System and method of providing a geographic view of nodes in a wireless network

Information

  • Patent Grant
  • 7327998
  • Patent Number
    7,327,998
  • Date Filed
    Wednesday, December 22, 2004
    19 years ago
  • Date Issued
    Tuesday, February 5, 2008
    16 years ago
Abstract
A geographic view rendering tool receives geographic location data for nodes in a wireless network and renders a geographic view displaying the nodes at their corresponding geographic locations. The geographic view may be displayed overlaying a digital map. The geographic view may also display network information such as, for example, node connections data, communication success rates for the nodes, and occurrences of communications events at the nodes. The nodes may be displayed in a manner representative of corresponding network information using, for example, a variety colors and icons.
Description
FIELD OF THE INVENTION

The present invention relates to wireless networks for collecting data, and more particularly, to systems and methods of geographically visualizing fixed wireless network layouts and performance characteristics for such networks.


BACKGROUND OF THE INVENTION

The collection of meter data from electrical energy, water, and gas meters has traditionally been performed by human meter-readers. The meter-reader travels to the meter location, which is frequently on the customer's premises, visually inspects the meter, and records the reading. The meter-reader may be prevented from gaining access to the meter as a result of inclement weather or, where the meter is located within the customer's premises, due to an absentee customer. This methodology of meter data collection is labor intensive, prone to human error, and often results in stale and inflexible metering data.


Some meters have been enhanced to include a one-way radio transmitter for transmitting metering data to a receiving device. A person collecting meter data that is equipped with an appropriate radio receiver need only come into proximity with a meter to read the meter data and need not visually inspect the meter. Thus, a meter-reader may walk or drive by a meter location to take a meter reading. While this represents an improvement over visiting and visually inspecting each meter, it still requires human involvement in the process.


An automated means for collecting meter data involves a fixed wireless network. Devices such as, for example, repeaters and gateways are permanently affixed on rooftops and pole-tops and strategically positioned to receive data from enhanced meters fitted with radio-transmitters. Typically, these transmitters operate in the 902-928 MHz range and employ Frequency Hopping Spread Spectrum (FHSS) technology to spread the transmitted energy over a large portion of the available bandwidth.


Data is transmitted from the meters to the repeaters and gateways and ultimately communicated to a central location. While fixed wireless networks greatly reduce human involvement in the process of meter reading, such systems require the installation and maintenance of a fixed network of repeaters, gateways, and servers. Identifying an acceptable location for a repeater or server and physically placing the device in the desired location on top of a building or utility pole is a tedious and labor-intensive operation. Furthermore, each meter that is installed in the network needs to be manually configured to communicate with a particular portion of the established network. When a portion of the network fails to operate as intended, human intervention is typically required to test the effected components and reconfigure the network to return it to operation.


Thus, while existing fixed wireless systems have reduced the need for human involvement in the daily collection of meter data, such systems require substantial human investment in planning, installation, and maintenance and are relatively inflexible and difficult to manage. Therefore, there is a need for systems and methods for providing a geographic visualization of the wireless network layout and network information to simplify the maintenance and future planning of the network.


SUMMARY OF THE INVENTION

The present invention is directed to systems and methods of providing a geographic view of nodes in a wireless network as well as network information. In accordance with an aspect of the invention, a geographic view rendering tool receives geographic locations data for the nodes and renders a geographic view displaying the nodes at their corresponding geographic locations. The geographic locations data may include, for example, a set of longitude and latitude coordinates or a center point of a digital land parcel.


In accordance with another aspect of the invention, the geographic view may be displayed overlaying a digital map such that the geographic view displays an accurate position of each node on the digital map. The digital map may be, for example, an aerial photograph, a topographic map, an elevation map, a street map, or a land parcel.


In accordance with another aspect of the invention, the geographic view rendering tool receives network information and renders the geographic view displaying the network information. The network information may include, for example, node connections data, communication success rates for the nodes, and occurrences of communications events at the nodes. The network information may be shown by displaying the nodes and/or their connections in a variety colors and icons. A query may be submitted requesting that network information be displayed based on a specified criteria, and the geographic view may be rendered accordingly.


In accordance with another aspect of the invention, the view may be manipulated to display one or more sub-networks. Each such sub-network may include, for example, a group of nodes that are all associated with a particular network component such as, for example, a collector, transformer, feeder or substation. The sub-networks may be distinguished, for example, by color coding the connections between the nodes with each sub-network.


Additional features and advantages of the invention will be made apparent from the following detailed description of illustrative embodiments that proceeds with reference to the accompanying drawings.





BRIEF DESCRIPTION OF THE DRAWINGS

The foregoing summary, as well as the following detailed description of preferred embodiments, is better understood when read in conjunction with the appended drawings. For the purpose of illustrating the invention, there is shown in the drawings exemplary constructions of the invention; however, the invention is not limited to the specific methods and instrumentalities disclosed. In the drawings:



FIG. 1 is a diagram of a wireless system for collecting data from remote devices;



FIG. 2 expands upon the diagram of FIG. 1 and illustrates a system in which the present invention is embodied;



FIG. 3 shows an exemplary process of producing a geographic view of a network layout;



FIG. 4 illustrates an exemplary geographic view;



FIG. 5 illustrates an exemplary geographic view selected for a particular sub-network; and



FIG. 6 illustrates an exemplary geographic view overlaying a aerial photograph.





