WO2019127261A1 - Method for automatic driving of smart wheelchair, system and computer readable medium - Google Patents

Method for automatic driving of smart wheelchair, system and computer readable medium Download PDF

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Publication number
WO2019127261A1
WO2019127261A1 PCT/CN2017/119542 CN2017119542W WO2019127261A1 WO 2019127261 A1 WO2019127261 A1 WO 2019127261A1 CN 2017119542 W CN2017119542 W CN 2017119542W WO 2019127261 A1 WO2019127261 A1 WO 2019127261A1
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Prior art keywords
wheelchair
user
path
information
travel
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PCT/CN2017/119542
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French (fr)
Chinese (zh)
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刘伟荣
李家鑫
焦寅
闫励
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四川金瑞麒智能科学技术有限公司
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Priority to CN201780098026.6A priority Critical patent/CN111542295A/en
Priority to PCT/CN2017/119542 priority patent/WO2019127261A1/en
Publication of WO2019127261A1 publication Critical patent/WO2019127261A1/en

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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61GTRANSPORT, PERSONAL CONVEYANCES, OR ACCOMMODATION SPECIALLY ADAPTED FOR PATIENTS OR DISABLED PERSONS; OPERATING TABLES OR CHAIRS; CHAIRS FOR DENTISTRY; FUNERAL DEVICES
    • A61G5/00Chairs or personal conveyances specially adapted for patients or disabled persons, e.g. wheelchairs
    • A61G5/04Chairs or personal conveyances specially adapted for patients or disabled persons, e.g. wheelchairs motor-driven
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61GTRANSPORT, PERSONAL CONVEYANCES, OR ACCOMMODATION SPECIALLY ADAPTED FOR PATIENTS OR DISABLED PERSONS; OPERATING TABLES OR CHAIRS; CHAIRS FOR DENTISTRY; FUNERAL DEVICES
    • A61G5/00Chairs or personal conveyances specially adapted for patients or disabled persons, e.g. wheelchairs
    • A61G5/10Parts, details or accessories

Definitions

  • FIG. 1 is a schematic illustration of an exemplary intelligent wheelchair automated driving system, in accordance with some embodiments of the present application.
  • the obstacle may be an object that moves in real time (eg, a vehicle or pedestrian moving in real time).
  • the detecting module 404 can detect the moving speed information of the object, and the processing module 406 can predict the moving trajectory of the object based on the speed information of the object, and determine whether it will collide with the smart wheelchair 110. If the result of the determination is yes, the smart wheelchair 110 can automatically adjust the movement state (such as braking, steering, etc.) for effective and reasonable avoidance.
  • the smart wheelchair 110 may identify the pedestrian and determine whether the pedestrian is a person recognized by the user, and if the judgment result is yes, issue a reminder.
  • the identifying the identity of the pedestrian may identify the walking posture of the pedestrian by detecting the picture information acquired by the device.
  • the manner of issuing the reminder may include a display prompt, a voice prompt, a vibration prompt, and the like.
  • the system can provide the user with a plurality of recent destination information for the user to select based on historical travel records.
  • the system provides a destination that does not contain user requirements, the user can enter a new destination.
  • the input method includes manual input, voice input, and the like.

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  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Animal Behavior & Ethology (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Traffic Control Systems (AREA)

Abstract

A method (600) for automatic driving of a smart wheelchair, a system (100), and a computer readable medium, said method (600) comprising acquiring destination information of a user (602), and determining current location information of the wheelchair (604); determining a traveling path of the smart wheelchair according to the destination information of the user and the current location information of the wheelchair (606); and detecting obstacle information in the traveling path of the wheelchair (608), and adjust the movement of the wheelchair according to the detected obstacle information (610).

Description

一种智能轮椅自动驾驶方法、系统及计算机可读介质Intelligent wheelchair automatic driving method, system and computer readable medium 技术领域Technical field
本申请涉及自动驾驶领域,具体涉及一种智能轮椅的自动驾驶方法及系统。The present application relates to the field of automatic driving, and in particular to an automatic driving method and system for an intelligent wheelchair.
背景技术Background technique
轮椅作为一种代步工具,为肢体伤残者和行动不便人士的出行提供极大便利。现有的轮椅通常通过人工驱动,因此当出行距离较长时,用户需要耗费很大体力及时间。当出行过程中遇到障碍物时,也不便躲避。As a means of transportation, wheelchairs provide great convenience for people with physical disabilities and people with reduced mobility. Existing wheelchairs are usually driven manually, so when the travel distance is long, the user needs a lot of physical effort and time. When encountering obstacles during the trip, it is not easy to avoid.
发明内容Summary of the invention
本申请的一个方面涉及一种智能轮椅的自动驾驶方法。所述方法包括获取目的地信息;确定所述轮椅的当前位置;根据所述当前位置及目的地信息确定轮椅的行驶路径;检测轮椅的行驶路径中的障碍物信息;以及根据检测到的障碍物信息调整所述轮椅的移动。One aspect of the present application relates to an automated driving method for a smart wheelchair. The method includes obtaining destination information; determining a current location of the wheelchair; determining a travel path of the wheelchair based on the current location and destination information; detecting obstacle information in a travel path of the wheelchair; and detecting an obstacle based on the obstacle Information adjusts the movement of the wheelchair.
在一些实施例中,所述目的地信息的获取包括用户手动输入、语音输入和系统推荐输入中的任意一种方式。In some embodiments, the obtaining of the destination information includes any one of user manual input, voice input, and system recommendation input.
在一些实施例中,所述根据所述当前位置及目的地信息确定轮椅的行驶路径,包括:根据所述当前位置及目的地信息计算多条候选路径;对所述多条候选路径进行评分;按照评分高低对多条候选路径进行排序,并将排序后的多条候选路径呈现给用户,以供用户进行选择;根据用户的选择结果,确定轮椅的行驶路径。In some embodiments, the determining the travel path of the wheelchair according to the current location and destination information comprises: calculating a plurality of candidate paths according to the current location and destination information; and scoring the plurality of candidate paths; The plurality of candidate paths are sorted according to the level of the score, and the sorted candidate paths are presented to the user for selection by the user; and the driving path of the wheelchair is determined according to the selection result of the user.
在一些实施例中,所述在确定轮椅的行驶路径后,允许用户设置轮椅的行驶速度。In some embodiments, the user is allowed to set the travel speed of the wheelchair after determining the travel path of the wheelchair.
在一些实施例中,所述障碍物信息包括障碍物的类型、位置、大小及运动状态。In some embodiments, the obstacle information includes the type, location, size, and state of motion of the obstacle.
在一些实施例中,所述调整所述轮椅的移动包括调整轮椅的速度、控制轮椅转向及控制轮椅制动。In some embodiments, the adjusting the movement of the wheelchair includes adjusting a speed of the wheelchair, controlling wheelchair steering, and controlling wheelchair braking.
在一些实施例中,所述智能轮椅的自动驾驶方法还包括为用户提供感兴趣的事物,并且当用户确认其对该事物感兴趣时,自动调整行驶路线。In some embodiments, the automated driving method of the smart wheelchair further includes providing the user with something of interest and automatically adjusting the travel route when the user confirms that they are interested in the event.
本申请的又一方面涉及一种控制轮椅自动驾驶的系统。所述系统包括:获取模块、处理模块、检测模块及控制模块,其中:获取模块用于获取目的地信息;处理模块用于确定所述轮椅的当前位置,并根据所述当前位置及目的地信息确定轮椅的行驶路径;检测模块用于检测轮椅的行驶路径中的障碍物信息;及控制模块用于根据检测到的障碍 物信息调整所述轮椅的移动。Yet another aspect of the present application relates to a system for controlling automatic driving of a wheelchair. The system includes: an acquisition module, a processing module, a detection module, and a control module, wherein: the acquisition module is configured to acquire destination information; the processing module is configured to determine a current location of the wheelchair, and according to the current location and destination information Determining a travel path of the wheelchair; the detection module is configured to detect obstacle information in the travel path of the wheelchair; and the control module is configured to adjust the movement of the wheelchair according to the detected obstacle information.
本申请的另一个方面涉及一种具有计算机程序产品的非暂时性计算机可读介质。所述计算机程序产品可以包括指令,所述指令经配置以使计算装置执行所述方法。Another aspect of the present application is directed to a non-transitory computer readable medium having a computer program product. The computer program product can include instructions configured to cause a computing device to perform the method.
本发明具备以下的技术效果:The invention has the following technical effects:
一、基于用户输入的目的地信息,并结合自动定位技术,为智能轮椅规划合理路线,提高用户的出行体验。First, based on the user-entered destination information, combined with automatic positioning technology, plan a reasonable route for the intelligent wheelchair, and improve the user's travel experience.
二、通过多种障碍物检测手段实时精准的识别障碍物信息,并基于所述障碍物信息规划合理的规避方案,提高出行安全。Second, through a variety of obstacle detection means to accurately identify obstacle information in real time, and based on the obstacle information planning a reasonable circumvention plan to improve travel safety.
三、通过多种输入方式相结合,提高信息输入的效率及准确性,为用户提供便利。Third, through a variety of input methods to improve the efficiency and accuracy of information input, to provide convenience for users.
四、对候选路径进行评分,以为客户提供更加合理的出行路线。Fourth, the candidate path is scored to provide customers with more reasonable travel routes.
五、为用户提供感兴趣事物提示功能,并根据用户的选择进行路径调整,使其不错过行驶路径上的兴趣点,提高用户体验。5. Providing the user with the prompt function of interest, and adjusting the path according to the user's choice, so that it does not miss the interest point on the driving path and improve the user experience.
本申请的一部分附加特性可以在下面的描述中进行说明。通过对以下描述和相应附图的检查或者对实施例的生产或操作的了解,本申请的一部分附加特性对于本领域技术人员是显而易见的。本披露的特征可以通过对以下描述的具体实施例的各种方面的方法、手段和组合的实践或使用得以实现和取得。Some additional features of this application can be described in the following description. Some additional features of the present application will be apparent to those skilled in the art from a review of the following description and the accompanying drawings. The features of the present disclosure can be realized and attained by the practice or use of the methods and methods and combinations of various aspects of the specific embodiments described below.
附图说明DRAWINGS
为了更清楚地说明本申请实施例的技术方案,下面将对实施例描述中所需要使用的附图作简单的介绍。显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域的普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图将本申请应用于其它类似情景。除非从语言环境中显而易见或另做说明,图中相同标号代表相同结构和操作。In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings used in the description of the embodiments will be briefly described below. Obviously, the drawings in the following description are only some embodiments of the present application, and those skilled in the art can apply the present application to other similarities according to these drawings without any creative work. scene. Unless otherwise apparent from the language environment or otherwise stated, the same reference numerals in the drawings represent the same structure and operation.
图1为根据本申请的一些实施例所示的一个示例性智能轮椅自动驾驶系统的示意图;1 is a schematic illustration of an exemplary intelligent wheelchair automated driving system, in accordance with some embodiments of the present application;
图2为根据本申请的一些实施例所示的一个示例性的可以实施处理引擎的计算装置的示例性硬件和/或软件组件的示意图;2 is a schematic diagram of exemplary hardware and/or software components of an exemplary computing device that can implement a processing engine, in accordance with some embodiments of the present application;
图3为根据本申请的一些实施例所示的一个示例性移动设备的硬件和/或软件组件的示意图;3 is a schematic diagram of hardware and/or software components of an exemplary mobile device, shown in accordance with some embodiments of the present application;
图4为根据本申请的一些实施例所示的一个示例性处理引擎的框图;4 is a block diagram of an exemplary processing engine shown in accordance with some embodiments of the present application;
图5为示出了根据本申请的一些实施例所示的一个示例性处理模块的框图;FIG. 5 is a block diagram showing an exemplary processing module shown in accordance with some embodiments of the present application; FIG.
