of Charge Distribution in Lithium-ion Battery based on Ultrasonic Scanning Data. -- Artificial Intelligence Analysis of State of Charge Distribution in Lithium-ion Battery based on Ultrasonic Scanning Data. -- A Sample Reuse Strategy for Dynamic Influence Maximization Problem. -- Prediction of Rice Processing Loss Rate Based on GA-BP Neural Network. -- Research on Target Value Assessment Method based on Attention Mechanism. -- An Improved Trajectory Planning Method for Unmanned Aerial Vehicles in Complex Environments. -- UUV dynamic path planning algorithm based on A-Star and dynamic window. -- Cuckoo Search Algorithm with Balanced Learning to Solve Logistics Distribution. -- Badminton Detection using Lightweight Neural Networks for Service Fault Judgement. -- Intelligent Control and Application. -- Controllability of Windmill Networks. -- Incremental Learning with Maximum Dissimilarity Sampling Based Fault Diagnosis for Rolling Bearings. -- Application and Prospect of Knowledge Graph in Unmanned Vehicle Field. -- Historical Location Information based Improved Sparrow Search Algorithm for Microgrid Optimal Dispatching. -- Optimization of Large-Scale Distribution Center Location Selection in Fresh Produce Transportation. -- Optimization of Large-Scale Distribution Center Location Selection in Fresh Produce Transportation. -- Application of Multi-fidelity Surrogate Models to the Noisy Optimization Problems of Carbon Fiber Polymerization Process Parameters. -- Multi-strategy Improved Kepler Optimization Algorithm. -- A Method of Pathing for Underwater Glider Cluster Based on Optimization Algorithm. -- UUV Fault Diagnosis Model based on Support Vector Machine. -- Research on Airborne Radar Multi-target Continuous Tracking Algorithm on Sea Surface based on Deep Kalman Filter. -- Application-Aware Fine-Grained QoS Framework for 5G and Beyond. -- Research on UUV Rudder Angle Control Method based on Sliding Mode Control. -- Research on Distributed Control Technology of Ship pod Propeller Turning Small Angle. -- Distributed Intelligence Analysis Architecture for 6G Core Network. -- Research on Local Collision Avoidance Algorithm for Unmanned Ship Based on Behavioral Constraints. -- Research on Dynamic Path Planning Algorithm for Unmanned Underwater Vehicles based on Multi-step Mechanism DDQN. -- Dynamic Analysis of Immersion Pump Rotors Considering Fluid Effects. -- Research on USV Heading Control Algorithm Based on Model Predictive Control.

The two-volume set CCIS 2061 and 2062 constitutes the refereed post-conference proceedings of the 18th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2023, held in Changsha, China, during December 15-17, 2023. The 64 revised full papers presented in these proceedings were carefully reviewed and selected from 168 submissions. The papers are organized in the following topical sections: Volume I: Evolutionary Computation and Swarm Intelligence; and Membrane Computing and DNA Computing Volume II: Machine Learning and Applications; and Intelligent Control and Application.