DETAILED DESCRIPTION OF ILLUSTRATIVE EMBODIMENTS

Exemplary systems and methods for gathering meter data are described below with reference to FIGS. 1-5. It will be appreciated by those of ordinary skill in the art that the description given herein with respect to those figures is for exemplary purposes only and is not intended in any way to limit the scope of potential embodiments.


Generally, a plurality of meter devices, which operate to track usage of a service or commodity such as, for example, electricity, water, and gas, are operable to wirelessly communicate with each other. A collector is operable to automatically identify and register meters for communication with the collector. When a meter is installed, the meter becomes registered with the collector that can provide a communication path to the meter. The collectors receive and compile metering data from a plurality of meter devices via wireless communications. A communications server communicates with the collectors to retrieve the compiled meter data.



FIG. 1 provides a diagram of an exemplary metering system 110. System 110 comprises a plurality of meters 114, which are operable to sense and record usage of a service or commodity such as, for example, electricity, water, or gas. Meters 114 may be located at customer premises such as, for example, a home or place of business. Meters 114 comprise an antenna and are operable to transmit data, including service usage data, wirelessly. Meters 114 may be further operable to receive data wirelessly as well. In an illustrative embodiment, meters 114 may be, for example, a electrical meters manufactured by Elster Electricity, LLC.


System 110 further comprises collectors 116. Collectors 116 are also meters operable to detect and record usage of a service or commodity such as, for example, electricity, water, or gas. Collectors 116 comprise an antenna and are operable to send and receive data wirelessly. In particular, collectors 116 are operable to send data to and receive data from meters 114. In an illustrative embodiment, meters 114 may be, for example, an electrical meter manufactured by Elster Electricity, LLC.


A collector 116 and the meters 114 that are registered to the collector 116 define a subnet/LAN 120 of system 110. As used herein, meters 114 and collectors 116 maybe considered as nodes in the subnet 120. For each subnet/LAN 120, data is collected at collector 116 and periodically transmitted to a data collection server 206. The data collection server 206 stores the data for analysis and preparation of bills. The data collection server 206 may be a specially programmed general purpose computing system and may communicate with collectors 116 wirelessly or via a wire line connection such as, for example, a dial-up telephone connection or fixed wire network.


Generally, collector 116 and meters 114 communicate with and amongst one another using any one of several robust wireless techniques such as, for example, frequency hopping spread spectrum (FHSS) and direct sequence spread spectrum (DSSS). As illustrated, meters 114a are “first level” meters that communicate with collector 116, whereas meters 114b are higher level meters that communicate with other meters in the network that forward information to the collector 116.


Referring now to FIG. 2, there is illustrated a system 200 in which the present invention may be embodied. The system 200 includes a network configuration system 202, a network management system (NMS) 204 and a data collection server 206 that together manage one or more subnets/LANs 120 and their constituent nodes. The NMS 204 tracks changes in network state, such as new nodes registering/unregistering with the system 200, node communication paths changing, etc. This information is collected for each subnet/LAN 120 and are detected and forwarded to the network configuration system 202 and data collection server 206.


In accordance with an aspect of the invention, communication between nodes and the system 200 is accomplished using the LAN ID, however it is preferable for customers to query and communicate with nodes using their own identifier. To this end, a marriage file 208 may be used to correlate a customer serial number and LAN ID for each node (e.g., meters 114a) in the subnet/LAN 120. A device configuration database 210 stores configuration information regarding the nodes. For example, in the metering system 110, the device configuration database may the time of use (TOU) program assignment for the meters 114a communicating to the system 200. A data collection requirements database 212 contains information regarding the data to be collected on a per node basis. For example, a user may specify that metering data such as load profile, demand, TOU, etc. is to be collected from particular meter(s) 114a. Reports 214 containing information on the network configuration may be automatically generated or in accordance with a user request.


The network management system (NMS) 204 maintains a database describing the current state of the global fixed network system (current network state 220) and a database describing the historical state of the system (historical network state 222). The current network state 220 contains data regarding current meter to collector assignments and other network information for each subnet/LAN 120. The historical network state 222 is a database from which the state of the network at a particular point in the past can be reconstructed. The NMS 204 is responsible for, amongst other things, providing reports 214 about the state of the network. The NMS 204 may be accessed via an API 220 that is exposed to a user interface 216 and a Customer Information System (CIS) 218. Other external interfaces may be implemented in accordance with the present invention. In addition, the data collection requirements stored in the database 212 may be set via the user interface 216 or CIS 218.


The data collection server 206 collects data from the nodes (e.g., collectors 116) and stores the data in a database 224. The data includes metering information, such as energy consumption and may be used for billing purposes, etc. by a utility provider.


The network configuration system 202, network management system 204 and data collection server 206 communicate with the nodes in each subnet/LAN 120 via a communication system 226. The communication system 226 may be a Frequency Hopping Spread Spectrum radio network, a mesh network, a Wi-Fi (802.11) network, a Wi-Max (802.16) network, a land line (POTS) network, etc., or any combination of the above and enables the system 200 to communicate with the metering system 110.



