具体实施方式：
Overall Architecture
[0019]FIG. 1 is a diagram of a cleaning robot with a LIDAR turret according to an embodiment. A cleaning robot 102 has a LIDAR (Light Detection and Ranging) turret 104 which emits a light beam 106. The light beam in one embodiment is directed in a line or array with a wide field of view, such as 90, 180, 270 or 360 degrees. The light beam can come from a single or multiple light sources, such as a laser diode or LED. The field of view can be generated with optics in a fixed turret 104, such as with a PMD sensor (Photonic Mixer Device), or by rotating the turret 104. Detected reflections of the light beam off objects are used to calculate both the distance to objects and the location of the cleaning robot. One embodiment of the distance calculation is set forth in U.S. Pat. No. 8,996,172, “Distance sensor system and method,” the disclosure of which is incorporated herein by reference. The collected data is also used to create a map, using a SLAM (Simultaneous Location and Mapping) algorithm. One embodiment of a SLAM algorithm is described in U.S. Pat. No. 8,903,589, “Method and apparatus for simultaneous localization and mapping of mobile robot environment,” the disclosure of which is incorporated herein by reference.
[0020]FIG. 2 is a diagram of a cleaning robot and charging station according to an embodiment. Cleaning robot 102 with turret 104 is shown. Also shown is a cover 204 which can be opened to access a dirt collection bag and the top side of a brush. Buttons 202 allow basic operations of the robot cleaner, such as starting a cleaning operation. A display 205 provides information to the user. Cleaning robot 102 can dock with a charging station 206, and receive electricity through charging contacts 208.
[0021]FIG. 3 is a diagram of the underside of a cleaning robot according to an embodiment. Wheels 302 move the cleaning robot, and a brush 304 helps free dirt to be vacuumed into the dirt bag.
[0022]FIG. 4 is a diagram of a smartphone control application display for a cleaning robot according to an embodiment. A smartphone 402 has an application that is downloaded to control the cleaning robot. An easy to use interface has a start button 404 to initiate cleaning.
[0023]FIG. 5 is a diagram of a smart watch control application display for a cleaning robot according to an embodiment. Example displays are shown. A display 502 provides an easy to use start button. A display 504 provides the ability to control multiple cleaning robots. A display 506 provides feedback to the user, such as a message that the cleaning robot has finished.
[0024]FIG. 6 is a high level diagram of a the electronic system for a cleaning robot according to an embodiment. A cleaning robot 602 includes a processor 604 that operates a program downloaded to memory 606. The processor communicates with other components using a bus 634 or other electrical connections. In a cleaning mode, wheel motors 608 control the wheels independently to move and steer the robot. Brush and vacuum motors 610 clean the floor, and can be operated in different modes, such as a higher power intensive cleaning mode or a normal power mode.
[0025]PMD (Photonic Mixer Device) module 616 includes a laser 620, a detector 616 and optics 622 for directing a laser beam across a wide field of view. Alternately, instead of a stationary PMD, a turret motor could move a laser and detector to detect objects up to 360 degrees around the cleaning robot. Various sensors provide inputs to processor 604, such as a bump sensor 624 indicating contact with an object, proximity sensor 626 indicating closeness to an object, and accelerometer and tilt sensors 628, which indicate a drop-off (e.g., stairs) or a tilting of the cleaning robot (e.g., upon climbing over an obstacle). Examples of the usage of such sensors for navigation and other controls of the cleaning robot are set forth in U.S. Pat. No. 8,855,914, “Method and apparatus for traversing corners of a floored area with a robotic surface treatment apparatus,” the disclosure of which is incorporated herein by reference. Other sensors may be included in other embodiments, such as a dirt sensor for detecting the amount of dirt being vacuumed, a motor current sensor for detecting when the motor is overloaded, such as due to being entangled in something, a floor sensor for detecting the type of floor, and an image sensor (camera) for providing images of the environment and objects.
[0026]A battery 614 provides power to the rest of the electronics though power connections (not shown). A battery charging circuit 612 provides charging current to battery 614 when the cleaning robot is docked with charging station 206 of FIG. 2. Input buttons 623 allow control of robot cleaner 602 directly, in conjunction with a display 630. Alternately, cleaning robot 602 may be controlled remotely, and send data to remote locations, through transceivers 632.
