I. Field of the Invention
The present invention generally relates to communication systems and, in particular, to systems and methods for testing network systems and processors.
II. Background And Material Information
Probes can be used to test a communication network, including any part of the network, such as network nodes, devices, components, interfaces, links, protocols, and the like. For example, in a simple network consisting of two routers connected by a communication link (such as an Internet Protocol (IP) network), a probe may be configured at each router to measure various parameters including packet loss, jitter, latency, etc. Each of the probes may be a hardware-type probe, a software-type probe, or a combination of the two.
When a network service provider offers network services to a customer, they usually agree on one or more performance or service levels to be provided by the network. For example, a customer may have two types of traffic, such as voice traffic and email traffic, each of which may require a different level of service. In this example, the customer may enter into a Service Level Agreement (SLA) that provides a higher level of service (e.g., low jitter, low latency, and low packet loss) to voice traffic, and a lower level of service (e.g., best efforts) to email traffic. The network service provider and the customer will then want to know whether the performance parameters of the SLA are being met. If the service provider has other SLAs for other customers, the performance associated with those other customers will also be of interest.
To that end, probes have typically been deployed to monitor each customer and/or service. Although it may be useful to accurately monitor performance for every customer, in a complex network environment with a variety of customers and/or services, deploying a probe at/to each customer or service interface is not practical (e.g., it is cost prohibitive). Therefore, there is a need to provide a system and method that can monitor the performance of customers and/or services without requiring the deployment of a dedicated hardware and/or software probe to each customer location and/or interface.
The present invention is directed to systems and methods for testing network systems and processors.
Systems and methods consistent with one embodiment of the present invention can test a first processor having at least a first interface by configuring, at the first processor, a second interface, such that the configured second interface has one or more quality of service parameters representative of the first interface. Moreover, systems and methods consistent with one embodiment of the present invention can send one or more packets through the configured second interface, the one or more packets being representative of one or more other packets received at the first interface. Furthermore, systems and methods consistent with one embodiment of the present invention can determine, based on the one or more packets, one or more performance parameters corresponding to the first interface under test.
Additional features and advantages of various embodiments may be realized and attained by the systems and methods particularly described in the written description, the appended drawings, and the claims.
It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the invention, as described. Further features and/or variations may be provided in addition to those set forth herein. For example, the present invention may be directed to various combinations and subcombinations of the disclosed features and/or combinations and subcombinations of several further features disclosed below in the detailed description.
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate various embodiments and aspects of the present invention and, together with the description, explain the principles of the invention. In the drawings:
Reference will now be made in detail to embodiments of the invention, examples of which are illustrated in the accompanying drawings and described in the specification. Wherever possible, the same reference numbers will be used throughout the drawings to refer to the same or like parts.
Each of nodes A-C 1200, 1300, 1302 represents a point on the network such as a processor, a router, a switch, a gateway, or any other communication or data processing device.
Communication channel 1120 may function as a communication network (or links) and may include, alone or in any suitable combination a telephony-based network, a local area network (LAN), a wide area network (WAN), a dedicated intranet, the Internet, a wireless network, or a bus. Further, any suitable combination of wired and/or wireless components and systems may be incorporated into the communication channels. The term “network” means a system of interconnected nodes including corresponding links and may include one or more of the components depicted in network environment 1000. As used herein, a connection means a path, such as a link or a tunnel.
The Intelligent Network Elements (INE) 1171-1170 function to test an interface (also referred to as the “interface under test”) at a node (e.g., node 1200) by configuring another interface at the node, such that the “configured interface” has the same (or similar) quality of service (QoS) parameters to the QoS parameters of the interface under test.
Moreover, one INE 1170 may generate packets and send these packets through the configured interface at node 1200. The packets sent through the configured interface may be generated so that they are similar to the type of packets received at the interface under test. Another INE 1171 may function to receive any generated packets. INE 1171 may also use the received packets to determine one or more performance parameters for node 1200, such as latency, jitter, or packet loss. These parameters serve to test the interface under test at node 1200. As a result, the INE intelligently tests an interface at node 1200 by configuring another interface at the same node and sending packets through the other interface. If multiple interfaces require testing at node 1200, the INE can reconfigure the other interface to have the same (or similar) QoS parameters as those other interfaces under test, and can generate packets that are similar to the packet type received at each interface under test. If multiple nodes are present in network environment 1000, INE 1170 can connect (either virtually or physically) to multiple nodes and test their interfaces. As such, systems and methods consistent with one embodiment of the present invention, reduces (if not eliminates) the need to have a test probe at each interface and at each node in a network.