FIG. 3 shows an exemplary process of producing a geographic view of a network layout. Client 146 may submit a geographic view request 320 via user interface 216. The request 320 may be transferred over network 144, which may be a local area network (LAN) or a wide area network (WAN) such as the Internet. To enable request 320 to be placed over the Internet, the user interface 216 may be a browser-based interface that may be accessed via a web browser at client 146.


The request 320 is received by network management system 204, which, upon receiving the request, retrieves network information 322 from current and/or historical network state databases 220 and 222. Upon its compilation, the network information 322 is forwarded to graph rendering tool 310. The network information 322 may include, for example, node connections data, communication success rates for the nodes, and occurrences of communications events at the nodes. A communications event may be, for example, a node tampering incident, a node health related alarm, a low battery indication, a maintenance indication, a disconnection, a reconnection, a power outage, a power restoration, or a communications problem.


In addition to the network information 322, geographic location data 324 is also provided to the rendering tool 310 via network configuration system 202. The geographic location data 324 may include longitude and latitude coordinates for the nodes. Otherwise, if digital land parcels are available for the area, the geographic location data 324 may include digital data 324a such as the center point of a digital land parcel at which a node is located. The geographic location data 324 may be provided by a user via client 146 or by a third party such as, for example, a geo-coding service or tool. Upon receiving the geographic location data 324, the rendering tool 310 associates each node with a corresponding geographic location.


Generally, rendering tool 310 uses network information 322, geographic location data 324, and digital data 326 to render geographic view 328, which displays each node in the network layout at its corresponding geographic location. In addition to displaying the nodes, geographic view 328 may also display the network information 322. For example, geographic view 328 may display connections between the nodes, including paths between various network elements. Specifically, geographic view 328 may display a path from each meter to its registered collector. Additionally, geographic view 328 may distinguish “orphaned” nodes which are not connected to any other node in the network. Such orphaned nodes may be displayed with a uniquely shaped icon. For example, connected nodes may be displayed with a circular icon, while orphaned nodes may be displayed with a triangular icon.


Geographic view 328 may also display a number of sub-networks within the network layout. Each sub-network may include a group of nodes that are all associated with a particular network component such as, for example, a collector, transformer, feeder or substation. The sub-networks may be distinguished by color coding the connections between the nodes within each sub-network. Geographic view 328 may also display communication success rates for the nodes. For example, the icon for each node may be color coded according to its corresponding communications success rate. Geographic view 328 may also display visual alerts to indicate the occurrence of a communications event. For example, when an event occurs at a particular node within a specified time period, a plus (“+”) icon may be displayed adjacent to the node.


In addition to current network information, geographic view 328 may be rendered based on historical network information stored in database 222 and also historical digital maps or other topographical information. Geographic view 328 may be displayed in accordance with geographic information systems (GIS) standards, thereby enabling the view to integrate well with third party tools that support rich GIS functionality. For example, such tools may be used to easily identify meters within a specified distance from another meter. The integration also allows the manipulation of a large display area, zooming in and out as necessary to examine the details.



FIG. 4 illustrates an exemplary geographic view 400. View 400 includes a display selection bar 410, which enables various network elements and network information to be displayed. For example, selecting the collector check box within bar 410 causes collectors to be displayed within view 400. As shown, the collectors are displayed with a large circle icon. Additionally, connected meters are displayed with dot icons, while orphaned meters are displayed with plus shaped icons. The meter level check box of selection bar 410 is selected, which causes view 400 the size of each of each meter's icon to correspond to its associated meter level. Specifically, meters with the lowest corresponding meter level zero are displayed with the small dot, while meters with the highest corresponding meter level four are displayed with the large dot. Alternatively, the communications success rate check box could be selected, which would cause the size of each meter's icon to correspond to its associated communications success rate. Additionally, the color of each meter, rather than the size, may change according to various attributes.


View 400 includes three collectors, the “2664” collector, the “2665” collector, and the “2666” collector. Each collector has a corresponding sub-network, which includes all meters that are registered to the collector. The connections between the meters within each sub-network are color coded. For example, connections between the meters in the “2664” sub-network may be displayed in yellow, connections between the meters in the “2665” sub-network may be displayed in blue, and connections between the meters in the “2666” sub-network may be displayed in red. View 400 may be manipulated to show more or less detailed views of the network layout. For example, FIG. 5 illustrates a close up view of the 2666 collector sub-network. The close up view of FIG. 5 may be selected, for example, by clicking on the 2666 collector with an attached mouse. Additionally, the view may be adjusted to focus on the path of an individual meter to the 2666 collector by, for example, clicking on the individual meter with the mouse.


