稳格科技牛羊计数算法助力内蒙古XX牧场实现资产管理智能化升级
项目背景：传统盘点模式难以为继
内蒙古XX牧场是当地规模化养殖龙头企业，存栏牛羊超万头。长期以来，牧场依赖人工巡检与纸质记录进行资产管理，面临三大痛点：
1. 效率低下：每次全盘盘点需5名员工耗时1天，人力成本高且易因疲劳导致漏数、重数；
2. 数据滞后：手工录入数据需额外1天整理，无法实时反映牲畜数量变化，影响出栏决策；
3. 管理粗放：缺乏动态追踪手段，难以快速定位走失或异常牲畜，资产损失风险高。
2023年，牧场决定引入AI技术重构资产管理体系，最终选择与稳格科技合作开发定制化牛羊计数算法，以实现降低成本增效与精细化运营。
解决方案：高精度算法+全流程数字化
稳格科技团队深入牧场调研后，量身定制了以下方案：
1. 多场景适配的AI识别模型
硬件部署：在牧场围栏、通道、无人机等位置安装200余台高清摄像头，覆盖全区域；
算法优化：针对内蒙古地区风沙天气多、昼夜温差大、牲畜皮毛颜色相近等挑战，通过增强数据清洗与模型抗干扰训练，将识别准确率从行业平均的有所提升至项目要求范围内；
动态追踪：结合牲畜运动轨迹分析，解决密集场景下的重叠遮挡问题，有助于保障计数连续性。
2. 实时资产管理与预警系统
数据看板：算法自动生成每日牲畜数量、分布热力图及变化趋势，支持按品种、圈舍等多维度筛选；
异常预警：当系统检测到牲畜数量骤减或长时间未移动时，立即触发告警并推送位置信息至管理员手机；
决策支持：基于历史数据预测未来30天出栏量，辅助饲料采购与销售计划制定。
3. 轻量化部署与员工培训
边缘计算：采用本地化服务器处理数据，避免网络延迟，有助于保障偏远区域实时响应；
操作简化：开发一键导出报表功能，兼容牧场原有ERP系统；
技能赋能：为牧场技术人员提供算法原理、设备维护等培训，有助于保障系统长期稳定运行。
实施效果：效率与成本双优化
项目上线6个月后，牧场实现显著变革：
盘点效率提升：全盘时间从72小时缩短至2小时，人力成本有所降低；
数据时效性增强：实时更新资产数据，决策响应速度有所提升；
资产损失减少：通过异常预警找回走失牲畜127头，直接挽回经济损失超50万元；
管理精细化：基于数据优化的养殖方案使饲料转化率有所提升，年节约成本200余万元。
客户评价
结语
稳格科技以AI算法为核心，结合畜牧行业特性，为内蒙古XX牧场打造了可复制、可扩展的资产管理智能化标杆案例。从高精度识别到全流程数字化，我们助力客户突破传统管理瓶颈，实现效率、成本与风险控制的全面升级。
Case Review and Similar Project Reference
This case focuses on “牛羊计数算法案例_畜牧资产管理智能化升级_稳格科技内蒙古牧场实践” and can be used by teams evaluating projects related to agricultural digitalization and smart farming. 稳格科技为内蒙古XX牧场定制开发牛羊计数算法，通过高精度AI识别与实时资产管理，实现盘点效率提升、成本降低与决策科学化，打造畜牧行业智能化转型标杆。
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Solution Approach
Based on keywords such as 牛羊计数算法案例, 畜牧资产管理, AI养殖解决方案, 牲畜识别技术, 畜牧业数字化转型, the project is usually divided into requirement confirmation, technical route design, prototype or sample validation, core development, interface debugging, testing, acceptance and delivery documentation. For algorithm, hardware or system integration projects, data quality, device adaptation and scalability are reviewed together.
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