图6为根据本申请的一些实施例所示的智能轮椅自动驾驶的一个示例性流程图;6 is an exemplary flow chart of intelligent wheelchair automatic driving, in accordance with some embodiments of the present application;
图7为根据本申请的一些实施例所示的确定轮椅的行驶路径的一个示例性流程图;以及7 is an exemplary flow chart for determining a travel path of a wheelchair, as shown in some embodiments of the present application;
图8为根据本申请的一些实施例所示的智能轮椅自动驾驶的示意图。8 is a schematic diagram of an intelligent wheelchair autopilot shown in accordance with some embodiments of the present application.
具体实施方式Detailed ways
在下面的详细描述中,为了提供对相关申请的透彻理解,通过实施例阐述了实施例的具体细节。然而,对于本领域技术人员来说显而易见的是,本申请可以在没有这些具体细节的情况下被实现。在其他情况下,为了避免不必要地模糊本申请的各方面,已经以较高级别(没有细节)描述了众所周知的方法、程序、系统、部件和/或电路。对本申请的实施例的各种修改对于本领域技术人员将是显而易见的,并且在不脱离本申请的精神和范围的情况下,本申请定义的一般原理可以应用于其他实施例和应用场景中。因此,本申请不限于所示的实施例,而是符合与权利要求一致的最广范围。In the following detailed description, specific details of the embodiments are set forth However, it will be apparent to those skilled in the art that the present invention may be practiced without the specific details. In other instances, well known methods, procedures, systems, components, and/or circuits have been described in a high level (not in detail) in order to avoid unnecessarily obscuring aspects of the present application. Various modifications to the embodiments of the present application will be apparent to those skilled in the art, and the general principles defined in the present application can be applied to other embodiments and application scenarios without departing from the spirit and scope of the application. Therefore, the application is not limited to the embodiments shown, but is in the broadest scope.
本申请使用的术语仅用于描述特定示例性实施例的目的,而不是限制性的。如本申请所使用的,除非上下文明确提示例外情形,单数形态的“一”,“一个”和“该”也可以包括复数。应当进一步理解的是,在本说明书中使用的术语“包括”和/或“包含”时,指存在所述特征、整形常量、步骤、操作、元素和/或组件,但不排除存在或添加一个或多个其他特征、整形常量、步骤、操作、元件、组件和/或其组合。The terminology used herein is for the purpose of describing the particular embodiments embodiments As used herein, the singular forms "a", "the" It should be further understood that the terms "comprising" and "comprising", when used in the specification, are meant to mean the presence of the recited features, integers, steps, operations, elements and/or components, but does not exclude the presence or addition of a Or a plurality of other features, shaping constants, steps, operations, elements, components, and/or combinations thereof.
应当理解的是,本申请使用的术语“系统”、“引擎”、“单元”、“模块”和/或“区块”是一种以升序的形式来区分不同组件、元件、部件、部件或组件的级别方法。然而,如果其他表达方式达到相同的目的,则这些术语可能被其他表达方式所取代。It should be understood that the terms "system," "engine," "unit," "module," and/or "block" as used herein are used to distinguish different components, components, components, or components in ascending order. The level method of the component. However, if other expressions achieve the same purpose, these terms may be replaced by other expressions.
通常,如本申请所使用的“模块”、“单元”或“区块”是指以硬件或固件或软件指令的集合体现的逻辑。本申请描述的模块、单元或区块可以在软件和/或硬件上被执行,并且可以被存储在任何类型的非暂时性计算机可读介质或其他存储设备中。在一些实施例中,软件模块、单元、区块可以被编译并连接到可执行程序中。应当理 解的是,软件模块可以从其他模块、单元、区块或其自身调用和/或可以响应于检测到的事件或中断而被调用。配置用于在计算设备上执行的软件模块/单元/区块(例如,如图1所示的处理引擎120)可以被提供在计算机可读介质上,诸如光盘、数字视频盘、闪存驱动器、磁盘或任何其他有形介质或作为数字下载(并且可以原始地以压缩或可安装的格式存储,在执行之前需要安装、解压缩或解密)。软件代码可以部分或全部存储在执行计算设备的存储设备上供计算设备执行。软件指令可以被嵌入到固件当中,例如EPROM。应当理解的是,硬件模块、单元或区块可以包括在连接的逻辑组件中,例如门和触发器和/或可以包括在诸如可编程门阵列或处理器之类的可编程单元中。本申请描述的模块、单元、区块或计算设备功能可以被实现为软件模块/单元/区块,但是可以用硬件或固件来表示。通常,这里描述的模块、单元、区块是指可以与其他模块、单元、区块组合或者分成子模块、子单元、子区块的逻辑模块、单元、区块,尽管它们的物理组织或存储。所述描述可以适用于系统、引擎或其一部分。Generally, a "module," "unit," or "block" as used herein refers to logic embodied in a collection of hardware or firmware or software instructions. The modules, units or blocks described herein may be executed in software and/or hardware and may be stored in any type of non-transitory computer readable medium or other storage device. In some embodiments, software modules, units, blocks may be compiled and linked into an executable program. It should be understood that a software module can be called from other modules, units, blocks or themselves and/or can be invoked in response to a detected event or interrupt. Software modules/units/blocks (eg, processing engine 120 as shown in FIG. 1) configured for execution on a computing device can be provided on a computer readable medium such as an optical disk, a digital video disk, a flash drive, a disk Or any other tangible medium or as a digital download (and may be originally stored in a compressed or installable format, which needs to be installed, decompressed or decrypted prior to execution). The software code may be stored, in part or in whole, on a storage device executing the computing device for execution by the computing device. Software instructions can be embedded in the firmware, such as EPROM. It should be understood that hardware modules, units or blocks may be included in the connected logical components, such as gates and flip-flops and/or may be included in a programmable unit such as a programmable gate array or processor. The modules, units, blocks or computing device functions described herein may be implemented as software modules/units/blocks, but may be represented by hardware or firmware. Generally, the modules, units, and blocks described herein refer to logical modules, units, and blocks that can be combined with other modules, units, blocks, or divided into sub-modules, sub-units, sub-blocks, although their physical organization or storage. . The description can be applied to a system, an engine, or a portion thereof.
应当理解的是,当单元、引擎、模块或区块被称为“在…上”、“连接到”或“耦合到”另一单元、引擎、模块或区块时,其可以直接在另一单元、引擎、模块或区块通信、或者可以存在单元、引擎、模块或区块,除非上下文明确提示例外情形。如本申请所使用的,术语“和/或”包括一个或多个相关所列项目的任何一种和所有的组合。It will be understood that when a unit, engine, module or block is referred to as "on", "connected" or "coupled" to another unit, engine, module or block, it can be directly Units, engines, modules, or blocks communicate, or units, engines, modules, or blocks may exist, unless the context clearly indicates an exception. The term "and/or" as used herein includes any and all combinations of one or more of the associated listed items.
参照附图并考虑以下描述,本申请的这些和其他特征以及相关的结构元件以及制造的部件和经济的结合的操作和功能的方法可以变得更加明显,且都构成本申请的一部分。然而,应当明确地理解,附图仅仅是为了说明和描述的目的,并不意图限制本申请的范围。应当理解附图不是按比例的。These and other features of the present application, as well as the related structural elements, and the components of the invention, and the method of operation and function of the combination of the embodiments of the present invention will become more apparent, and are all part of the present application. It is to be expressly understood, however, that the claims It should be understood that the drawings are not to scale.
图1为根据本申请的一些实施例所示的一个示例性智能轮椅自动驾驶系统100的示意图。如图所示,智能轮椅自动驾驶系统100可以包括智能轮椅110、处理引擎120、存储器130、一个或多个终端140以及网络150。在一些实施例中,智能轮椅110、处理引擎120、存储器130和/或终端140可以通过无线连接(例如,网络150)、有线连接或其组合相互连接和/或通信。智能轮椅自动驾驶系统100中组件之间的连接可以是变化的。仅作为示例,智能轮椅110可以如图1所示通过网络150连接至处理引擎120。再例如,智能轮椅110可以是直接连接至处理引擎120。又例如, 存储器130可以如图1所示通过网络150连接至处理引擎120,或直接连接至处理引擎120。FIG. 1 is a schematic illustration of an exemplary intelligent wheelchair automated driving system 100, in accordance with some embodiments of the present application. As shown, the intelligent wheelchair automated driving system 100 can include a smart wheelchair 110, a processing engine 120, a memory 130, one or more terminals 140, and a network 150. In some embodiments, smart wheelchair 110, processing engine 120, memory 130, and/or terminal 140 can be connected and/or communicated to each other through a wireless connection (eg, network 150), a wired connection, or a combination thereof. The connections between components in the intelligent wheelchair automated driving system 100 can vary. For example only, the smart wheelchair 110 may be coupled to the processing engine 120 via the network 150 as shown in FIG. As another example, the smart wheelchair 110 can be directly coupled to the processing engine 120. As another example, the memory 130 can be coupled to the processing engine 120 via the network 150 as shown in FIG. 1, or directly to the processing engine 120.
在一些实施例中,智能轮椅110可以通过网络150将行驶数据传输至处理引擎120、存储器130和/或终端140。例如,行驶数据可以发送至处理引擎120以进行进一步处理,或可以存储在存储器130中。In some embodiments, the smart wheelchair 110 can transmit travel data to the processing engine 120, the memory 130, and/or the terminal 140 over the network 150. For example, the travel data may be sent to the processing engine 120 for further processing or may be stored in the memory 130.
处理引擎120可以处理从智能轮椅110、存储器130和/或终端140获取的数据和/或信息。例如,处理引擎120可以基于通过智能轮椅110收集的行驶数据来生成控制指令。在一些实施例中,处理引擎120可以是单个服务器或一个服务器组。服务器组可以是集中式的或分布式的。在一些实施例中,处理引擎120可以是本地的或远程的。例如,处理引擎120可以通过网络150存取来智能轮椅110、存储器130和/或终端140的信息和/或数据。再例如,处理引擎120可以直接连接至智能轮椅110、终端140和/或存储器130以存取信息和/或数据。在一些实施例中,处理引擎120可以是在云平台上实施。例如,云平台可以包括私有云、公共云、混合云、社区云、分布式云、云间、多云等等,或其组合。在一些实施例中,处理引擎120可以通过如图2描述的包括一个或多个组件的一个计算装置200来实施。 Processing engine 120 may process data and/or information obtained from smart wheelchair 110, memory 130, and/or terminal 140. For example, the processing engine 120 can generate control commands based on the travel data collected by the smart wheelchair 110. In some embodiments, processing engine 120 can be a single server or a server group. Server groups can be centralized or distributed. In some embodiments, processing engine 120 can be local or remote. For example, processing engine 120 may access information and/or data of smart wheelchair 110, memory 130, and/or terminal 140 over network 150. As another example, processing engine 120 can be directly coupled to smart wheelchair 110, terminal 140, and/or memory 130 to access information and/or data. In some embodiments, the processing engine 120 can be implemented on a cloud platform. For example, the cloud platform may include a private cloud, a public cloud, a hybrid cloud, a community cloud, a distributed cloud, an inter-cloud, a cloudy, etc., or a combination thereof. In some embodiments, the processing engine 120 can be implemented by a computing device 200 that includes one or more components as described in FIG.
