ソリューション概要
車両の安全性向上を重視する今日の傾向に伴って登場した新たなテクノロジーにより、運転者や同乗者の保護が容易になりつつあります。この高度運転支援システム(ADAS)は、車両の動きや道路状況を検出し、悪路や車両のスキッドおよびスリップを運転者に警告するソリューションとなっています。
このシステムは、4MBのFlashメモリを搭載したSPC58EC汎用車載マイクロコントローラで構成されており、超低消費電力3軸モーション・センサAIS2DW12を使用して各種車両の動きや現在の路面状態の情報を取得します。取得したデータは、マイクロコントローラ上で動作するLSTM(長・短期記憶)回帰型ニューラル・ネットワークに渡されます。このネットワークでは、走行状態を分類し、車両状態の正確な予測モデルを生成し、これをLCDタッチスクリーンに表示します。
開発を始めるために、まずAutoDevKitをダウンロードします。そして、学習済みのニューラル・ネットワークを実現するために、開発者は外部IDE(Google Colab)とともに数多くの利用可能なフレームワーク(Tensorflow、Lasagneなど)のいずれかを使用します。これにより、LSTM回帰型ニューラル・ネットワークを作成し、学習させ、(真理値表を使用して)評価を行うことができます。LSTM RNNを作成したら、H5ファイル形式にエクスポートし、SPC5 Studio開発環境(SPC5-STUDIO)上で動作する人工知能(AI)プラグイン(SPC5-STUDIO-AI)によりCコードに変換し、SPC58マイコンにロードして実行可能な状態にすることができます。
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搭載製品の特徴
SPC58EC80E5:車載アプリケーション向けの32bitマイクロコントローラ
-4MBのFlashメモリ
-ISO 26262に準拠したASIL Bの安全性水準に対応
-豊富な通信インタフェース
-専用のFlashメモリを搭載したハードウェア・セキュリティ・モジュール(HSM)を内蔵
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All Features
- 車両の動きを6秒間にわたって分析
- 専用の長・短期記憶(LSTM)回帰型ニューラル・ネットワークによる時系列分析を実現
- AEC-Q100準拠のIC
メリット
- 車載アプリケーション用のエッジAI
- 「単純な」マイコン上での学習済みニューラル・ネットワークの実行
- センサで検出された加速度のリアルタイム分析
- 専用の長・短期記憶(LSTM)回帰型ニューラル・ネットワークによる時系列分析の実現
- 以下の4つの車両状態を認識:
- 駐車または停車中の車両
- 通常状態の路面を走行中の車両
- 悪路走行中の車両
- スリップまたは蛇行している車両
販売代理店在庫 AEKD-AICAR1
販売代理店 | 地域 | 在庫 | 最小発注数量 | パートナー企業リンク |
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販売代理店在庫データ:
販売代理店在庫データ:
在庫
Min.Order
SL-AIAID012401V1は、長・短期記憶(LSTM)回帰型ニューラル・ネットワーク(RNN)をベースとする汎用システムで、車両状態を分類することができます。つまり、駐車中の車両、通常状態の路面を走行中の車両、悪路を走行中の車両、スキッドあるいは蛇行している車両などに分類できます。
また、内蔵のAI処理によってECU検出ノードを定義するという革新的なアイデアが採用されています。
このソリューションには、SPC58EC Chorusマイクロコントローラ(4MBのFlashメモリ内蔵)が搭載されているため、加速度センサより3軸方向の加速度の変化量を取得することができます。
SL-AIAID012401V1システムは、車載用エッジAI処理の新基準です。
このシステムでは、センサをST MEMSファミリ製品の別のセンサと簡単に交換できます。また、ニューラル・ネットワークを変更したり、再学習させたりすることもできます。新しいニューラル・ネットワークは、SPC5-STUDIO-AIを使ってマイコンで実行可能なライブラリに変換されます。
Estimated cost
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You shall limit access and use of the Licensed Materials to You and those individuals who may be employed by You who have a need to access the Licensed Materials for the purpose of this PLLA and provided that You shall ensure that such individuals shall comply with the provisions of this PLLA, and except as expressly permitted under Article 1 or as otherwise expressly agreed in writing by ST, You shall not allow any third-party to use the Licensed Materials, You shall be liable towards ST for any damages due to a failure by such third-party(ies) to comply with the provisions of this PLLA. The Licensed Materials are and will remain the exclusive property of ST and/or its Affiliates or its licensors, whether or not specifically recognized or perfected under the laws of the country where the Licensed Materials are used. You will not take any action that jeopardizes ST and its Affiliates or its licensors' proprietary rights or acquire any rights in the Licensed Materials, except the limited rights specified in Article 1. All rights, titles, and interests in and to the Licensed Materials are owned or licensed by ST, its Affiliates and suppliers. You shall ensure that all notices, including but not limited to all copyright and trademark notices of ST or its Affiliates or licensors are reproduced in any copy of the whole or any part of the Licensed Materials. You shall not remove, modify or alter any ST or its Affiliates’ or licensors’ copyright or trademark notice from any part of the Licensed Materials. Confidential information shall include all information provided with the Licensed Materials which (a) is designated as “confidential”, “proprietary” or with a similar legend, (b) is by its own nature of a type which would reasonably be considered