Moreover, in some embodiments, each of INE 1170 and 1171 may be embodied to have the features disclosed in U.S. patent application Ser. No. 10/845,517, filed May 14, 2004, entitled “SYSTEMS AND METHODS FOR INFERRING SERVICES ON A NETWORK,” [Attorney Docket No. 09278-0001] which is incorporated herein by reference in its entirety. Such features may include participating in a network by, for example, receiving information, such as statistics, event information (e.g., network failures), and topology information (e.g., interfaces, links, and routes to other nodes); and providing information to NMS 1175 including information regarding each of nodes A-C 1200, 1300, 1302 or any other node (e.g., a router) in network environment 1000.
Network Management System (NMS) 1175 may be embodied by one or more data processors. NMS 1175 may function to infer one or more services on network 1000 and to manage network 1000. One of ordinary skill in the art would recognize that network management includes the execution of one or more functions for controlling, planning, allocating, deploying, coordinating, and/or monitoring the resources of a network. Moreover, when a plurality of INEs are present in a network, NMS 1175 may aggregate information provided by the INEs and use that aggregate information to infer one or more services on the network. A service (e.g. an inferred service) may correspond to a virtual private network between nodes, such as node A 1200 and node B 1300. NMS 1175 may be able to infer that one or more virtual private network services exist between nodes 1200 and 1300 by, for example, detecting route targets exported by node A 1200 and/or node B 1300. See for example RFC-2547, E. Rosen et al., The Internet Society (1999), “BGP/MPLS VPNs,” that describes route targets and BGP/MPLS (Border Gateway Protocol/Multiprotocol Label Switching) VPNs (draft-ieff-I3vpn-rfc2547bis-01.txt, E. Rosen et al., The Internet Society, September 2003, “BGP/MPLS IP VPNs). In addition to layer-3 type VPNs, such as BGP/MPLS VPNs, other types of VPNs may by inferred including, for example, layer-2 VPNs.
Node A 1200 (labeled PE Router A) may be embodied as a router, such as a Provider Edge (PE) router configured with BGP/MPLS (Border Gateway Protocol/Multiprotocol Label Switching) VPNs. One of ordinary skill in art will recognize that commercially available software may be configured on node A to implement tunnels and corresponding BGP/MPLS VPNs. Moreover, PE Router 1200 may include interface A 201 to a Customer Edge device (CEA) 2060, interface B 202 to customer edge device (CEB) 2061, interface C 203 to INE 1170, and interface D 204 to network 1120. The interfaces may be embodied as any type of physical interface including, for example, an Ethernet interface or a wireless interface. Moreover, interface C 203 and INE 1170 may be connected by a link 1121 which may be a direct connection or a network, such as network 1120. In addition, Customer Edge devices 2060-2066 may be embodied as any type of customer device, such as a Customer Edge (CE) router (see, e.g., RFC-2547) or any other edge device serving as an interface between a customer and a network. Node B 1301 (labeled PE Router B) may be configured in a manner similar to PE Router A 1200.
In one embodiment, before beginning steps 310-340, a user of a network management system, such as NMS 1175, may select one or more virtual private networks (VPNs), such as BGP/MPLS VPNs, to monitor and test performance. In some instances, a user may be prompted to select a specific customer, a customer's VPNs, a link (or connection), and/or specific services for that customer. For example, a user may select customer A's Voice over IP (VoIP) traffic only between New York and Los Angeles. Moreover, the user may be prompted to select how frequently the specific customer VPNs should be tested, the specific parameters to test, and/or any thresholds for generating alarms. The user's profiles for testing can be saved in the INEs or, alternatively, NMS 1175.
To configure an interface, such as interface C 203, to have a similar QoS profile as the interface under test, which in this case is customer interface A 201 (step 310), INE 1170 may issue a query to PE Router A 1200. In this example, PE router A serves as the head-end (or origin) of a tunnel from PE Router A 1200 to PE Router B 1301. By querying PE Router A 1200, INE 1170 may obtain the QoS profile associated with interface A 201 including, for example, the associated class(es) of service, queue priority, and/or drop precedence. One of ordinary skill in the art would recognize that such profile information can be grouped in many commercially available routers as the “QoS Profile,” and different profiles associated with different interfaces may be identified uniquely with a name, a number, or other like identifier. In such a case, INE 1170 may simply retrieve the interface A 201 QoS Profile identifier and configure interface C 203 with the same QoS profile.