[0027]Through the Internet 636, and/or other network(s), the cleaning robot can be controlled, and can send information back to a remote user. A remote server 638 can provide commands, and can process data uploaded from the cleaning robot. A handheld smartphone or watch 640 can be operated by a user to send commands either directly to cleaning robot 602 (through Bluetooth, direct RF, a WiFi LAN, etc.) or can send commands through a connection to the internet 636. The commands could be sent to server 638 for further processing, then forwarded in modified form to cleaning robot 602 over the internet 636.
[0028]A camera or cameras 642 captures images of objects near the robot cleaner. In one embodiment, at least one camera is positioned to obtain images in front of the robot, showing where the robot is heading. The images are buffered in an image buffer memory 644. The images may be video, or a series of still images. These images are stored for a certain period of time, such as 15 seconds-2 minutes, or up to 10 minutes, or for an entire cleaning operation between leaving a charging station and returning to the charging station. The images may subsequently be written over.
Computer Systems for Media Platform and Client System
[0029]Various operations described herein may be implemented on computer systems. FIG. 7 shows a simplified block diagram of a representative computing system 702 and client computing system 704 usable to implement certain embodiments of the present invention. In various embodiments, computing system 702 or similar systems may implement the cleaning robot processor system, remote server, or any other computing system described herein or portions thereof. Client computing system 704 or similar systems may implement user devices such as a smartphone or watch with a robot cleaner application.
[0030]Computing system 702 may be one of various types, including processor and memory, a handheld portable device (e.g., an iPhone® cellular phone, an iPad® computing tablet, a PDA), a wearable device (e.g., a Google Glass® head mounted display), a personal computer, a workstation, a mainframe, a kiosk, a server rack, or any other data processing system.
[0031]Computing system 702 may include processing subsystem 710. Processing subsystem 710 may communicate with a number of peripheral systems via bus subsystem 770. These peripheral systems may include I/O subsystem 730, storage subsystem 768, and communications subsystem 740.
[0032]Bus subsystem 770 provides a mechanism for letting the various components and subsystems of server computing system 704 communicate with each other as intended. Although bus subsystem 770 is shown schematically as a single bus, alternative embodiments of the bus subsystem may utilize multiple buses. Bus subsystem 770 may form a local area network that supports communication in processing subsystem 710 and other components of server computing system 702. Bus subsystem 770 may be implemented using various technologies including server racks, hubs, routers, etc. Bus subsystem 770 may be any of several types of bus structures including a memory bus or memory controller, a peripheral bus, and a local bus using any of a variety of bus architectures. For example, such architectures may include an Industry Standard Architecture (ISA) bus, Micro Channel Architecture (MCA) bus, Enhanced ISA (EISA) bus, Video Electronics Standards Association (VESA) local bus, and Peripheral Component Interconnect (PCI) bus, which may be implemented as a Mezzanine bus manufactured to the IEEE P1386.1 standard, and the like.
[0033]I/O subsystem 730 may include devices and mechanisms for inputting information to computing system 702 and/or for outputting information from or via computing system 702. In general, use of the term “input device” is intended to include all possible types of devices and mechanisms for inputting information to computing system 702. User interface input devices may include, for example, a keyboard, pointing devices such as a mouse or trackball, a touchpad or touch screen incorporated into a display, a scroll wheel, a click wheel, a dial, a button, a switch, a keypad, audio input devices with voice command recognition systems, microphones, and other types of input devices. User interface input devices may also include motion sensing and/or gesture recognition devices such as the Microsoft Kinect® motion sensor that enables users to control and interact with an input device, the Microsoft Xbox® 360 game controller, devices that provide an interface for receiving input using gestures and spoken commands. User interface input devices may also include eye gesture recognition devices such as the Google Glass® blink detector that detects eye activity (e.g., “blinking” while taking pictures and/or making a menu selection) from users and transforms the eye gestures as input into an input device (e.g., Google Glass®). Additionally, user interface input devices may include voice recognition sensing devices that enable users to interact with voice recognition systems (e.g., Siri® navigator), through voice commands.