confidential and/or (c) is source code (“Confidential Information”). You may only use the Confidential Information for the purpose of this PLLA and shall protect the confidentiality of the Confidential Information provided by ST and its Affiliates under this PLLA by using the same degree of care, but not less than a reasonable degree of care, to prevent its unauthorized use, dissemination, or publication as You use to protect your own confidential information of like nature. You shall be liable towards ST for any damages incurred due to a failure by any employee, third party contractor or customer having access to the Licensed Materials and/or the Confidential Information to comply with the provisions in this PLLA. You shall immediately notify ST of any unauthorised use or disclosure of, or of any unauthorised access to, or of any theft or loss of the Licensed Materials or Confidential Information or part thereof, which comes to your notice. The confidentiality obligations shall not apply to Confidential Information, which can be shown by documentary evidence: (i) entered the public domain through no fault of the Licensee; or, (ii) was known to the Licensee prior to receipt from ST and its Affiliates; or, (iii) was disclosed to the Licensee by a third party having the right to disclose; or, (iv) was independently developed by the Licensee without use of the Licensed Materials or the Confidential Information, the onus of proof of independence being on the Licensee. These confidentiality obligations shall survive any termination or expiration of the PLLA for whatever cause. YOU ACKNOWLEDGE THAT THE LICENSED MATERIALS AND ANY AND ALL PARTS THEREOF ARE PROVIDED “AS IS”. ST AND ITS AFFILIATE MAKE NO REPRESENTATIONS OR WARRANTIES WITH RESPECT TO THE LICENSED MATERIALS AND OR PARTS THEREOF WHETHER EXPRESS, IMPLIED OR STATUTORY, INCLUDING BUT NOT LIMITED TO, IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. SPECIFICALLY, WITHOUT LIMITING THE GENERALITY OF THE FOREGOING, ST AND ITS AFFILIATES MAKE NO REPRESENTATION OR WARRANTY THAT (I) THE USE AND DISTRIBUTION OF THE LICENSED MATERIALS AND OR PARTS THEREOF WILL BE UNINTERRUPTED OR ERROR FREE, AND OR (II) ANY USE AND DISTRIBUTION OF THE LICENSED MATERIALS AND OR PARTS THEREOF, WHETHER INTEGRATED INTO OTHER EQUIPMENT OR NOT, ARE FREE FROM INFRINGEMENT OF ANY THIRD PARTY INTELLECTUAL PROPERTY RIGHTS. IT SHALL BE YOUR SOLE RESPONSIBILITY TO MAKE SUCH DETERMINATION AS NECESSARY WITH RESPECT TO THE ACQUISITION OF LICENSES UNDER PATENTS AND OTHER INTELLECTUAL PROPERTY RIGHTS OF THIRD PARTIES. CONSEQUENTLY, ST AND ITS AFFILIATES DISCLAIM ANY LIABILITY IN CASE ANY SUCH USE AND DISTRIBUTION INFRINGE ANY THIRD PARTY’S INTELLECTUAL PROPERTY RIGHTS. FURTHERMORE ST AND ITS AFFILIATES HEREBY DISCLAIM ANY WARRANTY AND LIABILITY WHATSOEVER FOR ANY DEVELOPMENT CREATED BY OR FOR YOU OR YOUR CUSTOMERS. YOU ACKNOWLEDGE THAT YOU HAVE RELIED ON NO WARRANTIES AND THAT NO WARRANTIES ARE MADE BY ST AND ITS AFFILIATES OR GRANTED BY LAW WHENEVER IT IS PERMITTED BY LAW. Some portion of the Licensed Materials might contain Open Source Software subject to Open Source Terms (as defined below) applicable for each such portion, as further specified in the Licensed Materials. Such Open Source Software is supplied to You under the applicable Open Source Terms and is not subject to the terms of this PLLA to the extent the terms of this PLLA are in conflict with such applicable Open Source Terms. Except for Open Source Software, You have no rights under this PLLA to, and may not under any circumstances use the Licensed Materials or any parts thereof such that they become subject to any Open Source Terms. These actions include but are not limited to combining the