存储器130可以存储数据、指令和/或任何其它信息。在一些实施例中,存储器130可以存储从处理引擎120、终端140获取的数据。在一些实施例中,存储器130可以存储处理引擎120可以执行或用于执行在本申请中描述的示例性方法的数据和/或指令。在一些实施例中,存储器130可以包括大容量存储器、卸除式存储器、易失性读/写存储器、只读存储器(ROM)等等,或其任意组合。示例性大容量存储器可以包括磁盘、光盘、固态驱动器等。示例性卸除式存储器可以包括闪存驱动器、软盘、光盘、记忆卡、压缩磁盘、磁带等。示例性易失性读/写存储器可以包括随机存取存储器(RAM)。示例性RAM可以包括动态RAM(DRAM)、双数据速率同步动态RAM(DDR SDRAM)、静态RAM(SRAM)、闸流晶体管RAM(T-RAM)以及零容电器RAM(Z-RAM)等。示例性ROM可以包括掩膜ROM(MROM)、可编程ROM(PROM)、可擦除可编程ROM(EPROM)、可电擦除可编程ROM(EEPROM)、光盘ROM(CD-ROM)以及数字通用盘ROM等。在一些实施例中,存储器130可以在本申请别处描述的云平台上实施。 Memory 130 can store data, instructions, and/or any other information. In some embodiments, the memory 130 can store data acquired from the processing engine 120, the terminal 140. In some embodiments, memory 130 may store data and/or instructions that processing engine 120 may execute or use to perform the example methods described in this application. In some embodiments, memory 130 can include mass storage, removable memory, volatile read/write memory, read only memory (ROM), and the like, or any combination thereof. Exemplary mass storage devices can include magnetic disks, optical disks, solid state drives, and the like. Exemplary removable storage may include flash drives, floppy disks, optical disks, memory cards, compact disks, magnetic tape, and the like. An exemplary volatile read/write memory can include random access memory (RAM). Exemplary RAMs may include dynamic RAM (DRAM), double data rate synchronous dynamic RAM (DDR SDRAM), static RAM (SRAM), thyristor RAM (T-RAM), and zero-capacity RAM (Z-RAM). Exemplary ROMs may include mask ROM (MROM), programmable ROM (PROM), erasable programmable ROM (EPROM), electrically erasable programmable ROM (EEPROM), compact disk ROM (CD-ROM), and digital general purpose Disk ROM, etc. In some embodiments, memory 130 can be implemented on a cloud platform as described elsewhere herein.
在一些实施例中,存储器130可以是连接至网络150以与智能轮椅自动驾驶系统100中的一个或多个其它组件(例如,处理引擎120、终端140等)通信。智能轮椅自动驾驶系统100中的一个或多个组件可以通过网络150存取存储器130中存储的数据或指令。在一些实施例中,存储器130可以是处理引擎120的一部分。In some embodiments, memory 130 may be coupled to network 150 to communicate with one or more other components (eg, processing engine 120, terminal 140, etc.) in intelligent wheelchair automated driving system 100. One or more components of the intelligent wheelchair automated driving system 100 can access data or instructions stored in the memory 130 via the network 150. In some embodiments, memory 130 can be part of processing engine 120.
终端140可以与智能轮椅110、处理引擎120和/或存储器130连接和/或通信。例如,终端140可以从处理引擎120获得一个处理过的行驶数据(例如:行驶速度)。再例如,终端140可以获得由智能轮椅110获取的图像数据(如:摄像头获取的街道实景图像)并将图像数据传输至处理引擎120以进行处理。在一些实施例中,终端140可以包括移动设备140-1、平板电脑140-2、一个便携式电脑140-3等等,或其任意组合。例如,移动设备140-1可以包括移动电话、个人数字助理(PDA)、游戏装置、导航装置、销售点(POS)装置、便携式电脑、平板电脑、台式电脑等等,或其任意组合。在一些实施例中,终端140可以包括输入装置、输出装置等。输入装置可以包括字母数字键以及可以通过键盘、触摸屏(例如,具有触觉或触感反馈)、语音输入、视线跟踪输入、大脑监测系统或任何其它类似输入机构输入的其它键。由输入装置接收的输入信息可以通过例如总线而传输至处理引擎120以进行进一步处理。其它类型输入装置可以包括光标控制装置,如鼠标、跟踪球或光标方向键等。输出装置可以包括显示器、扬声器、打印机等等,或其组合。在一些实施例中,终端140可以是处理引擎120的一部分。Terminal 140 can be coupled to and/or in communication with smart wheelchair 110, processing engine 120, and/or memory 130. For example, terminal 140 may obtain a processed travel data (eg, travel speed) from processing engine 120. As another example, terminal 140 may obtain image data acquired by smart wheelchair 110 (eg, a street scene image acquired by a camera) and transmit the image data to processing engine 120 for processing. In some embodiments, terminal 140 can include mobile device 140-1, tablet 140-2, a portable computer 140-3, and the like, or any combination thereof. For example, mobile device 140-1 can include a mobile phone, a personal digital assistant (PDA), a gaming device, a navigation device, a point of sale (POS) device, a laptop, a tablet, a desktop computer, and the like, or any combination thereof. In some embodiments, terminal 140 can include an input device, an output device, and the like. Input devices may include alphanumeric keys and other keys that may be input through a keyboard, touch screen (eg, with tactile or tactile feedback), voice input, line-of-sight tracking input, brain monitoring system, or any other similar input mechanism. Input information received by the input device can be transmitted to the processing engine 120 via, for example, a bus for further processing. Other types of input devices may include cursor control devices such as a mouse, trackball or cursor direction keys, and the like. The output device can include a display, a speaker, a printer, and the like, or a combination thereof. In some embodiments, terminal 140 can be part of processing engine 120.
网络150可以包括可以促进用于智能轮椅自动驾驶系统100的信息和/或数据交换的任何适合网络。在一些实施例中,智能轮椅自动驾驶系统100的一个或多个组件(例如,智能轮椅110、处理引擎120、存储器130、终端140等)可以通过网络150与成像系统100的一个或多个其它组件进行信息和/或数据通信。例如,处理引擎120可以通过网络150从扫描器110获得图像数据。再例如,处理引擎120可以通过网络150从终端140获得用户指令。网络150可以是和/或包括公共网络(例如,互联网)、专用网络(例如,局域网(LAN)、广域网(WAN)等)、有线网络(例如,以太网)、无线网络(例如,802.11网络、Wi-Fi网络等)、蜂窝网络(例如,长期演进(LTE)网络)、帧中继网络、虚拟专用网络(VPN)、卫星网络、电话网络、路由器、集线器、转换器、服务器计算机和/或其任意组合。例如,网络150可以包括电缆网络、有线网络、光纤网络、电信网络、内部网络、无线局域网(WLAN)、城 域网(MAN)、公共电话交换网络(PSTN)、Bluetooth TM网络、ZigBee TM网络、近场通信(NFC)网络等等,或其任意组合。在一些实施例中,网络150可以包括一个或多个网络接入点。例如,网络150可以包括有线和/或无线网络接入点,如基站和/或互联网交换点,通过上述网络接入点,智能轮椅自动驾驶系统100的一个或多个组件可以连接至网络150以交换数据和/或信息。 Network 150 may include any suitable network that may facilitate the exchange of information and/or data for intelligent wheelchair automated driving system 100. In some embodiments, one or more components of the intelligent wheelchair automated driving system 100 (eg, smart wheelchair 110, processing engine 120, memory 130, terminal 140, etc.) may be through network 150 with one or more other of imaging system 100 The component communicates information and/or data. For example, processing engine 120 may obtain image data from scanner 110 over network 150. As another example, the processing engine 120 can obtain user instructions from the terminal 140 over the network 150. Network 150 may be and/or include a public network (eg, the Internet), a private network (eg, a local area network (LAN), a wide area network (WAN), etc.), a wired network (eg, Ethernet), a wireless network (eg, an 802.11 network, Wi-Fi networks, etc.), cellular networks (eg, Long Term Evolution (LTE) networks), Frame Relay networks, Virtual Private Networks (VPNs), satellite networks, telephone networks, routers, hubs, switches, server computers, and/or Any combination thereof. For example, network 150 may include a cable network, a wired network, a fiber network, telecommunications network, internal network, a wireless local area network (WLAN), metropolitan area network (MAN), a public switched telephone network (PSTN), Bluetooth TM network, ZigBee TM network, Near field communication (NFC) network, etc., or any combination thereof. In some embodiments, network 150 can include one or more network access points. For example, network 150 can include wired and/or wireless network access points, such as base stations and/or Internet switching points, through which one or more components of intelligent wheelchair automated driving system 100 can be connected to network 150 Exchange data and/or information.
以上描述仅出于说明性目的,并不限制本申请的保护范围。许多替代方案,修改和变体对于本领域技术人员是显而易见的。本文描述的示例性实施例的特征、结构、方法和其它特征可以以各种方式组合以获得附加的和/或替代性的示例性实施例。例如,存储器130可以是包括云计算平台的数据存储器,云计算平台可以是公共云、私有云、社区云、混合云等。然而,变体和修改不会脱离本申请的范围。The above description is for illustrative purposes only and does not limit the scope of protection of the application. Many alternatives, modifications and variations will be apparent to those skilled in the art. The features, structures, methods, and other features of the exemplary embodiments described herein may be combined in various ways to obtain additional and/or alternative exemplary embodiments. For example, the memory 130 may be a data storage including a cloud computing platform, which may be a public cloud, a private cloud, a community cloud, a hybrid cloud, or the like. However, variations and modifications do not depart from the scope of the present application.
图2为根据本申请的一些实施例的一个示例性的可以实施处理引擎120的计算装置200的示例性硬件和/或软件组件的示意图。如图2所示,计算装置200可以包括处理器210、存储器220、输入/输出端(I/O)230以及通信端口240。2 is a schematic diagram of exemplary hardware and/or software components of an exemplary computing device 200 that can implement processing engine 120, in accordance with some embodiments of the present application. As shown in FIG. 2, computing device 200 can include a processor 210, a memory 220, an input/output (I/O) 230, and a communication port 240.
处理器210可以根据本文中描述的技术执行计算机指令(例如,程序代码)并且执行处理引擎120的功能。计算机指令可以包括例如例程、程序、物体、组件、数据结构、工序、模块和功能,其执行本文中描述的特定功能。例如,处理器210可以处理从智能轮椅110、终端140、存储器130和/或智能轮椅自动驾驶系统100的任何其它组件获取的数据。在一些实施例中,处理器210可以包括一个或多个硬件处理器,如微控制器、微处理器、精简指令计算机(RISC)、特殊应用集成电路(ASIC)、特殊应用指令集处理器(ASIP)、中央处理器(CPU)、图形处理器(GPU)、物理处理器(PPU)、微控制器单元、数字信号处理器(DSP)、现场可编程门阵列(FPGA)、高级精简指令系统计算机(ARM)、可编程逻辑装置(PLD)、能够执行一个或多个功能的任何电路或处理器等等,或其任意组合。 Processor 210 can execute computer instructions (eg, program code) and perform the functions of processing engine 120 in accordance with the techniques described herein. Computer instructions may include, for example, routines, programs, objects, components, data structures, operations, modules, and functions that perform the specific functions described herein. For example, processor 210 can process data acquired from smart wheelchair 110, terminal 140, memory 130, and/or any other component of intelligent wheelchair automated driving system 100. In some embodiments, processor 210 may include one or more hardware processors, such as a microcontroller, a microprocessor, a reduced instruction computer (RISC), an application specific integrated circuit (ASIC), a special application instruction set processor ( ASIP), central processing unit (CPU), graphics processing unit (GPU), physical processor (PPU), microcontroller unit, digital signal processor (DSP), field programmable gate array (FPGA), advanced reduced instruction system A computer (ARM), a programmable logic device (PLD), any circuit or processor capable of performing one or more functions, or the like, or any combination thereof.