[0034]Other examples of user interface input devices include, without limitation, three dimensional (3D) mice, joysticks or pointing sticks, gamepads and graphic tablets, and audio/visual devices such as speakers, digital cameras, digital camcorders, portable media players, webcams, image scanners, fingerprint scanners, barcode reader 3D scanners, 3D printers, laser rangefinders, and eye gaze tracking devices. Additionally, user interface input devices may include, for example, medical imaging input devices such as computed tomography, magnetic resonance imaging, position emission tomography, medical ultrasonography devices. User interface input devices may also include, for example, audio input devices such as MIDI keyboards, digital musical instruments and the like.
[0035]User interface output devices may include a display subsystem, indicator lights, or non-visual displays such as audio output devices, etc. The display subsystem may be a cathode ray tube (CRT), a flat-panel device, such as that using a liquid crystal display (LCD) or plasma display, a projection device, a touch screen, and the like. In general, use of the term “output device” is intended to include all possible types of devices and mechanisms for outputting information from computing system 702 to a user or other computer. For example, user interface output devices may include, without limitation, a variety of display devices that visually convey text, graphics and audio/video information such as monitors, printers, speakers, headphones, automotive navigation systems, plotters, voice output devices, and modems.
[0036]Processing subsystem 710 controls the operation of computing system 702 and may comprise one or more processing units 712, 714, etc. A processing unit may include one or more processors, including single core processor or multicore processors, one or more cores of processors, or combinations thereof. In some embodiments, processing subsystem 710 may include one or more special purpose co-processors such as graphics processors, digital signal processors (DSPs), or the like. In some embodiments, some or all of the processing units of processing subsystem 710 may be implemented using customized circuits, such as application specific integrated circuits (ASICs), or field programmable gate arrays (FPGAs). In some embodiments, such integrated circuits execute instructions that are stored on the circuit itself. In other embodiments, processing unit(s) may execute instructions stored in local storage, e.g., local storage 722, 724. Any type of processors in any combination may be included in processing unit(s) 712, 714.
[0037]In some embodiments, processing subsystem 710 may be implemented in a modular design that incorporates any number of modules (e.g., blades in a blade server implementation). Each module may include processing unit(s) and local storage. For example, processing subsystem 710 may include processing unit 712 and corresponding local storage 722, and processing unit 714 and corresponding local storage 724.
[0038]Local storage 722, 724 may include volatile storage media (e.g., conventional DRAM, SRAM, SDRAM, or the like) and/or non-volatile storage media (e.g., magnetic or optical disk, flash memory, or the like). Storage media incorporated in local storage 722, 724 may be fixed, removable or upgradeable as desired. Local storage 722, 724 may be physically or logically divided into various subunits such as a system memory, a ROM, and a permanent storage device. The system memory may be a read-and-write memory device or a volatile read-and-write memory, such as dynamic random access memory. The system memory may store some or all of the instructions and data that processing unit(s) 712, 714 need at runtime. The ROM may store static data and instructions that are needed by processing unit(s) 712, 714. The permanent storage device may be a non-volatile read-and-write memory device that may store instructions and data even when a module including one or more processing units 712, 714 and local storage 722, 724 is powered down. The term “storage medium” as used herein includes any medium in which data may be stored indefinitely (subject to overwriting, electrical disturbance, power loss, or the like) and does not include carrier waves and transitory electronic signals propagating wirelessly or over wired connections.
[0039]In some embodiments, local storage 722, 724 may store one or more software programs to be executed by processing unit(s) 712, 714, such as an operating system and/or programs implementing various server functions such as functions of UPP system 102, or any other server(s) associated with UPP system 102. “Software” refers generally to sequences of instructions that, when executed by processing unit(s) 712, 714 cause computing system 702 (or portions thereof) to perform various operations, thus defining one or more specific machine implementations that execute and perform the operations of the software programs. The instructions may be stored as firmware residing in read-only memory and/or program code stored in non-volatile storage media that may be read into volatile working memory for execution by processing unit(s) 712, 714. In some embodiments the instructions may be stored by storage subsystem 768 (e.g., computer readable storage media). In various embodiments, the processing units may execute a variety of programs or code instructions and may maintain multiple concurrently executing programs or processes. At any given time, some or all of the program code to be executed may be resident in local storage 722, 724 and/or in storage subsystem including potentially on one or more storage devices. Software may be implemented as a single program or a collection of separate programs or program modules that interact as desired. From local storage 722, 724 (or non-local storage described below), processing unit(s) 712, 714 may retrieve program instructions to execute and data to process in order to execute various operations described above.