Licensed Materials by means of incorporation or linking or otherwise. For the purpose of this PLLA, “Open Source Terms” shall mean any open source license which requires as part of distribution of software that the source code of such software is distributed therewith, or open source license that complies with the Open Source Definition specified at www.opensource.org and any other comparable open source license such as for example GNU General Public License (GPL), Eclipse Public License (EPL), Apache Software License, BSD license and MIT license. “Open Source Software” shall mean any software that is licensed or distributed under Open Source Terms as specified in the Licensed Materials. You agree not to use the Licensed Materials in violation of any applicable law, statute, ordinance or other regulation or any obligation by which You are bound. You agree to comply with all applicable laws and regulations affecting the use of the Licensed Materials. Specifically but without limiting the generality of the foregoing, You acknowledge that the Licensed Materials are subject to export controls restrictions and You agree to comply with any applicable export control law or regulation including but not limited to the European export regulations and US similar regulations, and to obtain any necessary export license or other documentation prior to exportation or re-exportation of the Licensed Materials. Some Licensed Materials may (i) require licenses from third parties claiming intellectual property rights covering use or implementation of the Licensed Materials or (ii) be based on industry recognized standards or software programs published by industry recognized standards bodies and certain third parties may claim to own intellectual property rights that cover implementation or use of those standards. You agree that You are responsible for obtaining any such license which may be needed, and no such license is provided by ST or its Affiliates. You shall be responsible for the due and proper compliance with the terms and conditions of this PLLA by your customers and shall be liable to ST for any and all damages incurred by ST, its Affiliates and its suppliers and licensors in connection with any such customers’ non-compliance therewith. IN NO EVENT SHALL ST AND ITS AFFILIATES BE LIABLE TO THE LICENSEE AND ITS CUSTOMERS FOR ANY INDIRECT, INCIDENTAL, PUNITIVE, SPECIAL OR CONSEQUENTIAL DAMAGES, LOST PROFITS OR LOST SAVINGS, LOSS OF BARGAIN OR OPPORTUNITY, PROFESSIONAL FEES OR EXPENSES, BUSINESS INTERRUPTION, LOST REVENUES OR SALES, DAMAGE TO PRODUCT OR EQUIPMENT OR TO FACILITIES, COSTS OF SUBSTITUTE PRODUCT, FACILITIES OR SERVICES, REWORK CHARGES, COSTS ASSOCIATED WITH DOWN TIME, LOSS OF GOODWILL, LOSS OF DATA OR FOR ANY DAMAGES COSTS OR EXPENSES ASSOCIATED WITH WARRANTY OR INTELLECTUAL PROPERTY INFRINGEMENT CLAIMS, WHETHER FORESEEABLE OR UNFORESEEABLE AND WHETHER OR NOT SUCH DAMAGES ARE BASED ON WARRANTY, CONTRACT OR ANY OTHER LEGAL THEORY – EVEN IF LICENSEE HAS BEEN ADVISED, OR IS AWARE, OF THE POSSIBILITY OF SUCH DAMAGES ARISING FROM OR IN CONNECTION WITH THIS PLLA. ST AND ITS AFFILIATES AGGREGATE AND CUMULATIVE LIABILITY UNDER THIS PLLA SHALL NOT EXCEED 100 USD (ONE HUNDRED USD). THE LIMITATIONS SET FORTH IN THIS ARTICLE 8 SHALL ONLY APPLY TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW. This PLLA shall be valid from acceptance by You of this PLLA for an unlimited period of time until terminated by either ST or Licensee upon one (1) month prior written notice to the other. Notwithstanding the foregoing, Licensee may terminate this PLLA at any time by destroying all Licensed Materials, Documentation and other Confidential Information or by returning those to ST. ST may terminate