MicroAlgo Inc. Develops a Blockchain Storage Optimization Solution Based on the Archimedes Optimization Algorithm (AOA)

Core Viewpoint - MicroAlgo Inc. has developed a blockchain storage optimization solution utilizing the Archimedes Optimization Algorithm (AOA) to enhance efficiency in blockchain storage systems, addressing key challenges in large-scale applications [1][10]. Company Overview - MicroAlgo Inc. is a Cayman Islands exempted company focused on developing bespoke central processing algorithms, providing solutions that integrate these algorithms with software and hardware to improve customer satisfaction and reduce costs [13]. Technology and Algorithm - The Archimedes Optimization Algorithm (AOA) is a metaheuristic algorithm inspired by Archimedean buoyancy principles, designed to optimize data storage and node collaboration in blockchain environments [2][10]. - AOA constructs a multi-objective optimization model targeting data sharding, resource allocation, and consensus efficiency, allowing for dynamic adjustments in storage systems [2][10]. Technical Workflow - The optimization solution encompasses five key stages: data preprocessing, sharding strategy optimization, node resource allocation, consensus mechanism enhancement, and security strategy tuning [3]. Data Preprocessing - Multi-dimensional feature extraction is performed on blockchain data, applying differentiated strategies based on data characteristics, such as lightweight serialization for structured data and homomorphic encryption for privacy-sensitive data [4]. Sharding Strategy Optimization - AOA models data sharding as an optimal partitioning task, dynamically adjusting storage node allocation based on data access frequency, ensuring efficient storage and access performance [5]. Node Load Balancing - AOA implements a real-time load monitoring model to balance node loads, guiding new data to underloaded nodes and migrating low-frequency data from overloaded nodes based on network conditions [6]. Consensus Efficiency - AOA enhances consensus mechanisms by optimizing block generation and validation, dynamically adjusting transaction sorting and prioritizing high-trust nodes to reduce malicious interference [7][8]. Security Strategy Optimization - AOA builds an encryption parameter optimization model to enhance data security, monitoring anomalies in on-chain data and facilitating rapid recovery from node failures [9]. Competitive Advantage - Compared to traditional storage strategies, MicroAlgo's AOA-based solution significantly improves efficiency, outperforming Genetic Algorithms by 40% and reducing iterations needed by 25% compared to Particle Swarm Optimization [10]. Future Directions - MicroAlgo plans to evolve AOA technology by introducing quantum computing acceleration, exploring algorithm-hardware co-design, and promoting integration with cross-chain protocols to enhance blockchain storage capabilities [12].