仅用于说明,只描述计算装置200中的一个处理器。然而,应该注意的是,本申请中的计算装置200也可以包括多个处理器,因此本申请中描述的由一个处理器执行的操作和/或方法步骤也可以共同或独立地由多个处理器执行。例如,如果在本申请中,计算装置200的处理器执行处理A和处理B,应理解处理A和处理B也可以由计算装置200中的两个或两个以上不同的处理器共同或独立地执行(例如,第一处理器 执行处理A,第二处理器执行处理B;或第一处理器和第二处理器共同执行处理A和B)。For purposes of illustration only, only one processor in computing device 200 is described. However, it should be noted that the computing device 200 in this application may also include multiple processors, and thus the operations and/or method steps performed by one processor described herein may also be processed by multiple processors, either collectively or independently. Execution. For example, if, in the present application, the processor of computing device 200 performs process A and process B, it should be understood that process A and process B may also be shared or independently by two or more different processors in computing device 200. Execution (eg, the first processor executes process A, the second processor performs process B; or the first processor and the second processor collectively perform processes A and B).
存储器220可以存储从智能轮椅110、终端140、存储器130和/或智能轮椅自动驾驶系统100的任何其它组件获取的数据/信息。在一些实施例中,存储器220可以包括大容量存储器、卸除式存储器、易失性读/写存储器、只读存储器(ROM)等等,或其任意组合。例如,大容量存储器可以包括磁盘、光盘、固态驱动器等。卸除式存储器可以包括闪存驱动器、软盘、光盘、记忆卡、压缩磁盘、磁带等。易失性读/写存储器可以包括随机存取存储器(RAM)。RAM可以包括动态RAM(DRAM)、双数据速率同步动态RAM(DDR SDRAM)、静态RAM(SRAM)、闸流晶体管RAM(T-RAM)以及零电容器RAM(Z-RAM)等。ROM可以包括掩膜ROM(MROM)、可编程ROM(PROM)、擦除可编程ROM(EPROM)、电擦除可编程ROM(EEPROM)、光盘ROM(CD-ROM)以及数字通用盘ROM等。在一些实施例中,存储器220可以存储一个或多个程序和/或指令以执行本申请中描述的示例性方法。例如,存储器220可以存储一个程序,该程序可使得处理引擎120确定一个正则项。 Memory 220 may store data/information obtained from smart wheelchair 110, terminal 140, memory 130, and/or any other component of intelligent wheelchair automated driving system 100. In some embodiments, memory 220 can include mass storage, removable memory, volatile read/write memory, read only memory (ROM), and the like, or any combination thereof. For example, mass storage can include magnetic disks, optical disks, solid state drives, and the like. The removable storage may include a flash drive, a floppy disk, an optical disk, a memory card, a compact disk, a magnetic tape, and the like. Volatile read/write memory may include random access memory (RAM). The RAM may include dynamic RAM (DRAM), double data rate synchronous dynamic RAM (DDR SDRAM), static RAM (SRAM), thyristor RAM (T-RAM), and zero capacitor RAM (Z-RAM). The ROM may include a mask ROM (MROM), a programmable ROM (PROM), an erase programmable ROM (EPROM), an electrically erasable programmable ROM (EEPROM), a compact disk ROM (CD-ROM), a digital versatile disk ROM, and the like. In some embodiments, memory 220 may store one or more programs and/or instructions to perform the example methods described herein. For example, memory 220 can store a program that can cause processing engine 120 to determine a regular item.
I/O 230可以输入和/或输出信号、数据、信息等。在一些实施例中,I/O 230可以实现与处理引擎120的用户交互。在一些实施例中,I/O 230可以包括一个输入装置和一个输出装置。输入装置的实例可以包括键盘、鼠标、触摸屏、麦克风等等,或其组合。输出装置的实例可以包括显示装置、扬声器、打印机、投影仪等等,或其组合。显示装置的实例可以包括液晶显示器(LCD)、基于发光二极管(LED)的显示器、平板显示器、曲面屏幕、电视装置、阴极射线管(CRT)、触摸屏等等,或其组合。I/O 230 can input and/or output signals, data, information, and the like. In some embodiments, I/O 230 can implement user interaction with processing engine 120. In some embodiments, I/O 230 can include an input device and an output device. Examples of the input device may include a keyboard, a mouse, a touch screen, a microphone, and the like, or a combination thereof. Examples of the output device may include a display device, a speaker, a printer, a projector, and the like, or a combination thereof. Examples of the display device may include a liquid crystal display (LCD), a light emitting diode (LED) based display, a flat panel display, a curved screen, a television device, a cathode ray tube (CRT), a touch screen, and the like, or a combination thereof.
通信端口240可以连接至网络(例如,网络150)以促进数据通信。通信端口240可以建立处理引擎120与智能轮椅110、终端140和/或存储器130之间的连接。连接可以是有线连接、无线连接、可以实现数据传输和/或接收的任何其它通信连接和/或这些连接的任意组合。有线连接可以包括例如电缆、光缆、电话线、等等,或其任意组合。无线连接可以包括例如Bluetooth TM连接、Wi-Fi TM连接、WiMax TM连接、WLAN连接、ZigBee连接、移动网络连接(例如,3G、4G、5G等)等等,或其组合。在一些实施例中,通信端口240可以是(或包括)一个标准化通信端口,如RS232、 RS485等。在一些实施例中,通信端口240可以是一个专门设计的通信端口。例如,可以根据自动驾驶的通讯协议来设计通信端口240。 Communication port 240 can be connected to a network (e.g., network 150) to facilitate data communication. Communication port 240 may establish a connection between processing engine 120 and smart wheelchair 110, terminal 140, and/or memory 130. The connection may be a wired connection, a wireless connection, any other communication connection that enables data transmission and/or reception, and/or any combination of these connections. Wired connections may include, for example, cables, fiber optic cables, telephone lines, and the like, or any combination thereof. The wireless connection may comprise, for example, Bluetooth TM connection, Wi-Fi TM connections, WiMax TM communication, WLAN connection, ZigBee connection, a mobile network connection (e.g., 3G, 4G, 5G, etc.) and the like, or combinations thereof. In some embodiments, communication port 240 can be (or include) a standardized communication port, such as RS232, RS485, and the like. In some embodiments, communication port 240 can be a specially designed communication port. For example, communication port 240 can be designed in accordance with an autonomous driving communication protocol.
图3为根据本申请的一些实施例所示的一个示例性移动设备300的示例性硬件和/或软件组件的示意图,移动设备300上可以实施终端140。如图3所示,移动设备300可以包括通信平台310、显示器320、图形处理单元(GPU)330、中央处理器(CPU)340、I/O 350、存储器360以及存储器390。在一些实施例中,移动设备300还可以包括任何其它适合组件,包括但不限于系统总线或控制器(未示出)。在一些实施例中,操作系统370(例如,iOS TM、Android TM、Windows Phone TM等)和一个或多个应用程序380可以从存储器390加载至存储器360,从而由CPU 340执行。应用程序380可以包括浏览器或任何其它适合移动应用,所述应用用于接收和呈现关于图像处理的信息或来自处理引擎120的其它信息。可以通过I/O 350实现信息流与用户的交互,并将所述用户交互通过网络150提供给处理引擎120和/或智能轮椅自动驾驶系统100的其它组件。 3 is a schematic diagram of exemplary hardware and/or software components of an exemplary mobile device 300, which may be implemented on a mobile device 300, in accordance with some embodiments of the present application. As shown in FIG. 3, mobile device 300 can include communication platform 310, display 320, graphics processing unit (GPU) 330, central processing unit (CPU) 340, I/O 350, memory 360, and memory 390. In some embodiments, mobile device 300 may also include any other suitable components including, but not limited to, a system bus or controller (not shown). In some embodiments, operating system 370 (e.g., iOS TM, Android TM, Windows Phone TM , etc.) and one or more application programs 380 may be loaded from memory 390 to the memory 360, thereby performing by the CPU 340. Application 380 can include a browser or any other suitable mobile application for receiving and presenting information regarding image processing or other information from processing engine 120. Information flow interaction with the user may be implemented by I/O 350 and provided to the processing engine 120 and/or other components of the intelligent wheelchair automated driving system 100 via the network 150.
为了实施本申请中描述的多个模块、单元及其功能,计算机硬件平台可以用作本申请中描述的一个或多个元件的硬件平台。具有用户界面元件的计算机可以用于实施个人计算机(PC)或任何其它类型的工作站或外部装置。如果适当地编程,计算机还可以用作服务器。To implement the various modules, units, and functions thereof described in this application, a computer hardware platform can be utilized as a hardware platform for one or more of the elements described in this application. A computer with user interface elements can be used to implement a personal computer (PC) or any other type of workstation or external device. The computer can also be used as a server if properly programmed.
图4为根据本申请的一些实施例所示的示例性处理引擎120的示意图。处理引擎120可以包括获取模块402、处理模块404、检测模块406、控制模块408以及存储模块410。处理引擎120的至少一部分可以在如图2所示的计算装置或如图3所示的移动设备上实施。FIG. 4 is a schematic diagram of an exemplary processing engine 120, shown in accordance with some embodiments of the present application. The processing engine 120 can include an acquisition module 402, a processing module 404, a detection module 406, a control module 408, and a storage module 410. At least a portion of the processing engine 120 can be implemented on a computing device as shown in FIG. 2 or a mobile device as shown in FIG.
获取模块402可以获取数据。在一些实施例中,获取模块402可以从智能轮椅110、存储器130、终端140和/或外部数据源(未示出)获取与智能轮椅110相关的数据。在一些实施例中,所述数据可以包括原始数据(例如,行驶数据)、指令等等,或其组合。例如,可以基于智能轮椅车轮的滚动速度生成智能轮椅的行驶速度。指令可以由处理引擎120的处理器执行以实施本申请中描述的示例性方法。在一些实施例中,已获取数据可以传输至存储模块410进行存储。The acquisition module 402 can acquire data. In some embodiments, the acquisition module 402 can obtain data related to the smart wheelchair 110 from the smart wheelchair 110, the memory 130, the terminal 140, and/or an external data source (not shown). In some embodiments, the data may include raw data (eg, travel data), instructions, and the like, or a combination thereof. For example, the travel speed of the smart wheelchair can be generated based on the rolling speed of the smart wheelchair wheel. The instructions may be executed by a processor of processing engine 120 to implement the example methods described herein. In some embodiments, the acquired data can be transmitted to the storage module 410 for storage.