Geographic view 328 may be displayed overlaying a digital map such as, for example, an aerial photograph, a topographic map, an elevation map, a street map, or a land parcel. For example, FIG. 6 illustrates geographic view 328 overlaying an aerial photograph. As shown, the aerial photograph shows man-made and geographical structures surrounding network elements. Displaying geographic view 328 in a “map view” overlaying a digital map provides a number of advantages with respect to network management. For example, if a meter is communicating poorly, the map view may be used to quickly and easily determine the cause of the problem. Specifically, an aerial photograph such as shown in FIG. 6 may be used to determine whether there is a man-made or geographic obstruction in the path of the meter. Additionally, by facilitating the assessment of relative and/or absolute distances among various network elements, the map view may be used to determine whether the problem is a function of distance. If the meter is located in close proximity to the collector or to a repeater, then the problem is probably not related to distance, and the map view may then be used to determine whether a tamper condition or a meter hardware problem is responsible. The map view may also be used to identify a cluster of nodes that are experiencing a similar problem, such as, for example, a power outage.


The map view is also useful to identify instances of meter theft or vandalism. In particular, the map view may be used to identify a meter that is stolen and then installed at a different location. For example, if an outlying meter is originally connected to a collector through several intermediate nodes, and is later directly connected or connected through fewer intermediate nodes, then this can be easily determined from the map view. Specifically, the map view may show an unexpected long line from the meter to the collector or to a new repeater node. Likewise, if a meter is moved further from a collector, then the map view may change to show a connection through several new repeaters. Furthermore, if the meter is moved so far away that it registers with a new collector, then the map view may change to show a long connection from the previous meter location to the new collector, thereby making the tamper self-evident.


Rendering tool 310 may be queried to generate a view 328 that includes network information based in specified criteria, and the view 328 may be rendered accordingly. For example, if a meter is stolen and then installed elsewhere, then the malfunction may be identified by querying for connections that are no longer than a specified distance. Additionally, the query may request meters that have communication characteristics that are significantly different from those of other meters located in close proximity.


Geographic view 328 may be used to facilitate the future planning and management of the network layout. For example, geographic view 328 may be used to easily and rapidly identify when several meters in close proximity to one another are experiencing communications problems. It may be then determined that new collectors and/or repeaters are needed in close proximity to those meters. Also, if an existing deployment of meters is to be expanded, then geographic view 328 may be used to identify locations at which new collectors and/or repeaters should be located. Specifically, geographic view 328 may be used to determine, based on maximum number of hops and the distances involved, whether an existing collector network would be capable of supporting the new meters at the new locations. Additionally, if new collectors and/or repeaters are needed, geographic view 328 may be used to determine their expected ranges.


While systems and methods have been described and illustrated with reference to specific embodiments, those skilled in the art will recognize that modification and variations may be made without departing from the principles described above and set forth in the following claims. Accordingly, reference should be made to the following claims as describing the scope of disclosed embodiments.