In some embodiments, INE 1170 may query PE Router A 1200 by reading several MIB (Management Information Base) tables using the SNMP (Simple Network Management Protocol) or using a Command Line Interface (CLI). In some other embodiments, INE 1170 may determine the QoS profile of interface A 201 by discovering such information, as described in co-pending U.S. Application U.S. patent application Ser. No. 10/845,517 entitled “SYSTEMS AND METHODS FOR INFERRING SERVICES ON A NETWORK” [Attorney Docket No. 09278-0001]. In such discovery instances, NMS 1175 may store QoS information and any updates (changes and refreshes), allowing INE 1170 to simply read the QoS profile for interface A 201 from QoS information stored in NMS 1175. The QoS profile information may then be configured at interface C 203 (or router 1200) by setting the interface using SNMP, CLI, or the like.
To send packets (step 320), INE 1170 may send packets through link 1121 and interface C 203 with the same (or similar) characteristics as packets received at interface A 201. For example, if interface A 201 has a predetermined QoS Profile Identifier named “Platinum 1” associated with VoIP traffic at PE Router A 1200, INE 1170 may generate packets that are of the same (or similar) type (in this example VoIP type packets) including header field(s), size, and/or protocol(s.) INE 1170 may then send the generated packets to interface C 203. At interface C, PE Router A applies the Platinum 1 QoS profile and any associated rules (also known as tunnel injection criteria) that dictate how, when, and what traffic should be allowed access to a BGP/MPLS tunnel originating at PE Router A 1201 and terminating at PE Router B 1301.
One of ordinary skill in the art would recognized that packets received at interface A 201 may be packets from customer 2061 with various destinations including, e.g., destinations 2064 and 2066.
In one embodiment, INE 1170 sets, based on the QoS profile and any corresponding injection criteria for the tunnel, one or more of the following header fields in the packets generated by the INE 1170: (1) a DSCP (Differentiated Services Code Point) value that is indicative of the incoming priority of the packet; (2) an IP protocol number (e.g., based on the IP protocol, PE Router A 1200 may treat packets differently); (3) an application protocol number (if PE Router A 1200 is capable of treating different applications differently); and (4) source and destination IP addresses and/or ports. Returning to the above example, the injection criteria would include rules that would allow or deny access to a BGP/MPLS tunnel from PE Router A 1200 to PE Router B 1300 based on, for example, one or more of the values associated with (1)-(4).
To determine performance parameters (step 330), INE 1171 receives the packets from interfaces 203 and 204, network 1120 (and the BGP/MPLS tunnel therein), PE Router 1301, and link 1122. Based on the received packet(s), INE 1171 will determine one or more performance parameters, such as latency, jitter, and/or packet loss. For example, if the packet generated by INE 1170 includes a time stamp, INE 1171 can measure latency, jitter, and packet loss at INE 1171. Moreover, INE 1171 may perform additional processing to remove the effects of link 1121 and link 1122, as will be described in greater detail below with respect to
If other interfaces (e.g., interface B 202) are scheduled to be tested, INE 1170 then repeats steps 310-330 for those interfaces (step 340). Otherwise, the process ends.
Each of nodes A-C 1200, 1301, 1302, INEs 1170-1171, and NMS 1175 may be implemented as a data processor, such as data processor 4000 depicted in block diagram form at
The I/O module 4300 may include one or more input/output (I/O) devices including a display 4350, a keyboard, a mouse, an input storage device, and a network interface 4380. Network interface 4380 permits data processor 4000 to communicate through a network, such as communication channel 1120. For example, network interface 4380 may be embodied as an Ethernet network interface card or a wireless LAN interface card, such as a card compatible with the IEEE 802.11 series of wireless LAN standards. In some embodiments, display 4350 is separate from data processor 4000. For example, display 4350 may be provided on another data processor connected remotely to data processor 4000.