[0040]Storage subsystem 768 provides a repository or data store for storing information that is used by computing system 702. Storage subsystem 768 provides a tangible non-transitory computer-readable storage medium for storing the basic programming and data constructs that provide the functionality of some embodiments. Software (programs, code modules, instructions) that when executed by processing subsystem 710 provide the functionality described above may be stored in storage subsystem 768. The software may be executed by one or more processing units of processing subsystem 710. Storage subsystem 768 may also provide a repository for storing data used in accordance with the present invention.
[0041]Storage subsystem 768 may include one or more non-transitory memory devices, including volatile and non-volatile memory devices. As shown in FIG. 7, storage subsystem 768 includes a system memory 760 and a computer-readable storage media 752. System memory 760 may include a number of memories including a volatile main RAM for storage of instructions and data during program execution and a non-volatile ROM or flash memory in which fixed instructions are stored. In some implementations, a basic input/output system (BIOS), containing the basic routines that help to transfer information between elements within computing system 702, such as during start-up, may typically be stored in the ROM. The RAM typically contains data and/or program modules that are presently being operated and executed by processing subsystem 710. In some implementations, system memory 760 may include multiple different types of memory, such as static random access memory (SRAM) or dynamic random access memory (DRAM). Storage subsystem 768 may be based on magnetic, optical, semiconductor, or other data storage media. Direct attached storage, storage area networks, network-attached storage, and the like may be used. Any data stores or other collections of data described herein as being produced, consumed, or maintained by a service or server may be stored in storage subsystem 768.
[0042]By way of example, and not limitation, as depicted in FIG. 7, system memory 760 may store application programs 762, which may include client applications, Web browsers, mid-tier applications, relational database management systems (RDBMS), etc., program data 764, and one or more operating systems 766. By way of example, an example operating systems may include various versions of Microsoft Windows®, Apple Macintosh®, and/or Linux operating systems, a variety of commercially-available UNIX® or UNIX-like operating systems (including without limitation the variety of GNU/Linux operating systems, the Google Chrome® OS, and the like) and/or mobile operating systems such as iOS, Windows® Phone, Android® OS, BlackBerry® 10 OS, and Palm® OS operating systems.
[0043]Computer-readable storage media 752 may store programming and data constructs that provide the functionality of some embodiments. Software (programs, code modules, instructions) that when executed by processing subsystem 710 a processor provide the functionality described above may be stored in storage subsystem 768. By way of example, computer-readable storage media 752 may include non-volatile memory such as a hard disk drive, a magnetic disk drive, an optical disk drive such as a CD ROM, DVD, a Blu-Ray® disk, or other optical media. Computer-readable storage media 752 may include, but is not limited to, Zip® drives, flash memory cards, universal serial bus (USB) flash drives, secure digital (SD) cards, DVD disks, digital video tape, and the like. Computer-readable storage media 752 may also include, solid-state drives (SSD) based on non-volatile memory such as flash-memory based SSDs, enterprise flash drives, solid state ROM, and the like, SSDs based on volatile memory such as solid state RAM, dynamic RAM, static RAM, DRAM-based SSDs, magnetoresistive RAM (MRAM) SSDs, and hybrid SSDs that use a combination of DRAM and flash memory based SSDs. Computer-readable media 752 may provide storage of computer-readable instructions, data structures, program modules, and other data for computing system 702.
[0044]In certain embodiments, storage subsystem 768 may also include a computer-readable storage media reader 750 that may further be connected to computer-readable storage media 752. Together and, optionally, in combination with system memory 760, computer-readable storage media 752 may comprehensively represent remote, local, fixed, and/or removable storage devices plus storage media for storing computer-readable information.
[0045]In certain embodiments, computing system 702 may provide support for executing one or more virtual machines. Computing system 702 may execute a program such as a hypervisor for facilitating the configuring and managing of the virtual machines. Each virtual machine may be allocated memory, compute (e.g., processors, cores), I/O, and networking resources. Each virtual machine typically runs its own operating system, which may be the same as or different from the operating systems executed by other virtual machines executed by computing system 702. Accordingly, multiple operating systems may potentially be run concurrently by computing system 702. Each virtual machine generally runs independently of the other virtual machines.