this PLLA at any time if (i) You fail to comply with the terms and conditions of this PLLA, or (ii) You file litigation against ST or its Affiliates, (iii) ST or its Affiliates receive notice of any claim, suit or proceeding that alleges that the Licensed Materials or Your use or distribution of the Licensed Materials infringes any third-party intellectual property rights or (iv) to the extent permitted by laws, a voluntary or involuntary petition in bankruptcy or winding up is filed against Licensee, any proceedings in insolvency or bankruptcy are instituted against Licensee, a trustee or receiver is appointed over Licensee, or any assignment is made for the benefit of creditors of Licensee. Upon termination You shall delete, destroy, or return to ST all Licensed Materials in your possession and You shall stop using the Licensed Materials for any purpose whatsoever. The rights and obligations under Articles from 2 to 11 will survive the termination of this PLLA. However the right to use the Licensed Materials incorporated in a Licensee Product as per Article 1 will survive with respect to Licensee Products sold, licensed or distributed before the termination of this PLLA. If a court or agency of competent jurisdiction holds any term of this PLLA invalid, illegal, or unenforceable for any reason, the remainder of this PLLA shall be valid and enforceable and You and ST shall discuss in good faith a substitute, valid, enforceable provision which most nearly effects the parties intent in entering into this PLLA. The failure by ST to enforce any provisions of this PLLA or to exercise any right in respect thereto shall not be construed as constituting a waiver of its rights thereof. No agency, joint venture, partnership or other business organisation shall be created or be construed as being created by reason of this PLLA. You will not have the right or authority to, and shall not, assume or create any obligation of any nature whatsoever on behalf of ST and its Affiliates or bind ST and its Affiliates in any respect whatsoever. You and ST are independent parties and nothing in this PLLA shall be construed as making You an employee, agent or legal representative of ST. This PLLA contains the entire and sole agreement between You and ST on the subject matter of this PLLA, and supersedes all representations, undertakings and agreements previously made between You and ST and/or its Affiliates and shall prevail over the terms and conditions set forth in any document from You with respect to the subject matter of this PLLA. Any amendment to this PLLA shall be agreed in writing and duly signed by You and ST or signed solely by You on the format proposed by ST and shall make reference to this PLLA. This PLLA is governed by the laws of Switzerland, without regard to its conflict of law rules. All disputes or questions arising out of or in connection with this PLLA shall be finally settled by the competent courts of Geneva, Switzerland. Notwithstanding the aforesaid, nothing in this PLLA shall prevent ST from seeking any interim or final injunctive or equitable relief by a court of competent jurisdiction. |
評価ボード概要
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- マイクロコントローラのFlashで学習済みのニューラル・ネットワークのコード
- 車両状態の4つの分類:駐車、通常の路面、悪路、スキッド
- リアルタイムのデータ収集およびMEMSセンサ・データの処理
- 車両状態の表示用のLCDディスプレイ
- MEMSの接続切断時には、マイクロコントローラのFlashメモリの内部ダイアログに基づいてシステムが分類を実行
- 12Vバッテリまたは8個のAAバッテリから給電(パッケージに非同梱)
Automotive Microcontrollers
製品型番 | 概要 |
---|---|
SPC58EC80E5 | 32-bit Power Architecture MCU for Automotive General Purpose Applications - Chorus family |
MEMS and Sensors
製品型番 | 概要 |
---|---|
AIS2DW12 | MEMS digital output motion sensor: ultra-low-power 3-axis accelerometer for automotive applications |