Central processing unit 4200 may include, for example, one or more of the following: a central processing unit, a co-processor, memory, registers, and other processing devices and systems as appropriate. Moreover, unit 4200 (or associated memory) may include source code (not shown) that configures data processor to function as a router to route packets, such as IP packets. Moreover, such code may include code to configure the router to function as a router in a VPN, such as a BGP/MPLS VPN, including associated PE nodes and CE nodes used in BGP/MPLS VPNs, (see, e.g., RFC-2547, “BGP/MPLS VPNs,”).
Storage module 4500 may be embodied with a variety of components or subsystems capable of providing storage including, for example, a hard drive, an optical drive, a general-purpose storage device, a removable storage device, and/or memory. Moreover, storage module 4500 may include one or more of the following: network object information for each of the nodes of network 1000, inferred network objects, inferred services, QoS profile information for one or more nodes, performance information for the one or more nodes, and any other information associated with network 1000.
Although CPU 4200 is generally described in terms of data processor 4000, CPU 4200 may also be incorporated into any other data processing or communication device including, for example, a router, a switch, a gateway, a bridge, and/or a network management system. For example, in one embodiment, each of nodes A-C 1200, 1301-1302 are embodied as routers; INEs 1170-1171 are embodied as a data processor incorporated into a high performance core router; and NMS 1175 is embodied as a data processor, such as a high performance work station (e.g., a SUN Fire E25K Server or a SUN V12 80).
Referring to
Although INE 1170 may directly connect to PE Router A 1170 (as depicted in
To compensate for any packet loss, latency, and/or jitter characteristic introduced by the GRE tunnel 7200 from INE 1170 to PE Router A, in some embodiments two such tunnels 7200, 7201 are implemented to conduct a loop back test to characterize the GRE portion of the network. The characterization enables INE 1171 to remove the jitter, packet loss, latency contributions of the GRE tunnel 7200 from the tunnel of interest 7100.
INE 1170 may determine a QoS profile for the customer CEA 2060 at PE Router A 1200 by querying the router (step 5200) or reading the profile information from NMS 1175. INE 1170 may then configure another interface at PE Router A 1200 to have a similar (or the same) QoS profile as customer CEA′S interface (“interface under test”) (step 5300). INE 1170 may also determine the injection criteria for the determined QoS profile (step 5400). In particular, the injection criteria at PE Router A specify the type of packets that are allowed access to tunnel 7100. For example, customer CEA's VoIP packets may be allowed access to tunnel 7100, but email packets may be denied.
Next, INE 1170 generates packets (step 5500) that satisfy the determined injection criteria and sends the generated packets to PE Router A 1200 via link 1121 and interface 203 (not shown). Returning to the above example, INE 1170 may generate packets that are similar to VoIP packets (e.g., similar header, structure, and/or size). INE 1170 then sends the generated packets through GRE tunnel 7200 to PE Router A 1201. PE Router A 1201 then applies its injection criteria to the received packets, which should allow the generated packets to be granted access to tunnel 7100 (just like CEA's VoIP packets which are granted access to tunnel 7100). When INE 1170 generates packets that are “similar” to packets received at the interface under test from CEA, INE 1170 generates packets that are similar with respect to the injection criteria. For example, if packets received at the interface under test are injected into tunnel 7100 solely based on a specific header field (e.g., a DSCP field value), INE 1170 would generate packets that are similar with respect to having at least the same header field as the interface under test packets.
The injection criteria may use the DSCP bits (for IP packets), EXP (for MPLS), Layer 2 information (VLAN-ID, logical L2 interface, L2 priority, etc.), and/or Layer 3+ information (protocol numbers, ports, transport layer status, etc.) to route a packet to a tunnel (or route) that satisfies the required (or specified) QoS for that packet. The injection criteria thus provide rules for packet selection and injection on to a route, such as a tunnel.
In some embodiments, a service provider may define three levels of QoS. The three service levels may consist of Best Efforts (BE), Expedited Forwarding (EF), and Assured Forwarding (AF). Specifically, IP routing traffic may receive BE service, voice may receive EF service, and video/multimedia signaling data and priority data may receive AF service.
