解决方案说明
当今社会,人们更加重视车辆的安全,而新技术的应用可以更轻松地为驾驶员和乘客保驾护航。高级驾驶辅助系统(ADAS)可以检测车辆运动和道路状况,如遇颠簸路面或车辆发生侧滑会提示驾驶员。
该系统基于通用SPC58EC汽车微控制器(配备4 MB大小的Flash存储器),使用超低功耗AIS2DW12三轴运动传感器获取车辆运动变量以及当前路面状况信息。采集的数据被传递到运行于MCU上的LSTM(长短期存储器)递归神经网络,由后者分析驾驶状况并生成精确的车辆状态预测模型,并显示在LCD触摸屏上。
开发前,请先下载AutoDevKit。之后,为获得预先训练的神经网络,开发人员可以挑选一个可用的框架(Tensorflow、Lasagne等)和外部IDE(Google Colab),以此创建、训练和验证(使用真值表)LSTM递归神经网络。创建LSTM RNN之后,必须将其导出为H5文件格式,以便SPC5 Studio开发环境(SPC5- Studio)上的人工智能(AI)插件(SPC5- Studio -AI)将其转换为符合汽车标准的C语言代码,使之具备可执行性并加载到SPC58 MCU中。
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主要产品优势
SPC58EC80E5 - 32位MCU面向汽车应用
- Flash存储器大小为4 MB
- 支持ASIL-B安全标准,符合ISO 26262要求
- 丰富的通信接口组
- 内嵌硬件安全模块(HSM),具备专用Flash存储器
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All Features
- 在6秒时间内完成车辆运动分析
- 专用的长短期存储器(LSTM)递归神经网络用于时间序列分析
- 符合AEC-Q100认证的IC
主要优势
- 边缘人工智能面向汽车应用
- 在‘简单’MCU上运行预先训练的神经网络
- 实时分析传感器加速数据
- 专用的长短期存储器(LSTM)递归神经网络用于时间序列分析
- 可识别四种汽车状态:
- 汽车已停泊或停止运行
- 汽车在正常道路上行驶
- 汽车在颠簸道路上行驶
- 汽车发生侧滑或以迂回路线行驶
经销商的可用性 AEKD-AICAR1
代理商名称 | 地区 | 库存 | 最小订购量 | 第三方链接 |
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库存
Min.Order
SL-AIAID012401V1是一种基于长短时期记忆单元(LSTM)递归神经网络的多功能系统,可以提供汽车状态分类:已停泊、车辆在正常路况下行驶、车辆在颠簸道路上行驶、车辆发生侧滑或以迂回路线行驶。
其中的创新型思路是对一个ECU检测节点(内嵌人工智能处理功能)进行定义。
该解决方案包含一个SPC58EC chorus 4MB微控制器,用于获取三轴参考系统上的离散加速度变化。
SL-AIAID012401V1系统为用于边缘处理的汽车AI提供了参考。
用户既可以用ST MEMS系列传感器轻松替换该传感器,也可以修改神经网络和/或重新训练神经网络。利用SPC5-STUDIO-AI将新的神经网络转换为MCU可执行的库。
Estimated cost
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All Evaluation Features
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- 预先训练的神经网络代码刷写在MCU中
- 四种车辆状态分类:泊车,正常路面行驶,颠簸路面行驶,以及侧滑
- MEMS传感器数据的实时采集和处理
- LCD显示器显示车辆状态
- 当MEMS连接断开时,系统根据MCU Flash存储器的内部数据记录进行分类
- 由12 V电源或八节AA电池(不附赠)供电
Automotive Microcontrollers
产品型号 | 描述 |
---|---|
SPC58EC80E5 | 用于汽车一般用途应用的32位Power Architecture MCU - Chorus系列 |
MEMS and Sensors
产品型号 | 描述 |
---|---|
AIS2DW12 | MEMS数字输出运动传感器:超低功耗3轴加速度计,用于汽车应用 |