Claims
  • 1. A method for providing a geographic view of nodes in a wireless network, comprising: receiving geographic location data and operating status data for the nodes in the wireless network comprising a collector and a plurality of meters that communicate wirelessly with the collector, each of the meters having a wireless communication path to the collector that is either a direct path or an indirect path through one or more intermediate meters that serve as repeaters, the wireless communication paths between each meter and the collector defining a layout of the network, the geographic location data comprising a digital land parcel for each node;associating each node with a corresponding geographic location by computing a center point of the node's digital land parcel and associating the node with the computed center point; andrendering a geographic view of the nodes overlaying an aerial photograph, the geographic view displaying each of the nodes at their corresponding geographic location on the aerial photograph, the geographic view further displaying the operating status data directly within the geographic view without first requiring interaction with an item in the geographic view.
  • 2. The method of claim 1, wherein receiving the geographic location data comprises receiving longitude coordinates and latitude coordinates.
  • 3. The method of claim 1, further comprising: receiving node connection data; anddisplaying in the geographic view at least one connection between the nodes.
  • 4. The method of claim 3, wherein displaying in the geographic view the at least one connection between the nodes comprises displaying in the geographic view a connection path from a meter to a collector.
  • 5. The method of claim 1, further comprising: receiving node connection data; anddisplaying in the geographic view an orphaned node that is not connected to any of the other nodes.
  • 6. The method of claim 1, wherein displaying the operating status data directly within the geographic view comprises displaying communications success rates for the nodes directly within the geographic view.
  • 7. The method of claim 6, comprising displaying each of the nodes in a color corresponding to its communications success rate.
  • 8. The method of claim 1, wherein displaying the operating status data directly within the geographic view comprises displaying in the geographic view a visual alert adjacent to a location of a communications event occurrence to indicate the occurrence.
  • 9. The method of claim 8, comprising displaying in the geographic view the visual alert corresponding to at least one member of a group comprising a node tampering incident, a node health related alarm, a low battery indication, a maintenance indication, a disconnection, a reconnection, a power outage, a power restoration, and a communications problem.
  • 10. The method of claim 1, further comprising displaying in the geographic view a plurality of sub-networks within the network layout, each sub-network displayed in a corresponding color.
  • 11. The method of claim 10, comprising displaying a plurality of sub-networks each comprising nodes that are associated with a particular network component.
  • 12. The method of claim 1, further comprising: receiving historical network information; anddisplaying in the geographic view the historical network information.
  • 13. The method of claim 1, comprising rendering the geographic view according to geographic information systems standards.
  • 14. The method of claim 1, further comprising: receiving a query to display network information in accordance with a specified criteria; anddisplaying the network information in accordance with the specified criteria.
  • 15. The method of claim 1, further comprising rendering a geographic view that displays a tampered node at a new location that is different from a previous location at which the tampered node was displayed in a previously rendered geographic view.
  • 16. A computer readable medium having computer executable instructions for performing the steps recited in claim 1.
  • 17. A system for providing a geographic view of a network layout, comprising: a wireless local area network with a plurality of nodes comprising a collector and a plurality of meters that communicate wirelessly with the collector, each of the meters having a wireless communication path to the collector that is either a direct path or an indirect path through one or more intermediate meters that serve as repeaters, the wireless communication paths between each meter and the collector defining a layout of the network;a geographic view rendering tool that receives geographic location data and operating status data for the nodes the geographic location data comprising a digital land parcel for each node, associates each node with a corresponding geographic location by computing a center point of the node's digital land parcel and associating the node with the computed center point, and renders the geographic view overlaying an aerial photograph displaying the nodes at their corresponding geographic locations on the aerial photograph, the geographic view further displaying the operating status data directly within the geographic view without first requiring interaction with an item in the geographic view.