For BE, a service provider may specify a default injection criteria that routes traffic to predetermined path(s), such as a BGP/MPLS tunnel. Moreover, the service provider may establish the path by specifying or configuring one or more of the following: rate (bandwidth), depth (available buffer space in a queue), Rmax (queue length at which there is a 100% probability of dropping a packet), peak rate (peak rate for a link), minimum policed unit (see, e.g. RFC-2212, “Specification of Guaranteed Quality of Service,” S. Shenker, September 1997), Maximum packet size (as configured or a default if not configured at the router); R.sub.min (queue length at which there is a 0% probability of dropping a packet), Slope (value used to compute drop probability between R.sub.min and R.sub.max), and a packet discard flag. For EF, a service provider may define another set of tunnels for packets satisfying the following injection criteria: EXP, DSCP, ILM (Incoming Label Map), VRF, IP Protocol (L3+), etc. In the case of AF, a service provider may define yet another set of tunnels for packets satisfying other injection criteria values. Like the BE case, a service provider may establish the EF and AF paths to have specific parameters, such as rate, depth, etc.
Returning to packet generation step 550, PE Router B 1301 receives the generated packets from tunnel 7100 and routes those packets to GRE tunnel 7204 and INE 1171. INE 1171 may then initiate tests of the received packet(s) to determine performance (step 5600). Moreover, in one embodiment, INE 1171 removes the packet loss, jitter, and latency effects of the GRE tunnels 7204 and 7200, so that the determined performance measurements represent only tunnel 7100.
One way to correct for the GRE tunnel portion 7200 is to use the traditional “ping” protocol utility (from the INE to the PE) on the GRE Tunnel 7200 and use the results to correct for the error introduced by the GRE tunnel 7200. Another ping can be performed over GRE tunnel 7204. The results of the ping tests, which provide time to traverse the tunnels, can be used to remove the effects of each of tunnels 7200 and 7204. A more accurate approach is to use a loop back (also referred to as a second tunnel approach). For example, to correct for GRE tunnel 7200, tunnel 7201 is established, and to correct for tunnel 7204, tunnel 7203 is established, as shown in
Next, INE 1171 determines the value of “12” which represents the latency between PE Routers A and B. In one embodiment, the value of 12 is determined based on the following equations:
I.sub.1+I.sub.2+I.sub.3=T.sub.1 Equation (1)
and
I.sub.2=T.sub.1−(I.sub.1+I.sub.3) Equation (2)
where I.sub.1 represents the latency between INE 1170 and PE Router A 1200; I.sub.2 represents the latency between PE Router A 1200 and PE Router B 1301; I.sub.3 represents the latency between PE Router B 1301 and INE 1171; and T.sub.1 represents, as noted above, the end-to-end latency time measured between INE 1170 (as source) and INE 1171 (as destination).
From the loop back tests above, the following equations can also be used:
I.sub.1+I.sub.11=T.sub.2 Equation (3)
and
I.sub.3+I.sub.31=T.sub.3 Equation (4);
where I.sub.3′ represents latency between router 1301 and INE 1171; and I.sub.2′ represents latency between router 1200 and INE 1700.
Moreover, if the following is assumed to be true:
I.sub.1.apprxeq.I.sub.1′
and
I.sub.3.apprxeq.I.sub.3′.
The equations for I.sub.1 and I.sub.3 can be determined as follows:
I.sub.1=T.sub.2/2
and
I.sub.3=T.sub.3/2 Equations (5) and (6).
Based on Equations 2, 5 and 6, the latency I.sub.2 of only tunnel 7100 (excluding the effects of the GRE tunnels 7200-7204) can be determined based on the following equation:
I.sub.2=T.sub.1−(T.sub.2+T.sub.3)/2 Equation (7).
In some embodiments, the generated test packets are time stamped to facilitate performance testing, as note above. In these cases, the time stamp may be applied at the INE 1170 or PE Router A 1200. To reduce unwanted latency and reduce indeterminism, the time stamp may be applied to a packet at (or near) network interface 204 of PE Router A 1200 rather than at INE 1170.
Furthermore, if a time stamp is affixed to one or more packets at periodic intervals, the timing and packet loss can readily be determined. For example, if an INE generates a packet with a corresponding time stamp every one millisecond, the receiving INE can determine if a packet is missing—representing a packet loss—and the timing associated with the packet loss.
If there are other interfaces at PE Router A 201, INE 1170 may then test, using steps 5100-5600, each of those other interfaces (step 5700). If there are other nodes, INE 1170 may virtually connect to each of those nodes and then test each of those nodes (e.g., PE E 453) using steps 5100-5600 and their corresponding interfaces (step 5800).
