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Custom wireless sensor for monitoring grazing of free-range cattle.

机译:定制无线传感器,用于监控散养牛的放牧。

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摘要

Scope and Method of Study. The purpose of this study was to develop a wireless sensor device capable of sensing cattle grazing activity. This included design and build of a miniaturized PCB, sensor specification, data processing, and experimental validation. Experiments were conducted in cooperation with the Oklahoma State University, Animal Science and Biosystems Engineering departments. The primary objective of this study was to provide information supporting the use of an accelerometer sensor for monitoring free-range cattle grazing activity. A wireless sensor platform was also developed for sensor and wireless communication development needs. Secondary objectives included exploring alternative applications, such as monitoring cattle waste excretion events, and identifying wireless network functionality for agricultural environments.;Findings and Conclusions. During this study, parameters for using an accelerometer based grazing sensor were established relative to the head motion of grazing cattle. Initially, a survey of literature and video analysis of foraging livestock animals were conducted, where 0.5-8 bites/sec was confirmed as animal bite rate range. The preliminary video analysis provided guidelines for establishing a sensing strategy. Sensor data processing algorithm development and sampling rate selection were driven by video-provided characteristics and sensor platform capability. The Fast Fourier Transform (FFT) was selected as the core component of the sensor's algorithm. The FFT was able to characterize grazing motions because of the animal's near-continuous periodic head movements. At least five bite cycles and a 32 Hz sampling rate were required for proper algorithm implementation. A sample size of 256 data points were collected for each accelerometer axis, and proved to be adequate for the FFT computations. A revised sample rate of 21.74 Hz was presented once the FFT was implemented in firmware. This new rate retained well performing FFT calculations based on the understanding that bite rates faster than 4 bites/sec were due to nibbling and partial bites. The FFT's Spectral power was binned and stored for the purpose of data compression and reduced wireless transmissions.;The wireless sensor device platform was built using the CC1010 microcontroller/transceiver IC. The CC1010 provided integrated features commendable for fast FFT processing and conservative PCB layout design. The radio was configured for robust operation by using a 915 MHz carrier frequency, Manchester encoding, and 64 kHz frequency spread. A small, helical, and omnidirectional antenna was mounted directly to the PCB. Link budget was estimated to be 81 dBm, which equated to a 282 m (925 ft) transmission distance in optimum conditions. The device's dimensions were 19.6 mm (0.77 in) X 71.8 mm (2.83 in) X 11.0 mm (0.43 in). A custom PVC enclosure was used to house the device. For deploying experiments, the enclosure was fastened to a standard nylon turnout halter. A miniature GPS logger was also attached to the halter, which allowed for constructing grazing maps.;Additionally, the proposed wireless sensor device was used to detect cattle urination and defecation events. This was accomplished by attaching the device to an animal's tail and sensing its elevated movements. Tilt measurements in the z-axis (front-to-back) direction provided the most prominent evidence of a distinct tail movement pattern during excretion events. A pattern recognition strategy was shown as a viable sensing method.;An outline for a multilevel-networked system was also generated. This included cellular and internet communications, along with a customized application software for base/node management.
机译:研究范围和方法。这项研究的目的是开发一种能够感应牛放牧活动的无线传感器设备。这包括小型PCB的设计和制造,传感器规格,数据处理和实验验证。与俄克拉荷马州立大学,动物科学与生物系统工程系合作进行了实验。这项研究的主要目的是提供信息,以支持使用加速度计传感器监测放养牛的放牧活动。还开发了一种无线传感器平台,以满足传感器和无线通信的开发需求。次要目标包括探索替代应用程序,例如监视牛粪排泄事件,并确定农业环境的无线网络功能。;发现与结论。在这项研究中,相对于放牧牛的头部运动,建立了使用基于加速度计的放牧传感器的参数。最初,进行了对牲畜觅食的文献和视频分析的调查,其中0.5-8咬合/秒被确认为动物咬入率范围。初步的视频分析为建立感知策略提供了指导。传感器提供的视频特性和传感器平台功能推动了传感器数据处理算法的开发和采样率的选择。快速傅立叶变换(FFT)被选为传感器算法的核心组成部分。由于动物近乎连续的周期性头部运动,因此FFT能够表征掠食运动。正确执行算法至少需要五个咬合周期和32 Hz采样率。每个加速度计轴收集了256个数据点的样本量,并证明足够用于FFT计算。一旦在固件中实现了FFT,便提出了21.74 Hz的修订采样率。基于这样的理解,这种新的速率保持了性能良好的FFT计算,即高于4位/秒的咬合速率是由于咬和部分咬合所致。为了数据压缩和减少无线传输的目的,对FFT的频谱功率进行了合并和存储。无线传感器设备平台是使用CC1010微控制器/收发器IC构建的。 CC1010提供了值得称赞的集成功能,可用于快速FFT处理和保守的PCB布局设计。通过使用915 MHz载波频率,曼彻斯特编码和64 kHz频率扩展,将无线电配置为稳定运行。小型,螺旋形,全向天线直接安装在PCB上。链路预算估计为81 dBm,在最佳条件下等于282 m(925 ft)的传输距离。该设备的尺寸为19.6毫米(0.77英寸)X 71.8毫米(2.83英寸)X 11.0毫米(0.43英寸)。使用定制的PVC外壳来容纳设备。为了进行实验,将外壳固定在标准的尼龙岔露头上。吊笼上还装有一个微型GPS记录器,可用于绘制放牧地图。此外,该无线传感器设备还用于检测牛的排尿和排便事件。这是通过将设备连接到动物的尾巴并感知其抬高的动作来实现的。 z轴(从前到后)方向的倾斜度测量提供了排泄事件期间尾巴运动模式明显的最明显证据。模式识别策略被证明是一种可行的传感方法。;还生成了多级网络系统的轮廓。这包括蜂窝和Internet通信,以及用于基础/节点管理的定制应用程序软件。

著录项

  • 作者

    Reed, Stewart Darold.;

  • 作者单位

    Oklahoma State University.;

  • 授予单位 Oklahoma State University.;
  • 学科 Engineering Agricultural.;Agriculture Range Management.;Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2008
  • 页码 174 p.
  • 总页数 174
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 农业工程;无线电电子学、电信技术;牧场经营管理;
  • 关键词

  • 入库时间 2022-08-17 11:39:00

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