  • 18. The system of claim 17, wherein the geographic location data comprises longitude coordinates and latitude coordinates.
  • 19. The system of claim 17, wherein the geographic view displays network information collected from the wireless local area network.
  • 20. The system of claim 19, wherein the network information comprises node communications paths between nodes.
  • 21. The system of claim 19, wherein the geographic view displays a connection path from a meter to a collector.
  • 22. The system of claim 19, wherein the operating status data comprises communication success rates for the nodes.
  • 23. The system of claim 22, wherein the geographic view displays the nodes in colors corresponding to their associated communications success rates.
  • 24. The system of claim 19, wherein the operating status data comprises data indicating an occurrence of a communications event.
  • 25. The system of claim 24, wherein the geographic view displays a visual alert adjacent to a location of the communications event occurrence to indicate the occurrence.
  • 26. The system of claim 24, wherein the communications event is at least one member of a group comprising a node tampering incident, a node health related alarm, a maintenance indication, a disconnection, a reconnection, a power outage, a power restoration, and a communications problem.
  • 27. The system of claim 19, wherein the geographic view displays a plurality of sub-networks within the network layout, each sub-network displayed in a corresponding color.
  • 28. The system of claim 27, wherein each sub-network comprises nodes that are associated with a particular network component.
  • 29. The system of claim 19, wherein the network information is historical network information.
  • 30. The system of claim 17, wherein the geographic view is rendered according to geographic information systems standards.
  • 31. The system of claim 17, wherein the geographic view rendering tool can be queried to display the geographic view in accordance with a specified criteria.
  • 32. The system of claim 17, wherein the geographic view displays a tampered node at a new location that is different from a previous location at which the tampered node was displayed in a previously rendered geographic view.
  • 33. The system of claim 20, wherein the node communications paths changes dynamically, and the geographic view displays dynamic changes to the node communications paths.
  • 34. The system of claim 33, further comprising a network management system that polls network elements to track the dynamic changes to the node communications paths.
  • 35. The system of claim 33, further comprising a network management system that is notified by network elements of the dynamic changes to the node communications paths.
  • 36. The system of claim 17, wherein the operating status data changes dynamically, and the geographic view displays dynamic changes to the operating status data.
  • 37. The system of claim 36, further comprising a network management system that polls network elements to track the dynamic changes to the operating status data.
  • 38. The system of claim 36, further comprising a network management system that is notified by network elements of the dynamic changes to the operating status data.
  • 39. The method of claim 3, further comprising: receiving updated node connection data comprising data regarding dynamic changes to node communications paths; anddisplaying in the geographic view the dynamic changes to the node communications paths.
  • 40. The method of claim 39, further comprising: polling, by a network management system, network elements to track the dynamic changes to the node communications paths.
  • 41. The method of claim 39, further comprising: receiving at a network management system from a network element a notification of the dynamic changes to the node communications paths.
  • 42. The method of claim 1, further comprising: receiving updated operating status data comprising dynamic changes to the operating status data; anddisplaying in the geographic view the dynamic changes to the operating status data.
  • 43. The method of claim 42, further comprising: polling, by a network management system, network elements to track the dynamic changes to the operating status data.
  • 44. The method of claim 42, further comprising: receiving at a network management system from a network element a notification of the dynamic changes to the operating status data.
US Referenced Citations (321)
Number Name Date Kind
3455815 Saltzberg et al. Jul 1969 A
3858212 Tompkins et al. Dec 1974 A
3878512 Kobayashi et al. Apr 1975 A
3973240 Fong Aug 1976 A
4031513 Simciak Jun 1977 A
4056107 Todd et al. Nov 1977 A
4066964 Costanza et al. Jan 1978 A
4132981 White Jan 1979 A
4190800 Kelly, Jr. et al. Feb 1980 A
4204195 Bogacki May 1980 A
4218737 Buscher et al. Aug 1980 A
4250489 Dudash et al. Feb 1981 A