处理模块404可以对数据进行处理。处理模块404可以处理由处理引擎120的多个模块提供的信息。处理模块404可以处理已由获取模块402获取的数据、由检测 模块406检测得到的数据、从存储模块410和/或存储器130得到的数据等。例如,处理模块404可以处理获取模块402获取的GPS定位数据,以确定智能轮椅110的实时位置。又例如,处理模块404可以处理获取模块402获取的目的地信息,并根据智能轮椅110的实时位置,确定智能轮椅110的行驶路径。在一些实施例中,用户可以实时的改变目的地,处理模块404可以实时的根据用户需求对智能轮椅110的行驶路径进行调整。例如,在自动行驶过程中,用户表达出对某一事物感兴趣时(例如:超市促销,街头演出等等),可能实时的修改其原本的目的地信息,处理模块404可以根据实时修改的目的地信息,对行驶路径进行调整。在一些实施例中,检测模块406可以通过安装于智能轮椅110上检测装置(如:摄像头、雷达、距离传感器等)检测行驶路径上障碍物的相关数据,处理模块404可以对所述障碍物相关数据进行处理。例如:智能轮椅110上可能安装有摄像头,所述摄像头可以获取障碍物的图片数据,处理模块404可以根据预设的预测模型判断障碍物的类型。 Processing module 404 can process the data. Processing module 404 can process information provided by multiple modules of processing engine 120. Processing module 404 can process data that has been acquired by acquisition module 402, data detected by detection module 406, data obtained from storage module 410 and/or memory 130, and the like. For example, the processing module 404 can process the GPS positioning data acquired by the acquisition module 402 to determine the real-time location of the smart wheelchair 110. For another example, the processing module 404 can process the destination information acquired by the acquisition module 402 and determine the travel path of the smart wheelchair 110 according to the real-time location of the smart wheelchair 110. In some embodiments, the user can change the destination in real time, and the processing module 404 can adjust the travel path of the smart wheelchair 110 in real time according to the user's needs. For example, during the automatic driving process, when the user expresses interest in a certain thing (for example, supermarket promotion, street performance, etc.), the original destination information may be modified in real time, and the processing module 404 may perform the purpose of real-time modification. Ground information, adjust the driving path. In some embodiments, the detection module 406 can detect related data of obstacles on the travel path by detecting devices (eg, cameras, radars, distance sensors, etc.) mounted on the smart wheelchair 110, and the processing module 404 can correlate the obstacles. The data is processed. For example, the smart wheelchair 110 may be equipped with a camera, the camera may acquire image data of the obstacle, and the processing module 404 may determine the type of the obstacle according to a preset prediction model.
检测模块406可以检测障碍物的数据。所述障碍物的相关数据包括障碍物的类型、位置、尺寸信息。在一些实施例中,所述障碍物可以是固定不动的。例如,如停在路边的车辆。检测模块406可以通过摄像头获取该车辆的图片数据,可以通过雷达检测该车辆的移动信息。进一步地,这些与车辆相关的信息可以被发送到存储模块410用于后续的操作(例如:作为训练模型的样本信息),也可以发送给处理模块404进行处理,以生成相关操作指令。例如,处理模块404可以根据所述车辆的位置及尺寸信息,生成相应的障碍物规避指令,以控制智能轮椅110的运动(例如:减速,转向等)。在一些实施例中,所述障碍物可以是实时移动的物体(例如:实时移动的车辆或行人)。此时,检测模块404可以检测到该物体的移动速度信息,处理模块406可以基于该物体的速度信息预测物体的移动轨迹,并判断其是否会与智能轮椅110发生碰撞。若判断结果为是,则智能轮椅110可以自动调整移动状态(如制动,转向等),以进行有效合理的地规避。进一步地,如果检测到的移动物体为行人,所述智能轮椅110可以对该行人进行身份识别,并判断该行人是否为用户认识的人,若判断结果为是,则发出提醒。所述对行人的身份进行识别可以通过检测装置获取的图片信息,对所述行人的行走姿态进行识别。所述发出提醒的方式可以包括,显示屏提示,语音提示、振动提示等。The detection module 406 can detect the data of the obstacle. The relevant data of the obstacle includes information on the type, location, and size of the obstacle. In some embodiments, the obstacle may be stationary. For example, a vehicle parked on the side of a road. The detecting module 406 can acquire the picture data of the vehicle through the camera, and can detect the movement information of the vehicle by using a radar. Further, these vehicle related information may be sent to the storage module 410 for subsequent operations (eg, sample information as a training model), or may be sent to the processing module 404 for processing to generate related operational instructions. For example, the processing module 404 can generate a corresponding obstacle avoidance instruction according to the position and size information of the vehicle to control the movement of the smart wheelchair 110 (eg, deceleration, steering, etc.). In some embodiments, the obstacle may be an object that moves in real time (eg, a vehicle or pedestrian moving in real time). At this time, the detecting module 404 can detect the moving speed information of the object, and the processing module 406 can predict the moving trajectory of the object based on the speed information of the object, and determine whether it will collide with the smart wheelchair 110. If the result of the determination is yes, the smart wheelchair 110 can automatically adjust the movement state (such as braking, steering, etc.) for effective and reasonable avoidance. Further, if the detected moving object is a pedestrian, the smart wheelchair 110 may identify the pedestrian and determine whether the pedestrian is a person recognized by the user, and if the judgment result is yes, issue a reminder. The identifying the identity of the pedestrian may identify the walking posture of the pedestrian by detecting the picture information acquired by the device. The manner of issuing the reminder may include a display prompt, a voice prompt, a vibration prompt, and the like.
控制模块408可以接受处理模块406发送的、存储于存储模块410中的或者是由用户手动输入的控制指令信息,对轮椅进行控制。所述控制指令可以包括移动控制指令、功能控制指令等。所述移动控制指令包括轮椅的减速、制动、转向等。所述功能控制指令包括温度调节控制指令、语音/视频开启指令、座椅调节指令。在一些实施例中,控制模块408可以接收来用户的实时指令或用户提供的预定指令以控制智能轮椅110、获取模块402和/或处理模块406的一项或多项操作。例如:在检测到障碍物时,处理模块404发出障碍物规避指令,控制模块可以根据该指令对智能轮椅110进行制动及转向控制。又例如:当接收的用户的座位调节指令时,控制模块可以对做智能轮椅的座位倾斜角度进行自动调节。又例如:当接受到用户的语音/视频开启指令,智能轮椅110可以自动开启语音/视频通话功能。在一些实施例中,控制模块408可以与处理引擎120的一个或多个其它模块通信以进行信息和/或数据交换。The control module 408 can accept the control instruction information sent by the processing module 406, stored in the storage module 410, or manually input by the user, to control the wheelchair. The control instructions may include a movement control instruction, a function control instruction, and the like. The movement control commands include deceleration, braking, steering, etc. of the wheelchair. The function control command includes a temperature adjustment control command, a voice/video open command, and a seat adjustment command. In some embodiments, control module 408 can receive real-time instructions from a user or predetermined instructions provided by a user to control one or more operations of smart wheelchair 110, acquisition module 402, and/or processing module 406. For example, when an obstacle is detected, the processing module 404 issues an obstacle avoidance command, and the control module can perform braking and steering control on the smart wheelchair 110 according to the instruction. For another example, when receiving the seat adjustment command of the user, the control module can automatically adjust the seat tilt angle of the smart wheelchair. For another example, the smart wheelchair 110 can automatically turn on the voice/video call function when receiving the user's voice/video open command. In some embodiments, control module 408 can communicate with one or more other modules of processing engine 120 for information and/or data exchange.
存储模块410可以存储图像数据、检测数据、控制参数、处理过的图像数据等等,或其组合。在一些实施例中,存储模块410可以存储可以由处理引擎120的处理器执行的一个或多个程序和/或指令,从而实施本申请中描述的示例性方法。例如,存储模块410可以存储可以由处理引擎120的处理器执行的程序和/或指令,从而获取障碍物信息、基于障碍物数据生成、和/或显示任何中间结果。The storage module 410 can store image data, detection data, control parameters, processed image data, and the like, or a combination thereof. In some embodiments, storage module 410 can store one or more programs and/or instructions that can be executed by a processor of processing engine 120 to implement the example methods described herein. For example, storage module 410 can store programs and/or instructions that can be executed by the processor of processing engine 120 to acquire obstacle information, generate obstacle based data, and/or display any intermediate results.
在一些实施例中,图4所示的一个或多个模块可以在图1所示的成像系统的至少一部分中实施。例如,获取模块402、控制模块408、存储模块410和/或处理模块404可以集成到控制台(未示出)。通过所述控制台,用户可以设定出行的目的地、选择行驶的路线、设定行驶的速度、改变行进路线等。在一些实施例中,控制台可以通过处理引擎120和/或终端140实施。In some embodiments, one or more of the modules shown in FIG. 4 can be implemented in at least a portion of the imaging system shown in FIG. For example, the acquisition module 402, the control module 408, the storage module 410, and/or the processing module 404 can be integrated into a console (not shown). Through the console, the user can set the destination of the trip, select the route to travel, set the speed of the trip, change the route of travel, and the like. In some embodiments, the console can be implemented by the processing engine 120 and/or the terminal 140.
图5为根据本申请的一些实施例所示的一个示例性处理模块406的框图。处理模块404可以包括一个候选路径确定单元502、一个路径评分单元504、一个排序单元506以及一个行驶路径确定单元508。处理模块406可以在多个组件(例如,如图2所示的计算装置200的处理器210)上实施。例如,处理模块406的至少一部分可以在如图2所示的计算装置或如图3所示的移动设备上实施。FIG. 5 is a block diagram of an exemplary processing module 406, shown in accordance with some embodiments of the present application. The processing module 404 can include a candidate path determining unit 502, a path scoring unit 504, a sorting unit 506, and a travel path determining unit 508. Processing module 406 can be implemented on multiple components (e.g., processor 210 of computing device 200 as shown in FIG. 2). For example, at least a portion of the processing module 406 can be implemented on a computing device as shown in FIG. 2 or a mobile device as shown in FIG.
候选路径确定单元502可以确定多条候选路径。在一些实施例中,所述多条路径具有相同的起点和相同的目的地。所述起点为智能轮椅的当前位置。所述智能轮椅的当前位置可以通过现有的定位技术获取。本申请中使用的定位技术可以包括全球定 位系统(GPS)、全球卫星导航系统(GLONASS)、北斗导航系统(COMPASS)、伽利略定位系统、准天顶卫星系统(QZSS)、无线保真(WiFi)定位技术、图片识别定位等或上述举例的任意组合。以上定位技术中的一个或多个可以在本申请中交换使用。所述终点可以由用户选定或输入的。例如,系统可以根据历史的出行记录为用户提供多个最近的目的地信息供用户选择。当系统提供的目的地中,不包含用户需求时,用户可以输入新的目的地。输入的方式包含手动输入、语音输入等。The candidate path determining unit 502 can determine a plurality of candidate paths. In some embodiments, the plurality of paths have the same starting point and the same destination. The starting point is the current location of the smart wheelchair. The current location of the smart wheelchair can be obtained by existing positioning techniques. The positioning techniques used in this application may include Global Positioning System (GPS), Global Navigation Satellite System (GLONASS), Beidou Navigation System (COMPASS), Galileo Positioning System, Quasi-Zenith Satellite System (QZSS), Wireless Fidelity (WiFi). Positioning technology, picture recognition positioning, etc. or any combination of the above examples. One or more of the above positioning techniques may be used interchangeably in this application. The endpoint can be selected or entered by the user. For example, the system can provide the user with a plurality of recent destination information for the user to select based on historical travel records. When the system provides a destination that does not contain user requirements, the user can enter a new destination. The input method includes manual input, voice input, and the like.
在确定智能轮椅110行驶的起点及用户的目的地后,候选路径确定单元502可以据此确定多条候选路线。在一些实施例中,所述多条候选路径可能具有不同的路径特点。例如,具有不同的长度,路线中处于主干路线的长度占比不同,是否经过某一特定区域等。在一些实施例中,所述的不同的路径特点与对应的多条候选路径可以一起提供给用户,为用户的选择提供参考。如图8中所示的3条候选路线,路线1具有最短的路线长度;路线2中主干路线的长度占比最高而路线3路线了可以路过用户感兴趣区域C。After determining the starting point of the smart wheelchair 110 travel and the destination of the user, the candidate path determining unit 502 can determine a plurality of candidate routes accordingly. In some embodiments, the plurality of candidate paths may have different path characteristics. For example, having different lengths, the length of the trunk route in the route is different, whether it passes through a certain area, and the like. In some embodiments, the different path characteristics and the corresponding multiple candidate paths may be provided to the user together to provide a reference for the user's selection. As shown in FIG. 8 , the route 1 has the shortest route length; the route of the trunk route has the highest proportion of the route and the route of the route 3 can pass the user's region of interest C.