[0046]Communication subsystem 740 provides an interface to other computer systems and networks. Communication subsystem 740 serves as an interface for receiving data from and transmitting data to other systems from computing system 702. For example, communication subsystem 740 may enable computing system 702 to establish a communication channel to one or more client computing devices via the Internet for receiving and sending information from and to the client computing devices.
[0047]Communication subsystem 740 may support both wired and/or wireless communication protocols. For example, in certain embodiments, communication subsystem 740 may include radio frequency (RF) transceiver components for accessing wireless voice and/or data networks (e.g., using cellular telephone technology, advanced data network technology, such as 3G, 4G or EDGE (enhanced data rates for global evolution), WiFi (IEEE 802.11 family standards, or other mobile communication technologies, or any combination thereof), global positioning system (GPS) receiver components, and/or other components. In some embodiments communication subsystem 740 may provide wired network connectivity (e.g., Ethernet) in addition to or instead of a wireless interface.
[0048]Communication subsystem 740 may receive and transmit data in various forms. For example, in some embodiments, communication subsystem 740 may receive input communication in the form of structured and/or unstructured data feeds, event streams, event updates, and the like. For example, communication subsystem 740 may be configured to receive (or send) data feeds in real-time from users of social media networks and/or other communication services such as Twitter® feeds, Facebook® updates, web feeds such as Rich Site Summary (RSS) feeds, and/or real-time updates from one or more third party information sources.
[0049]In certain embodiments, communication subsystem 740 may be configured to receive data in the form of continuous data streams, which may include event streams of real-time events and/or event updates, that may be continuous or unbounded in nature with no explicit end. Examples of applications that generate continuous data may include, for example, sensor data applications, financial tickers, network performance measuring tools (e.g. network monitoring and traffic management applications), clickstream analysis tools, automobile traffic monitoring, and the like.
[0050]Communication subsystem 740 may also be configured to output the structured and/or unstructured data feeds, event streams, event updates, and the like to one or more databases that may be in communication with one or more streaming data source computers coupled to computing system 702.
[0051]Communication subsystem 740 may provide a communication interface 742, e.g., a WAN interface, which may provide data communication capability between the local area network (bus subsystem 770) and a larger network, such as the Internet. Conventional or other communications technologies may be used, including wired (e.g., Ethernet, IEEE 802.3 standards) and/or wireless technologies (e.g., Wi-Fi, IEEE 802.11 standards).
[0052]Computing system 702 may operate in response to requests received via communication interface 742. Further, in some embodiments, communication interface 742 may connect computing systems 702 to each other, providing scalable systems capable of managing high volumes of activity. Conventional or other techniques for managing server systems and server farms (collections of server systems that cooperate) may be used, including dynamic resource allocation and reallocation.
[0053]Computing system 702 may interact with various user-owned or user-operated devices via a wide-area network such as the Internet. An example of a user-operated device is shown in FIG. 7 as client computing system 702. Client computing system 704 may be implemented, for example, as a consumer device such as a smart phone, other mobile phone, tablet computer, wearable computing device (e.g., smart watch, eyeglasses), desktop computer, laptop computer, and so on.
[0054]For example, client computing system 704 may communicate with computing system 702 via communication interface 742. Client computing system 704 may include conventional computer components such as processing unit(s) 782, storage device 784, network interface 780, user input device 786, and user output device 788. Client computing system 704 may be a computing device implemented in a variety of form factors, such as a desktop computer, laptop computer, tablet computer, smart phone, other mobile computing device, wearable computing device, or the like.
[0055]Processing unit(s) 782 and storage device 784 may be similar to processing unit(s) 712, 714 and local storage 722, 724 described above. Suitable devices may be selected based on the demands to be placed on client computing system 704; for example, client computing system 704 may be implemented as a “thin” client with limited processing capability or as a high-powered computing device. Client computing system 704 may be provisioned with program code executable by processing unit(s) 782 to enable various interactions with computing system 702 of a message management service such as accessing messages, performing actions on messages, and other interactions described above. Some client computing systems 704 may also interact with a messaging service independently of the message management service.
