Operational characteristics and optimization strategies of the agricultural machinery socialized service system under different models
智能感知技术驱动下的农田作业装备精准作业模型构建

摘要

依托智能感知技术建立精准作业模型，为农田装备实现高精度、自动化和变量控制提供关键技术支持。本文围绕环境感知、装备状态监测和数据融合等核心环节，设计出完整的感知体系，建立作业路径规划、作业参数调控、智能决策等模型。通过实验平台搭建、仿真测试和田间验证的综合评价，所提出模型在作业精度、作业效率、资源利用率和产量提高方面都有明显的优势。研究结果表明，以智能感知为基础的精准作业模型具有良好的适应性以及可推广性，为农业机械智能化发展提供了一条系统的技术路线。

Abstract

Based on intelligent perception technology, a precise operation model is established to provide key technical support for achieving high precision, automation, and variable control of agricultural equipment. This article focuses on core aspects such as environmental perception, equipment status monitoring, and data fusion, designing a complete perception system and establishing models for job path planning, job parameter regulation, and intelligent decision-making. Through comprehensive evaluation of experimental platform construction, simulation testing, and field validation, the proposed model has significant advantages in terms of operational accuracy, operational efficiency, resource utilization, and yield improvement. The research results indicate that the precision operation model based on intelligent perception has good adaptability and scalability, providing a systematic technical route for the intelligent development of agricultural machinery.