路径评分单元504可以分别对所述多条候选路径进行综合评分。在一些实施例中,所述评分根据所述路径特点确定。每个路径特点都对应一个权值,每条候选路径的评分都考虑到所述路径特点。例如:考虑路径长度、红绿灯数量、需拐弯次数、道路拥堵程度等。可以对每一项路径特点进行评分,在乘以每个路径特点的权重值,得到该条路径的综合评分。某一候选路线对应的上述各路径特点的评分可以分别为10分、10分、8分和6分,对应的权重值可以分别为0.3、0.1、0.2和0.4。从而,可以得到最后改候选路线的综合评分为8分。需要注意的是所述评分可以以具体的分数进行展示,也可以通过等级、星级等方式进行。The path scoring unit 504 can separately score the plurality of candidate paths. In some embodiments, the rating is determined based on the path characteristics. Each path feature corresponds to a weight, and the score of each candidate path takes into account the path characteristics. For example: consider the length of the path, the number of traffic lights, the number of turns required, the degree of road congestion, and so on. Each path feature can be scored, and the weighted value of each path feature is multiplied to obtain a comprehensive score for the path. The scores of the above path features corresponding to a candidate route may be 10, 10, 8, and 6 points, respectively, and the corresponding weight values may be 0.3, 0.1, 0.2, and 0.4, respectively. Thus, the comprehensive score of the last modified candidate route can be obtained as 8 points. It should be noted that the score can be displayed with a specific score, or by level, star rating, and the like.
排序单元506可以根据每条候选路径的综合评分对所述多条候选路线进行排序,并将排序结果呈现给客户以供选择。行驶路径确定单元508可以根据客户的选择结果确定最终的行驶路径。在一些实施例中,轮椅最终的行驶路径可以是候选路径中的任意一条,也可以是用户自定义的行驶路径。The sorting unit 506 can sort the plurality of candidate routes according to the comprehensive score of each candidate path, and present the sorting result to the client for selection. The travel route determining unit 508 can determine the final travel route based on the result of the customer's selection. In some embodiments, the final travel path of the wheelchair may be any of the candidate paths or a user-defined travel path.
应该注意的是,上述关于处理模块406的描述仅出于说明性目的,并不用于限制本申请的范围。对于本领域的技术人员来说,可以在本申请的指示下做出多种变体或修改。然而,这些变体和修改不会脱离本申请的范围。例如,排序单元506可以集 成到路径评分504和/或行驶路径确定单元508。再例如,候选路径单元502可以省略或集成到路径评分单元504。It should be noted that the above description of the processing module 406 is for illustrative purposes only and is not intended to limit the scope of the application. Many variations or modifications can be made by those skilled in the art in light of the teachings herein. However, such variations and modifications do not depart from the scope of the present application. For example, sorting unit 506 can be integrated into path score 504 and/or travel path determination unit 508. As another example, candidate path unit 502 can be omitted or integrated into path scoring unit 504.
图6为根据本申请的一些实施例所示的智能轮椅自动驾驶的一个示例性600流程图。在一些实施例中,流程600可以包括:获取目的地信息602、确定轮椅的当前位置604、根据目的地信息和当前位置确定轮椅的行驶路径606、检测轮椅的行驶路径中的障碍物信息608以及根据检测到的障碍物信息调整所述轮椅的移动610。在一些实施例中,图6所示的流程600的用于轮椅自动驾驶的一项或多项操作可以在图1所示的成像系统100中实施。例如,图6所示的流程600可以以指令的形式存储于存储器130,并且由处理引擎120(例如,图2所示的计算装置200的处理器210、图3所示的移动设备300的CPU 340)调用和/或执行。6 is an exemplary 600 flow diagram of intelligent wheelchair automated driving, in accordance with some embodiments of the present application. In some embodiments, the process 600 can include: obtaining destination information 602, determining a current location 604 of the wheelchair, determining a travel path 606 of the wheelchair based on the destination information and the current location, detecting obstacle information 608 in the travel path of the wheelchair, and The movement 610 of the wheelchair is adjusted based on the detected obstacle information. In some embodiments, one or more operations for automated wheelchair driving of flow 600 shown in FIG. 6 may be implemented in imaging system 100 shown in FIG. For example, the process 600 shown in FIG. 6 may be stored in the memory 130 in the form of instructions, and by the processing engine 120 (eg, the processor 210 of the computing device 200 shown in FIG. 2, the CPU of the mobile device 300 shown in FIG. 340) Call and/or execute.
在操作602中,可以获取用户的目的地信息。操作602由获取模块402执行。在一些实施例中,目的地信息可以从智能轮椅110、存储器130、终端140或外部数据源获取。如本文所使用的,目的地信息可以包括目的地的名称、目的地的经纬度坐标等。用户可以直接输入目的地的名称,也输入目的地的经纬度坐标,还可以通过电子地图指定目的地。在一些实施例中,用户可以通过选择历史出行记录中最近数次出行的目的地提供给用户进行选择。在一些实施例中,给客户提供目的地时,可以通过推荐模型、机器学习或人工神经网络等方法预测用户选择对应目的地的概率,并将概率高的目的地优先或者是以显眼的方式呈现给用户。In operation 602, destination information of the user may be acquired. Operation 602 is performed by acquisition module 402. In some embodiments, the destination information can be obtained from the smart wheelchair 110, the memory 130, the terminal 140, or an external data source. As used herein, the destination information may include the name of the destination, the latitude and longitude coordinates of the destination, and the like. The user can directly enter the name of the destination, enter the latitude and longitude coordinates of the destination, and specify the destination via an electronic map. In some embodiments, the user may provide the user with a selection by selecting the destination of the most recent travel in the historical travel record. In some embodiments, when a destination is provided to a client, the probability of the user selecting the corresponding destination may be predicted by a recommendation model, machine learning, or artificial neural network, and the destination with high probability may be prioritized or presented in a conspicuous manner. To the user.
在操作604中,可以确定轮椅的当前位置。操作604由处理模块404执行。在一些实施例中,可以基于本申请中提及的一种或多种定位技术来确定轮椅的当前位置。例如,可以基于GPS定位技术来实现操作604。在一些实施例中,定位技术还可以包括全球卫星导航系统(GLONASS)、北斗导航系统(COMPASS)、伽利略定位系统、准天顶卫星系统(QZSS)、无线保真(WiFi)定位技术等或上述举例的任意组合。以上定位技术中的一个或多个可以在本申请中交换使用。In operation 604, the current location of the wheelchair can be determined. Operation 604 is performed by processing module 404. In some embodiments, the current location of the wheelchair can be determined based on one or more positioning techniques mentioned in this application. For example, operation 604 can be implemented based on GPS positioning techniques. In some embodiments, the positioning technology may further include a global satellite navigation system (GLONASS), a Beidou navigation system (COMPASS), a Galileo positioning system, a quasi-zenith satellite system (QZSS), a wireless fidelity (WiFi) positioning technology, etc., or the like. Any combination of examples. One or more of the above positioning techniques may be used interchangeably in this application.
在操作606中,可以根据目的地信息和当前位置确定轮椅的行驶路径。操作606由处理模块404执行。在一些实施例中,所述轮椅的行驶路径可以是系统推荐的,也可以是用户输入的。例如,获取目的地信息及轮椅的当前位置信息后,系统可以确定多条候选路径以供用户选择。用户可以选择这些候选路线中的任意一条作为轮椅的行驶路径。在一些实施例中,用户可以自定义一条路线作为轮椅的行驶路线。例 如,当系统确定了当前轮椅的位置为“家”,并且后获取了用户输入的目的地为“超市”时。系统可以为用户推荐三条候选路线。这三条候选路线分别具有路程最短、红绿灯最少、拐弯最少的特点。如果此时用户觉得需要先去另一地点(如:早餐店),因此,这三条推荐路线可能均不符合用户的需求。此时,用户可以自定义轮椅的行驶路径,使其满足用户的实际需求。在一些实施例中,用户可以实时的改变轮椅的行驶路径。例如,当用户接收到感兴趣事务的提醒,并确认对其感兴趣时,系统可以实时的修改轮椅的行驶路径,以满足用户的实时需求。In operation 606, a travel path of the wheelchair may be determined based on the destination information and the current location. Operation 606 is performed by processing module 404. In some embodiments, the travel path of the wheelchair may be system recommended or user input. For example, after obtaining destination information and current location information for the wheelchair, the system can determine a plurality of candidate paths for the user to select. The user can select any of these candidate routes as the driving path of the wheelchair. In some embodiments, the user can customize a route as a driving route for the wheelchair. For example, when the system determines that the current wheelchair position is "home" and then the user input destination is "supermarket". The system can recommend three candidate routes for the user. These three candidate routes have the shortest distance, the least traffic lights and the least bends. If the user feels that they need to go to another location (such as a breakfast shop) at this time, the three recommended routes may not meet the user's needs. At this point, the user can customize the driving path of the wheelchair to meet the actual needs of the user. In some embodiments, the user can change the travel path of the wheelchair in real time. For example, when the user receives a reminder of the transaction of interest and confirms interest in it, the system can modify the driving path of the wheelchair in real time to meet the real-time needs of the user.
在操作608中,可以检测轮椅的行驶路径中的障碍物信息。操作608由检测模块406执行。在一些实施例中,智能轮椅110上可以安装多个检测装置(如:摄像头、雷达、距离传感器等)。通过这些检测装置,系统可以检测智能轮椅110周围的情况。例如,行进路线上的障碍物信息。所述障碍物可以是静止不动的,如停在路边的汽车。也可以是移动的,如在路上行走的行人。在一些实施例中,移动物体开始时可能并未处于行驶路线上,即并未对轮椅的行驶形成干扰,但是在其后续运动的过程中,可能运动到轮椅的行驶的路径上,并对轮椅的正常行驶造成干扰时,这类运动物体同样被认为是障碍物。In operation 608, obstacle information in the travel path of the wheelchair can be detected. Operation 608 is performed by detection module 406. In some embodiments, multiple detection devices (eg, cameras, radar, distance sensors, etc.) can be mounted on the smart wheelchair 110. With these detection devices, the system can detect conditions around the smart wheelchair 110. For example, obstacle information on the route of travel. The obstacle may be stationary, such as a car parked on the side of the road. It can also be mobile, such as pedestrians walking on the road. In some embodiments, the moving object may not be on the travel route at the beginning, ie, does not interfere with the travel of the wheelchair, but during its subsequent movement, may move to the path of the wheelchair and travel to the wheelchair Such moving objects are also considered to be obstacles when the normal driving causes interference.
在一些实施例中,操作608可以获取障碍物的信息。所述障碍物信息可以包括障碍物的类型、位置、大小及运动状态等。例如:利用摄像头可以获取障碍物的图片,并且根据所述障碍物的图片可以通过图片识别的方法确定障碍物的类型。所述图片识别的方法包括:机器学习、深度学习、人工神经网络等。又例如:利用雷达和/或距离传感器等,可以获取障碍物与轮椅的相对位置信息,以及障碍物的实际尺寸及速度信息等。所述获取的障碍物信息,可以为系统后续规划障碍物规避方案提供参考。In some embodiments, operation 608 can obtain information of an obstacle. The obstacle information may include the type, position, size, and motion state of the obstacle. For example, a picture of an obstacle can be acquired by using a camera, and the type of the obstacle can be determined by a picture recognition method according to the picture of the obstacle. The method for picture recognition includes: machine learning, deep learning, artificial neural network, and the like. For another example, the relative position information of the obstacle and the wheelchair, the actual size and speed information of the obstacle, and the like can be obtained by using a radar and/or a distance sensor. The acquired obstacle information may provide a reference for the system to plan an obstacle avoidance scheme.