Next, INE 1170 may determine which one of the tunnels to test (step 9200). The determination of which tunnel to test may be based on information stored in NMS 1175 or may be driven by an event, such as an alarm, a failure, or degradation of network performance. Alternatively, the determination of which tunnel to test may be based on a schedule (e.g., hourly, daily, weekly, etc.), such as a user defined schedule stored in NMS 1175.
INE 1170 may determine a QoS profile for the customer's interface (e.g., interface A 1201) by querying PE Router A 1200, and then configure the interface (e.g., interface C 203) at PE Router 1200 to have a similar QoS profile (e.g., same rate, buffer size, etc.) as interface A 201, which is the interface under test (steps 9310-9410). Meanwhile, INE 1170 may determine the injection criteria for the determined QoS profile, and then generate packets (steps 9305-9405). The generated packets are defined such that they should be treated by PE Router 1200 in a manner similar to the packets received from interface A 201, with, for example, the generated packets having similar (or the same structure) in terms of header and size. For example, the packets may have the same header fields (DSCP, EXP, etc.) and protocols (e.g., protocol numbers), as the packets received from the customer's interface A 201, the interface under test.
When the configuration of interface C 203 and the generation of the packets is complete (steps 9405-9410), INE 1170 may then initiate a test of the interface under test, which in this case is interface A 201, by sending one or more packets from INE 1170 to INE 1171 through interface C 203, PE Router A, interface D 204, network 1120, PE Router 1301, and link 1122. If there are other tunnels to test, INE 1170 repeats steps 9100-9700 (step 9800). Some of the other tunnels may be at nodes other than node 1200. Otherwise, processing is complete.
When switch 10100 is present in network 1120, INE 1170 may connect to PE Router A 1200 through switch 10100. Moreover, when a test of a customer interface fails or shows degraded performance, INE 1170 (or NMS 1175) may “sectionalize” the failure by determining the performance of switch 10100. For example, if customer 2061 is having performance problems (e.g., cannot access customer 2604), INE 1170 (or NMS 1175) may be able to determine which section of the overall network is causing the problem. If an SNMP query of switch 10100 determines that the switch is operating correctly, INE 1170 may identify a cause within another “section” of network 1120. On the other hand, if an interface on switch 10100 is not operating correctly (e.g., shows degraded performance in terms of jitter, latency, or packet loss), INE 1170 may identify the cause as the local loop network 10200 “section” (or possibly the switch 10100 itself). In some embodiments, the use of switch 10100 may also improve latency measurements between INE 1170 and PE Router A 1200 (e.g., where the link includes a more deterministic switch 10100).
Furthermore, in some embodiments, INEs 1171 and 1170 may emulate one or more aspects of a CE router, as specified in RFC-2547 titled “BGP/MPLS VPNs.”
Systems and methods consistent with the present invention also include computer readable media that include program instruction or code for performing various computer-implemented operations based on the methods and processes of the invention. The media and program instructions may be those specially designed and constructed for the purposes of the invention, or they may be of the kind well known and available to those having skill in the computer software arts. Moreover, the computer readable media may be in the form of a signal on a carrier wave or may be in the form of a storage media such as a disk. Examples of program instructions include, for example, machine code, such as produced by a compiler, and files containing a high level code that can be executed by the computer using an interpreter.
This application is a continuation of U.S. patent application Ser. No. 10/903,586 now U.S. Pat. No., filed Aug. 2, 2004, entitled “SYSTEMS AND METHODS FOR INTELLIGENT PROBE TESTING,” which claims the benefit of priority to U.S. provisional application No. 60/491,566, filed Aug. 1, 2003, entitled “SYSTEMS AND METHODS FOR INFERRING SERVICES ON A NETWORK,” U.S. provisional application No. 60/577,165, filed Jun. 7, 2004, entitled “SYSTEMS AND METHODS FOR INTELLIGENT PROBE TESTING,” and to U.S. Non-Provisional Application No. 10/903,586, filed Aug. 2, 2004, entitled “Systems and methods for intelligent probe testing”, all of which are expressly incorporated by reference herein in their entirety.
Number | Date | Country | |
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60491566 | Aug 2003 | US | |
60577165 | Jun 2004 | US |
Number | Date | Country | |
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Parent | 10903586 | Aug 2004 | US |
Child | 13412615 | US |