4254472 Juengel et al. Mar 1981 A
4319358 Sepp Mar 1982 A
4321582 Banghart Mar 1982 A
4322842 Martinez Mar 1982 A
4328581 Harmon et al. May 1982 A
4361851 Asip et al. Nov 1982 A
4361890 Green, Jr. et al. Nov 1982 A
4396915 Farnsworth et al. Aug 1983 A
4405829 Rivest et al. Sep 1983 A
4415896 Allgood Nov 1983 A
4466001 Moore et al. Aug 1984 A
4504831 Jahr et al. Mar 1985 A
4506386 Ichikawa et al. Mar 1985 A
4513415 Martinez Apr 1985 A
4525861 Freeburg Jun 1985 A
4600923 Hicks et al. Jul 1986 A
4608699 Batlivala et al. Aug 1986 A
4611333 McCallister et al. Sep 1986 A
4614945 Brunius et al. Sep 1986 A
4617566 Diamond Oct 1986 A
4628313 Gombrich et al. Dec 1986 A
4631538 Carreno Dec 1986 A
4638298 Spiro Jan 1987 A
4644321 Kennon Feb 1987 A
4653076 Jerrim et al. Mar 1987 A
4672555 Hart et al. Jun 1987 A
4680704 Konicek et al. Jul 1987 A
4688038 Giammarese Aug 1987 A
4692761 Robinton Sep 1987 A
4707852 Jahr et al. Nov 1987 A
4713837 Gordon Dec 1987 A
4724435 Moses et al. Feb 1988 A
4728950 Hendrickson et al. Mar 1988 A
4734680 Gehman et al. Mar 1988 A
4749992 Fitzmeyer et al. Jun 1988 A
4757456 Benghiat Jul 1988 A
4769772 Dwyer Sep 1988 A
4783748 Swarztrauber et al. Nov 1988 A
4792946 Mayo Dec 1988 A
4799059 Grindahl et al. Jan 1989 A
4804938 Rouse et al. Feb 1989 A
4811011 Sollinger Mar 1989 A
4827514 Ziolko et al. May 1989 A
4833618 Verma et al. May 1989 A
4839645 Lill Jun 1989 A
4841545 Endo et al. Jun 1989 A
4860379 Schoeneberger et al. Aug 1989 A
4862493 Venkataraman et al. Aug 1989 A
4868877 Fischer Sep 1989 A
4884021 Hammond et al. Nov 1989 A
4912722 Carlin Mar 1990 A
4922518 Gordon et al. May 1990 A
4939726 Flammer et al. Jul 1990 A
4940974 Sojka Jul 1990 A
4940976 Gastouniotis et al. Jul 1990 A
4958359 Kato Sep 1990 A
4964138 Nease et al. Oct 1990 A
4965533 Gilmore Oct 1990 A
4972507 Lusignan Nov 1990 A
5007052 Flammer Apr 1991 A
5018165 Sohner et al. May 1991 A
5022046 Morrow, Jr. Jun 1991 A
5032833 Laporte Jul 1991 A
5053766 Ruiz-del-Portal et al. Oct 1991 A
5053774 Schuermann et al. Oct 1991 A
5056107 Johnson et al. Oct 1991 A
5067136 Arthur et al. Nov 1991 A
5079715 Venkataraman et al. Jan 1992 A
5079768 Flammer Jan 1992 A
5086292 Johnson et al. Feb 1992 A
5086385 Launey Feb 1992 A
5090024 Vander Mey et al. Feb 1992 A
5111479 Akazawa May 1992 A
5115433 Baran et al. May 1992 A
5115448 Mori May 1992 A
5129096 Burns Jul 1992 A
5130987 Flammer Jul 1992 A
5132985 Hashimoto et al. Jul 1992 A
5136614 Hiramatsu et al. Aug 1992 A
5142694 Jackson et al. Aug 1992 A
5151866 Glaser et al. Sep 1992 A
5155481 Brennan, Jr. et al. Oct 1992 A
5160926 Schweitzer, III Nov 1992 A
5166664 Fish Nov 1992 A
5177767 Kato Jan 1993 A
5179376 Pomatto Jan 1993 A
5189694 Garland Feb 1993 A
5194860 Jones et al. Mar 1993 A
5197095 Bonnett Mar 1993 A
5204877 Endo et al. Apr 1993 A
5214587 Green May 1993 A
5225994 Arinobu et al. Jul 1993 A
5228029 Kotzin Jul 1993 A
5229996 Bäckström et al. Jul 1993 A
5239575 White et al. Aug 1993 A
5239584 Hershey et al. Aug 1993 A
5243338 Brennan, Jr. et al. Sep 1993 A
5252967 Brennan et al. Oct 1993 A
5260943 Comroe et al. Nov 1993 A
5270704 Sosa Quintana et al. Dec 1993 A
5280498 Tymes et al. Jan 1994 A
5280499 Suzuki Jan 1994 A
5285469 Vanderpool Feb 1994 A
5287287 Chamberlain et al. Feb 1994 A
5289497 Jacobson et al. Feb 1994 A
5295154 Meier et al. Mar 1994 A
5307349 Shloss et al. Apr 1994 A
5311541 Sanderford, Jr. May 1994 A
5311542 Eder May 1994 A
5315531 Oravetz et al. May 1994 A
5319679 Bagby Jun 1994 A
5329547 Ling Jul 1994 A
5345225 Davis Sep 1994 A
5359625 Vander Mey et al. Oct 1994 A
5377222 Sanderford, Jr. Dec 1994 A
5381462 Larson et al. Jan 1995 A
5383134 Wrzesinski Jan 1995 A
5384712 Oravetz et al. Jan 1995 A
5387873 Muller et al. Feb 1995 A
5390360 Scop et al. Feb 1995 A
5406495 Hill Apr 1995 A
5416917 Adair et al. May 1995 A
5420799 Peterson et al. May 1995 A
5428636 Meier Jun 1995 A
5430759 Yokev et al. Jul 1995 A
5432507 Mussino et al. Jul 1995 A
5432815 Kang et al. Jul 1995 A
5438329 Gastouniotis et al. Aug 1995 A
5448230 Schanker et al. Sep 1995 A
5448570 Toda et al. Sep 1995 A
5450088 Meier et al. Sep 1995 A
5452465 Geller et al. Sep 1995 A
5455533 Köllner Oct 1995 A
5455544 Kechkaylo Oct 1995 A
5455569 Sherman et al. Oct 1995 A
5455822 Dixon et al. Oct 1995 A
5457713 Sanderford, Jr. et al. Oct 1995 A
5461558 Patsiokas et al. Oct 1995 A
5463657 Rice Oct 1995 A
5473322 Carney Dec 1995 A
5475742 Gilbert Dec 1995 A
5475867 Blum Dec 1995 A
5479442 Yamamoto Dec 1995 A
5481259 Bane Jan 1996 A
5488608 Flammer, III Jan 1996 A
5491473 Gilbert Feb 1996 A
5493287 Bane Feb 1996 A
5495239 Ouellette Feb 1996 A
5497424 Vanderpool Mar 1996 A
5499243 Hall Mar 1996 A
5500871 Kato et al. Mar 1996 A
5511188 Pascucci et al. Apr 1996 A
5519388 Adair, Jr. May 1996 A
5521910 Matthews May 1996 A
5522044 Pascucci et al. May 1996 A
5524280 Douthitt et al. Jun 1996 A
5525898 Lee, Jr. et al. Jun 1996 A
5526389 Buell et al. Jun 1996 A
5528507 McNamara et al. Jun 1996 A
5528597 Gerszberg et al. Jun 1996 A
5539775 Tuttle et al. Jul 1996 A
5541589 Delaney Jul 1996 A
5544036 Brown, Jr. et al. Aug 1996 A
5546424 Miyake Aug 1996 A