在操作610中,可以根据检测到的障碍物信息调整所述轮椅的移动。操作610由控制模块408执行。在一些实施例中,调整所述轮椅的移动包括调整轮椅的移动方向(向左或向右)以及调整轮椅的速度(加速或减速)。例如,在智能轮椅110行进的过程中,当检测到一辆汽车停放于右前方的路边,系统将调整智能轮椅110向左前方移动,以规避该汽车。又例如,在智能轮椅110行进的过程中,当检测到智能轮椅的正前方有一行人,且经用户确认该行人为其所认识,系统可以调整智能轮椅的移动速度(加速),以追上所述处于智能轮椅正前方的行人。还例如,在智能轮椅110行 进的过程中,当检测到前方存在路口,并且存在其他方向行驶的汽车时,系统将调整智能轮椅110向移动速度(减速),以防止与所述其他方向行驶的汽车发生碰撞。In operation 610, the movement of the wheelchair may be adjusted based on the detected obstacle information. Operation 610 is performed by control module 408. In some embodiments, adjusting the movement of the wheelchair includes adjusting the direction of movement of the wheelchair (to the left or to the right) and adjusting the speed (acceleration or deceleration) of the wheelchair. For example, during the travel of the smart wheelchair 110, when it is detected that a car is parked on the right side of the roadside, the system will adjust the smart wheelchair 110 to move to the left to avoid the car. For another example, during the traveling of the smart wheelchair 110, when it is detected that there is a pedestrian in front of the smart wheelchair, and the user confirms that the pedestrian recognizes it, the system can adjust the moving speed (acceleration) of the smart wheelchair to catch up with the The pedestrian in front of the smart wheelchair. Also for example, during the travel of the smart wheelchair 110, when it is detected that there is an intersection ahead and there is a car traveling in other directions, the system will adjust the speed of the smart wheelchair 110 to the moving speed (deceleration) to prevent traveling with the other directions. The car collided.
需要注意的是,以上描述仅出于说明性目的,并不用于限制本申请的保护范围。对于本领域的技术人员来说,可以在本申请的指示下做出多种变体或修改。然而,这些变体和修改不会脱离本申请的保护范围。例如,流程600可以在610前包括一项用于预处理障碍物相关信息的操作。It is to be noted that the above description is for illustrative purposes only and is not intended to limit the scope of the application. Many variations or modifications can be made by those skilled in the art in light of the teachings herein. However, such variations and modifications do not depart from the scope of the present application. For example, the process 600 can include an operation for pre-processing obstacle related information prior to 610.
图7为根据本申请的一些实施例的确定轮椅的行驶路径的一个示例性的流程图700。流程700可以由处理模块406执行。在一些实施例中,图6所示的操作606可以根据流程700执行。在一些实施例中,图7所示的流程700的确定轮椅的行驶路径的一项或多项操作可以在图1所示的成像系统100中实施。例如,图7所示的流程700可以以指令的形式存储于存储器130,并且由处理引擎120(例如,图2所示的计算装置200的处理器210、图3所示的移动设备300的CPU 340)调用和/或执行。FIG. 7 is an exemplary flow diagram 700 of determining a travel path for a wheelchair, in accordance with some embodiments of the present application. The process 700 can be performed by the processing module 406. In some embodiments, operation 606 shown in FIG. 6 can be performed in accordance with process 700. In some embodiments, one or more operations of determining the travel path of the wheelchair of the process 700 illustrated in FIG. 7 may be implemented in the imaging system 100 illustrated in FIG. For example, the process 700 shown in FIG. 7 may be stored in the memory 130 in the form of instructions and by the processing engine 120 (eg, the processor 210 of the computing device 200 shown in FIG. 2, the CPU of the mobile device 300 shown in FIG. 340) Call and/or execute.
在操作702中,可以根据当前位置及目的地信息计算多条候选路径。操作702可以由候选路径确定单元502执行。在一些实施例中,获取用户的目的地信息并确定用户的当前位置后,系统可以根据获取的目的地及当前位置确定多条候选的行驶路径以供客户选择。在一些实施例中,所述多条候选路径可能具有不同的路径特点。例如,具有不同的长度,路线中处于主干路线的长度占比不同,是否经过某一特定区域等。在一些实施例中,所述不同的路径特点与对应的多条候选路径可以一起提供给用户,为用户的选择提供参考。In operation 702, a plurality of candidate paths may be calculated based on the current location and destination information. Operation 702 can be performed by candidate path determination unit 502. In some embodiments, after obtaining the destination information of the user and determining the current location of the user, the system may determine a plurality of candidate travel paths for the customer to select according to the acquired destination and the current location. In some embodiments, the plurality of candidate paths may have different path characteristics. For example, having different lengths, the length of the trunk route in the route is different, whether it passes through a certain area, and the like. In some embodiments, the different path characteristics and corresponding multiple candidate paths may be provided to the user together to provide a reference for the user's selection.
在操作704中,可以对所述多条候选路径进行评分。操作704可以由路径评分单元504执行。在一些实施例中,所述评分与候选路径的路径特点有关。每个路径特点都对应一个权值,不同的路径特点其权值可能相同。对每条候选路径的评分需考虑到多个所述路径特点,如:考虑路径长度、红绿灯数量、需拐弯次数、道路拥堵程度等。在一些实施例中,系统可以对每一项路径特点进行评分,在乘以每个路径特点的权重值,得到该条路径的综合评分。所述评分可以是数字评分(如,8.0分、9.5分等),也可以是等级评分(如:3星级、5星级等)。In operation 704, the plurality of candidate paths may be scored. Operation 704 can be performed by path scoring unit 504. In some embodiments, the score is related to the path characteristics of the candidate path. Each path feature corresponds to a weight, and different path characteristics may have the same weight. The score of each candidate path needs to take into account a plurality of the characteristics of the path, such as: considering the path length, the number of traffic lights, the number of corners to be turned, and the degree of road congestion. In some embodiments, the system can score each path characteristic and multiply the weight value of each path feature to obtain a composite score for the path. The rating may be a numerical score (eg, 8.0 points, 9.5 points, etc.) or a rating (eg, 3 stars, 5 stars, etc.).
在操作706中,可以按照评分高低对多条候选路径进行排序,并将排序后的多条候选路径呈现给用户,以供用户进行选择。操作706可以由排序单元506执行。在一些实施例中,系统可以将多条候选路线按照评分从高到低进行排序,并将评分最高 的优先呈现给用户。例如,可以将评分最高的候选路径标记为推荐路线,其他候选路径标记为备选路线。又例如,在向用户呈现时候选路径时,将评分最高的候选路径放置于最上面或最显眼的位置。又例如,在电子地图中呈现候选路径时,可以将评分最高的候选路径进行突出显示(如设置不同于其他候选路径的颜色,或者设置最高的透明度等等)。In operation 706, the plurality of candidate paths may be sorted according to the level of the score, and the sorted plurality of candidate paths are presented to the user for selection by the user. Operation 706 can be performed by sequencing unit 506. In some embodiments, the system can rank multiple candidate routes from highest to lowest scores and present the highest ranked priority to the user. For example, the candidate track with the highest score can be marked as the recommended route, and the other candidate paths are marked as the alternate route. For another example, when presenting a candidate path to the user, the candidate path with the highest score is placed at the top or most conspicuous position. For another example, when the candidate path is presented in the electronic map, the candidate path with the highest score can be highlighted (such as setting a color different from other candidate paths, or setting the highest transparency, etc.).
在操作708中,可以根据用户的选择结果,确定轮椅的行驶路径。操作708可以由行驶路径确定单元508执行。在一些实施例中,用户可以选择所述多条候选路径中的任意一条作为轮椅的行驶路径,如用户可以直接选择评分最高的候选路线作为轮椅的行驶路径。在一些实施例中,用户可以根据实际情况自定义轮椅的行驶路线。例如,在实际情况中,用户可能需要优先路过一个不同于目的地的其他地点,此时可以通过输入装置(手动输入装置、语音输入装置或其他具有类似功能的输入装置)设置轮椅的行驶路径,以满足用户需求。In operation 708, the travel path of the wheelchair may be determined based on the result of the user's selection. Operation 708 can be performed by travel path determination unit 508. In some embodiments, the user may select any one of the plurality of candidate paths as the driving path of the wheelchair, such as the user may directly select the candidate route with the highest rating as the driving path of the wheelchair. In some embodiments, the user can customize the driving route of the wheelchair according to the actual situation. For example, in an actual situation, the user may need to pass through a different location than the destination, and the driving path of the wheelchair may be set by an input device (manual input device, voice input device, or other input device having similar functions). To meet user needs.
需要注意的是,以上描述仅出于说明性目的,并不用于限制本申请的保护范围。对于本领域的技术人员来说,可以在本申请的指示下做出多种变体或修改。然而,这些变体和修改不会脱离本申请的保护范围。例如,流程700可以在704前包括一项用于筛选候选路径的操作,以删除部分不合适的候选路线。It is to be noted that the above description is for illustrative purposes only and is not intended to limit the scope of the application. Many variations or modifications can be made by those skilled in the art in light of the teachings herein. However, such variations and modifications do not depart from the scope of the present application. For example, the process 700 can include an operation for screening candidate paths prior to 704 to delete portions of the inappropriate candidate routes.
图8为根据本申请的一些实施例所示的智能轮椅自动驾驶的示意图。如图8所示,A为轮椅的当前位置,B为用户的目的地,C为用户感兴趣的事物。在确定用户的目的地B和轮椅的当前位置A后,系统为用户规划了3条候选路线(分别用1、2、3表示)以供选择。路线1具有最短的距离,路线2其主干路段占比最高,路线3路过兴趣点C。8 is a schematic diagram of an intelligent wheelchair autopilot shown in accordance with some embodiments of the present application. As shown in Fig. 8, A is the current position of the wheelchair, B is the destination of the user, and C is the thing of interest to the user. After determining the user's destination B and the current location A of the wheelchair, the system has planned three candidate routes for the user (represented by 1, 2, 3, respectively) for selection. Route 1 has the shortest distance, Route 2 has the highest proportion of trunk roads, and Route 3 passes the point of interest C.
以上概述了的方法的不同方面和/或通过程序实现其他步骤的方法。技术中的程序部分可以被认为是以可执行的代码和/或相关数据的形式而存在的“产品”或“制品”,是通过计算机可读的介质所参与或实现的。有形的、永久的储存介质包括任何计算机、处理器、或类似设备或相关的模块所用到的内存或存储器。例如各种半导体存储器、磁带驱动器、磁盘驱动器或者类似任何时间能够为软件提供存储功能的设备。Different aspects of the method outlined above and/or methods of implementing other steps by the program. Program portions of the technology may be considered to be "products" or "articles of manufacture" in the form of executable code and/or related data, which are embodied or implemented by a computer readable medium. Tangible, permanent storage media includes the memory or memory used by any computer, processor, or similar device or associated module. For example, various semiconductor memories, tape drives, disk drives, or the like that can provide storage functions for software at any time.