[0056]Network interface 780 may provide a connection to a wide area network (e.g., the Internet) to which communication interface 740 of computing system 702 is also connected. In various embodiments, network interface 780 may include a wired interface (e.g., Ethernet) and/or a wireless interface implementing various RF data communication standards such as Wi-Fi, Bluetooth, or cellular data network standards (e.g., 3G, 4G, LTE, etc.).
[0057]User input device 786 may include any device (or devices) via which a user may provide signals to client computing system 704; client computing system 704 may interpret the signals as indicative of particular user requests or information. In various embodiments, user input device 786 may include any or all of a keyboard, touch pad, touch screen, mouse or other pointing device, scroll wheel, click wheel, dial, button, switch, keypad, microphone, and so on.
[0058]User output device 788 may include any device via which client computing system 704 may provide information to a user. For example, user output device 788 may include a display to display images generated by or delivered to client computing system 704. The display may incorporate various image generation technologies, e.g., a liquid crystal display (LCD), light-emitting diode (LED) including organic light-emitting diodes (OLED), projection system, cathode ray tube (CRT), or the like, together with supporting electronics (e.g., digital-to-analog or analog-to-digital converters, signal processors, or the like). Some embodiments may include a device such as a touchscreen that function as both input and output device. In some embodiments, other user output devices 788 may be provided in addition to or instead of a display. Examples include indicator lights, speakers, tactile “display” devices, printers, and so on.
[0059]Some embodiments include electronic components, such as microprocessors, storage and memory that store computer program instructions in a computer readable storage medium. Many of the features described in this specification may be implemented as processes that are specified as a set of program instructions encoded on a computer readable storage medium. When these program instructions are executed by one or more processing units, they cause the processing unit(s) to perform various operation indicated in the program instructions. Examples of program instructions or computer code include machine code, such as is produced by a compiler, and files including higher-level code that are executed by a computer, an electronic component, or a microprocessor using an interpreter. Through suitable programming, processing unit(s) 712, 714 and 782 may provide various functionality for computing system 702 and client computing system 704, including any of the functionality described herein as being performed by a server or client, or other functionality associated with message management services.
[0060]It will be appreciated that computing system 702 and client computing system 704 are illustrative and that variations and modifications are possible. Computer systems used in connection with embodiments of the present invention may have other capabilities not specifically described here. Further, while computing system 702 and client computing system 704 are described with reference to particular blocks, it is to be understood that these blocks are defined for convenience of description and are not intended to imply a particular physical arrangement of component parts. For instance, different blocks may be but need not be located in the same facility, in the same server rack, or on the same motherboard. Further, the blocks need not correspond to physically distinct components. Blocks may be configured to perform various operations, e.g., by programming a processor or providing appropriate control circuitry, and various blocks might or might not be reconfigurable depending on how the initial configuration is obtained. Embodiments of the present invention may be realized in a variety of apparatus including electronic devices implemented using any combination of circuitry and software.
Training Neural Network with Robot Images
[0061]FIG. 8 is a diagram of a training mechanism using fused intensity and depth images according to an embodiment. A PMD sensor 802 provides intensity data 804 and depth data 806 for each pixel in an image captured by a robot. The PMD sensor is mounted near the top of a low profile cleaning robot in one embodiment, less than a foot above the surface on which the robot rests, or less than 6 inches in one embodiment. The pixels in the image data correspond to a wide field of view around the robot, ranging from 90-360 degrees. The images may appear somewhat curved due to the different locations of the optics for each pixel position. However, by comparing to similarly captured images, themselves distorted, any distortion actually aids in the identification of the object.
[0062]In one embodiment, an optional Fuser Module 808 receives the depth data 806 and intensity data 804 for each pixel in an image and modifies the data. Alternately, the raw data from PMD sensor 802 can simply be buffered or passed to a Machine Learning Module 810, such as a Neural Network (NNT). The Fuser Module 808 can reformat the data or assign each depth and intensity value to an X,Y pixel position corresponding to the pixel being read. In one embodiment, in addition to simple grayscale or intensity data, the sensor or an additional sensor can provide color images, such as RGB data for each pixel in the image.
[0063]In an alternate embodiment, rather than providing depth and intensity/color data separately, the fusion can be any mathematical combination o