5548527 Hemminger et al. Aug 1996 A
5548633 Kujawa et al. Aug 1996 A
5553094 Johnson et al. Sep 1996 A
5555508 Munday et al. Sep 1996 A
5559870 Patton et al. Sep 1996 A
5566332 Adair et al. Oct 1996 A
5570084 Ritter et al. Oct 1996 A
5572438 Ehlers et al. Nov 1996 A
5574657 Tofte Nov 1996 A
5590179 Shincovich et al. Dec 1996 A
5592470 Rudrapatna et al. Jan 1997 A
5594740 LaDue Jan 1997 A
5602744 Meek et al. Feb 1997 A
5617084 Sears Apr 1997 A
5619192 Ayala Apr 1997 A
5619685 Schiavone Apr 1997 A
5621629 Hemminger et al. Apr 1997 A
5627759 Bearden et al. May 1997 A
5631636 Bane May 1997 A
5636216 Fox et al. Jun 1997 A
5640679 Lundqvist et al. Jun 1997 A
5659300 Dresselhuys et al. Aug 1997 A
5668803 Tymes et al. Sep 1997 A
5668828 Sanderford, Jr. et al. Sep 1997 A
5673252 Johnson et al. Sep 1997 A
5684472 Bane Nov 1997 A
5684799 Bigham et al. Nov 1997 A
5691715 Ouellette Nov 1997 A
5692180 Lee Nov 1997 A
5696501 Ouellette et al. Dec 1997 A
5696765 Safadi Dec 1997 A
5696903 Mahany Dec 1997 A
5699276 Roos Dec 1997 A
5714931 Petite et al. Feb 1998 A
5715390 Hoffman et al. Feb 1998 A
5717604 Wiggins Feb 1998 A
5719564 Sears Feb 1998 A
5745901 Entner et al. Apr 1998 A
5748104 Argyroudis et al. May 1998 A
5748619 Meier May 1998 A
5751914 Coley et al. May 1998 A
5751961 Smyk May 1998 A
5754772 Leaf May 1998 A
5754830 Butts et al. May 1998 A
5757783 Eng et al. May 1998 A
5768148 Murphy et al. Jun 1998 A
5778368 Hogan et al. Jul 1998 A
5787437 Potterveld et al. Jul 1998 A
5790789 Suarez Aug 1998 A
5790809 Holmes Aug 1998 A
5801643 Williams et al. Sep 1998 A
5805712 Davis Sep 1998 A
5808558 Meek et al. Sep 1998 A
5809059 Souissi et al. Sep 1998 A
5822521 Gartner et al. Oct 1998 A
5850187 Carrender et al. Dec 1998 A
5862391 Salas et al. Jan 1999 A
5872774 Wheatley, III et al. Feb 1999 A
5874903 Shuey et al. Feb 1999 A
5875183 Nitadori Feb 1999 A
5875402 Yamawaki Feb 1999 A
5884184 Sheffer Mar 1999 A
5892758 Argyroudis Apr 1999 A
5896382 Davis et al. Apr 1999 A
5897607 Jenney et al. Apr 1999 A
5898387 Davis et al. Apr 1999 A
5907491 Canada et al. May 1999 A
5907540 Hayashi May 1999 A
5910799 Carpenter et al. Jun 1999 A
5923269 Shuey et al. Jul 1999 A
5926103 Petite Jul 1999 A
5926531 Petite Jul 1999 A
5943375 Veintimilla Aug 1999 A
5944842 Propp et al. Aug 1999 A
5953319 Dutta et al. Sep 1999 A
5959550 Giles Sep 1999 A
5960074 Clark Sep 1999 A
5963146 Johnson et al. Oct 1999 A
5974236 Sherman Oct 1999 A
5986574 Colton Nov 1999 A
6000034 Lightbody et al. Dec 1999 A
6028522 Petite Feb 2000 A
6034988 VanderMey et al. Mar 2000 A
6035201 Whitehead Mar 2000 A
6041056 Bigham et al. Mar 2000 A
6061604 Russ et al. May 2000 A
6067029 Durston May 2000 A
6073169 Shuey et al. Jun 2000 A
6073174 Montgomerie et al. Jun 2000 A
6078251 Landt et al. Jun 2000 A
6078785 Bush Jun 2000 A
6078909 Knutson Jun 2000 A
6088659 Kelley et al. Jul 2000 A
6091758 Ciccone et al. Jul 2000 A
6100817 Mason, Jr. et al. Aug 2000 A
6112192 Capek Aug 2000 A
6124806 Cunningham et al. Sep 2000 A
6128276 Agee Oct 2000 A
6137423 Glorioso et al. Oct 2000 A
6150955 Tracy et al. Nov 2000 A
6154487 Murai et al. Nov 2000 A
6160993 Wilson Dec 2000 A
6172616 Johnson et al. Jan 2001 B1
6199068 Carpenter Mar 2001 B1
6208266 Lyons et al. Mar 2001 B1
6218953 Petite Apr 2001 B1
6233327 Petite May 2001 B1
6246677 Nap et al. Jun 2001 B1
6249516 Brownrigg et al. Jun 2001 B1
6363057 Ardalan et al. Mar 2002 B1
6393341 Lawrence et al. May 2002 B1
6396839 Ardalan et al. May 2002 B1
6421731 Ciotti, Jr. et al. Jul 2002 B1
6430268 Petite Aug 2002 B1
6437692 Petite et al. Aug 2002 B1
6446192 Narasimhan et al. Sep 2002 B1
6643278 Panasik et al. Nov 2003 B1
6657549 Avery Dec 2003 B1
6684245 Shuey et al. Jan 2004 B1
6751563 Spanier et al. Jun 2004 B2
6836270 Du Dec 2004 B2
20010002210 Petite May 2001 A1
20010024163 Petite Sep 2001 A1
20010027456 Lancaster et al. Oct 2001 A1
20020012323 Petite et al. Jan 2002 A1
20020013679 Petite Jan 2002 A1
20020019712 Petite et al. Feb 2002 A1
20020019725 Petite Feb 2002 A1
20020026957 Reyman Mar 2002 A1
20020027504 Davis et al. Mar 2002 A1
20020029226 Li et al. Mar 2002 A1
20020031101 Petite et al. Mar 2002 A1
20020094799 Elliot et al. Jul 2002 A1
20020125998 Petite et al. Sep 2002 A1
20020129138 Carter Sep 2002 A1
20020145537 Mueller et al. Oct 2002 A1
20020169643 Petite et al. Nov 2002 A1
20030036810 Petite Feb 2003 A1
20030036822 Davis et al. Feb 2003 A1
20030202512 Kennedy Oct 2003 A1
20040061701 Arquie et al. Apr 2004 A1
20040113810 Mason, Jr. et al Jun 2004 A1
20040172466 Douglas et al. Sep 2004 A1
20050184881 Dusenberry et al. Aug 2005 A1
20060022841 Hoiness et al. Feb 2006 A1
Foreign Referenced Citations (18)
Number Date Country
682196 Jul 1993 CH
0 395 495 Oct 1990 EP
0 446 979 Sep 1991 EP
0 629 098 Dec 1994 EP
2 118 340 Oct 1983 GB
2 157 448 Oct 1985 GB
2 186 404 Aug 1987 GB
02 222 898 Mar 1990 GB
2 237 910 May 1991 GB
59-229949 Dec 1984 JP
02-67967 Mar 1990 JP
4290593 Oct 1992 JP
05-260569 Oct 1993 JP
8194023 Jul 1996 JP
9302515 Feb 1993 WO
9304451 Mar 1993 WO
9532595 Nov 1995 WO
9610856 Apr 1996 WO
Related Publications (1)
Number Date Country
20060135119 A1 Jun 2006 US