所有软件或其中的一部分有时可能会通过网络进行通信,如互联网或其他通信网络。此类通信能够将软件从一个计算机设备或处理器加载到另一个。例如:从按需 服务系统的一个管理服务器或主机计算机加载至一个计算机环境的硬件平台,或其他实现系统的计算机环境,或与提供按需服务所需要的信息相关的类似功能的系统。因此,另一种能够传递软件元素的介质也可以被用作局部设备之间的物理连接,例如光波、电波、电磁波等,通过电缆、光缆或者空气实现传播。用来载波的物理介质如电缆、无线连接或光缆等类似设备,也可以被认为是承载软件的介质。在这里的用法除非限制了有形的“储存”介质,其他表示计算机或机器“可读介质”的术语都表示在处理器执行任何指令的过程中参与的介质。All software or parts of it may sometimes communicate over a network, such as the Internet or other communication networks. Such communication can load software from one computer device or processor to another. For example, a system that loads from a management server or host computer of an on-demand service system to a computer environment, or other computer environment that implements the system, or a similar function associated with the information needed to provide on-demand services. Therefore, another medium capable of transmitting software elements can also be used as a physical connection between local devices, such as light waves, electric waves, electromagnetic waves, etc., through cable, fiber optic cable or air. Physical media used for carrier waves such as cables, wireless connections, or fiber optic cables can also be considered as media for carrying software. Usage herein Unless the tangible "storage" medium is limited, other terms referring to a computer or machine "readable medium" mean a medium that participates in the execution of any instruction by the processor.
因此,一个计算机可读的介质可能有多种形式,包括但不限于,有形的存储介质,载波介质或物理传输介质。稳定的储存介质包括:光盘或磁盘,以及其他计算机或类似设备中使用的,能够实现图中所描述的系统组件的存储系统。不稳定的存储介质包括动态内存,例如计算机平台的主内存。有形的传输介质包括同轴电缆、铜电缆以及光纤,包括计算机系统内部形成总线的线路。载波传输介质可以传递电信号、电磁信号,声波信号或光波信号,这些信号可以由无线电频率或红外数据通信的方法所产生的。通常的计算机可读介质包括硬盘、软盘、磁带、任何其他磁性介质;CD-ROM、DVD、DVD-ROM、任何其他光学介质;穿孔卡、任何其他包含小孔模式的物理存储介质;RAM、PROM、EPROM、FLASH-EPROM,任何其他存储器片或磁带;传输数据或指令的载波、电缆或传输载波的连接装置、任何其他可以利用计算机读取的程序代码和/或数据。这些计算机可读介质的形式中,会有很多种出现在处理器在执行指令、传递一个或更多结果的过程之中。Thus, a computer readable medium can take many forms, including but not limited to, a tangible storage medium, carrier medium or physical transmission medium. Stable storage media include: optical or magnetic disks, as well as storage systems used in other computers or similar devices that enable the implementation of the system components described in the figures. Unstable storage media include dynamic memory, such as the main memory of a computer platform. Tangible transmission media include coaxial cables, copper cables, and fiber optics, including the circuitry that forms the bus within the computer system. The carrier transmission medium can transmit electrical signals, electromagnetic signals, acoustic signals or optical signals, which can be generated by radio frequency or infrared data communication methods. Typical computer readable media include hard disks, floppy disks, magnetic tape, any other magnetic media; CD-ROM, DVD, DVD-ROM, any other optical media; perforated cards, any other physical storage media containing aperture patterns; RAM, PROM , EPROM, FLASH-EPROM, any other memory slice or tape; a carrier, cable or carrier for transmitting data or instructions, any other program code and/or data that can be read by a computer. Many of these forms of computer readable media appear in the process of the processor executing instructions, passing one or more results.
本申请各部分操作所需的计算机程序编码可以用任意一种或多种程序语言编写,包括面向对象编程语言如Java、Scala、Smalltalk、Eiffel、JADE、Emerald、C++、C#、VB.NET、Python等,常规程序化编程语言如C语言、Visual Basic、Fortran 2003、Perl、COBOL 2002、PHP、ABAP,动态编程语言如Python、Ruby和Groovy,或其他编程语言等。该程序编码可以完全在用户计算机上运行、或作为独立的软件包在用户计算机上运行、或部分在用户计算机上运行部分在远程计算机运行、或完全在远程计算机或服务器上运行。在后种情况下,远程计算机可以通过任何网络形式与用户计算机连接,例如,局域网(LAN)或广域网(WAN),或连接至外部计算机(例如通过因特网),或在云计算环境中,或作为服务使用如软件即服务(SaaS)。The computer program code required for the operation of various parts of the application can be written in any one or more programming languages, including object oriented programming languages such as Java, Scala, Smalltalk, Eiffel, JADE, Emerald, C++, C#, VB.NET, Python. Etc., regular programming languages such as C, Visual Basic, Fortran 2003, Perl, COBOL 2002, PHP, ABAP, dynamic programming languages such as Python, Ruby and Groovy, or other programming languages. The program code can run entirely on the user's computer, or run as a stand-alone software package on the user's computer, or partially on the user's computer, partly on a remote computer, or entirely on a remote computer or server. In the latter case, the remote computer can be connected to the user's computer via any network, such as a local area network (LAN) or wide area network (WAN), or connected to an external computer (eg, via the Internet), or in a cloud computing environment, or as Service usage such as Software as a Service (SaaS).
本领域技术人员能够理解,本申请所披露的内容可以出现多种变型和改进。例如,以上所描述的不同系统组件都是通过硬件设备所实现的,但是也可能只通过软件的解决方案得以实现。例如:在现有的服务器上安装系统。此外,这里所披露的位置信息的提供可能是通过一个固件、固件/软件的组合、固件/硬件的组合或硬件/固件/软件的组合得以实现。Those skilled in the art will appreciate that many variations and modifications can be made in the present disclosure. For example, the various system components described above are implemented by hardware devices, but may also be implemented only through software solutions. For example: install a system on an existing server. Moreover, the provision of location information disclosed herein may be accomplished by a combination of firmware, firmware/software, firmware/hardware, or hardware/firmware/software.
以上内容描述了本申请和/或一些其他的示例。根据上述内容,本申请还可以做出不同的变形。本申请披露的主题能够以不同的形式和例子所实现,并且本申请可以被应用于大量的应用程序中。后文权利要求中所要求保护的所有应用、修饰以及改变都属于本申请的范围。The above describes the present application and/or some other examples. According to the above, the present application can also make various modifications. The subject matter disclosed herein can be implemented in various forms and examples, and the application can be applied to a large number of applications. All applications, modifications and variations as claimed in the following claims are intended to be within the scope of the application.

Claims (10)

  1. 一种用于控制轮椅自动驾驶的方法,其特征在于,包括:A method for controlling automatic driving of a wheelchair, comprising:
    获取目的地信息;Obtain destination information;
    确定所述轮椅的当前位置;Determining a current location of the wheelchair;
    根据所述当前位置及目的地信息确定轮椅的行驶路径;Determining a driving path of the wheelchair according to the current location and destination information;
    检测轮椅的行驶路径中的障碍物信息;以及Detecting obstacle information in the driving path of the wheelchair;
    根据检测到的障碍物信息调整所述轮椅的移动。The movement of the wheelchair is adjusted based on the detected obstacle information.
  2. 根据权利要求1所述的方法,其特征在于,所述目的地信息的获取包括用户手动输入、语音输入和系统推荐输入中的任意一种方式。The method according to claim 1, wherein the obtaining of the destination information comprises any one of a user manual input, a voice input, and a system recommendation input.
  3. 根据权利要求1所述的方法,其特征在于,所述根据所述当前位置及目的地信息确定轮椅的行驶路径,包括:The method according to claim 1, wherein the determining the driving path of the wheelchair based on the current location and destination information comprises:
    根据所述当前位置及目的地信息计算多条候选路径;Calculating a plurality of candidate paths according to the current location and destination information;
    对所述多条候选路径进行评分;Scoring the plurality of candidate paths;
    按照评分高低对多条候选路径进行排序,并将排序后的多条候选路径呈现给用户,以供用户进行选择;Sorting a plurality of candidate paths according to the level of the score, and presenting the sorted candidate paths to the user for selection by the user;
    根据用户的选择结果,确定轮椅的行驶路径。The driving path of the wheelchair is determined based on the result of the user's selection.
  4. 根据权利要求1所述的方法,其特征在于,所述在确定轮椅的行驶路径后,允许用户设置轮椅的行驶速度。The method according to claim 1, wherein said user is allowed to set a travel speed of the wheelchair after determining the travel path of the wheelchair.
  5. 根据权利要求1所述的方法,其特征在于,所述障碍物信息包括障碍物的类型、位置、大小及运动状态。The method according to claim 1, wherein the obstacle information includes a type, a position, a size, and a motion state of the obstacle.
  6. 根据权利要求1所述的方法,其特征在于,所述调整所述轮椅的移动包括调整轮椅的速度、控制轮椅转向及控制轮椅制动。The method of claim 1 wherein said adjusting said movement of said wheelchair comprises adjusting a speed of the wheelchair, controlling wheelchair steering, and controlling wheelchair braking.
  7. 根据权利要求1所述的方法,其特征在于,还包括为用户提供感兴趣的事物,并且当用户确认其对该事物感兴趣时,自动调整行驶路线。The method of claim 1 further comprising providing the user with the item of interest and automatically adjusting the route of travel when the user confirms that he is interested in the item.
  8. 一种控制轮椅自动驾驶的系统,其特征在于,包括获取模块、处理模块、检测模块及控制模块;A system for controlling automatic driving of a wheelchair, comprising: an obtaining module, a processing module, a detecting module and a control module;
    所述获取模块用于获取目的地信息;The obtaining module is configured to acquire destination information;
    所述处理模块用于确定所述轮椅的当前位置,并根据所述当前位置及目的地信息确定轮椅的行驶路径;The processing module is configured to determine a current location of the wheelchair, and determine a driving path of the wheelchair according to the current location and destination information;
    所述检测模块用于检测轮椅的行驶路径中的障碍物信息;及The detecting module is configured to detect obstacle information in a driving path of the wheelchair; and
    所述控制模块用于根据检测到的障碍物信息调整所述轮椅的移动。The control module is configured to adjust movement of the wheelchair according to the detected obstacle information.
  9. 根据权利要求8所述的系统,其特征在于,所述处理模块包括候选路径确定单元、路径评分单元、排序单元和行驶路径确定单元,The system according to claim 8, wherein said processing module comprises a candidate path determining unit, a path scoring unit, a sorting unit, and a travel path determining unit,
    所述候选路径确定单元根据所述当前位置及目的地信息计算多条候选路径;The candidate path determining unit calculates a plurality of candidate paths according to the current location and destination information;
    所述路径评分单元对所述多条候选路径进行评分;The path scoring unit scores the plurality of candidate paths;
    所述排序单元按照评分高低对多条候选路径进行排序,并将排序后的多条候选路径呈现给用户,以供用户进行选择;以及The sorting unit sorts the plurality of candidate paths according to the level of the score, and presents the sorted plurality of candidate paths to the user for the user to select;
    所述行驶路径确定单元根据用户的选择结果,确定轮椅的行驶路径。The travel route determining unit determines a travel route of the wheelchair based on a result of the user's selection.
  10. 一种计算机可读存储介质,其特征在于所述存储介质存储计算机程序,所述计算机程序在运行时执行以下的方法:A computer readable storage medium, characterized in that the storage medium stores a computer program that, when executed, performs the following methods:
    获取轮椅的目的地信息和当前轮椅所在的位置信息,根据目的地信息和当前的位置信息,确定轮椅的行驶路径;Obtaining the destination information of the wheelchair and the location information of the current wheelchair, and determining the driving route of the wheelchair according to the destination information and the current location information;
    检测轮椅的行驶路径中的障碍物信息,根据检测到的障碍物信息调整所述轮椅的移动。The obstacle information in the travel path of the wheelchair is detected, and the movement of the wheelchair is adjusted based on the detected obstacle information.
PCT/CN2017/119542 2017-12-28 2017-12-28 Method for automatic driving of smart wheelchair, system and computer readable medium WO2019127261A1 (en)

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