Method and apparatus for monitoring network
A disclosed network monitoring method includes: specifying a feature value for each of plural packet groups that were transferred between a first terminal and a second terminal on a connection between the first terminal and the second terminal; calculating a value representing variation in specified feature values; and determining whether the calculated value is equal to or greater than a predetermined threshold value.
1. A network monitoring apparatus, comprising:
a memory; and
a processor configured to use the memory and execute a process, the process comprising:
specifying, for each of a plurality of packet groups and from the plurality of packet groups, a feature value relating to a targeted attack, wherein each of the plurality of packet groups includes a plurality of packets that were communicated between an internal terminal and an external terminal on a connection between the internal terminal and the external terminal;
calculating, for the plurality of packet groups, a value of a standard deviation of feature values specified for the plurality of packet groups;
determining whether the calculated value is equal to or greater than a predetermined threshold value as an indication of the targeted attack; and
outputting an alert regarding the targeted attack, after determining that the calculated value is equal to or greater than the predetermined threshold value,
wherein the feature value includes at least one of a number of packets included in a packet group of the plurality of packet groups, a size of one or more packets included in the packet group, a time interval between the packet group and another packet group immediately before the packet group, and a value related to contents of data part of the plurality of packets included in the packet group,
wherein the calculating is executed, when an IP address of a connection source of the connection is an IP address in an internal network, an IP address of a connection destination of the connection is an IP address in an external network, and a port number of the connection destination of the connection is a port number representing access to a web server.
2. The network monitoring apparatus as set forth in claim 1 , wherein the process further comprises determining whether a time period from a time when an initial packet of the connection was obtained is equal to or longer than a predetermined time, upon determining that the calculated value is equal to or greater than the predetermined threshold value, and the outputting is executed after determining that the time period is equal to or longer than the predetermined time.
3. The network monitoring apparatus as set forth in claim 1 , wherein the time interval between the group and the another group is a time interval between an initial packet of the group and an initial packet of the another group.
4. The network monitoring apparatus as set forth in claim 1 , wherein the process further comprises extracting plural packets to be included in each of the plurality of groups based on a time when each packet transferred on the connection was obtained.
5. A non-transitory computer-readable storage medium storing a program for causing a computer to execute a process, the process comprising:
specifying, for each of a plurality of packet groups and from the plurality of packet groups, a feature value relating to a targeted attack, wherein each of the plurality of packet groups includes a plurality of packets that were communicated between an internal terminal and an external terminal on a connection between the internal terminal and the external terminal;
calculating, for the plurality of packet groups, a value of a standard deviation of feature values specified for the plurality of packet groups;
determining whether the calculated value is equal to or greater than a predetermined threshold value as an indication of the targeted attack; and
outputting an alert regarding the targeted attack, after determining that the calculated value is equal to or greater than the predetermined threshold value,
wherein the feature value includes at least one of a number of packets included in a packet group of the plurality of packet groups, a size of one or more packets included in the packet group, a time interval between the packet group and another packet group immediately before the packet group, and a value related to contents of data part of the plurality of packets included in the packet group,
wherein the calculating is executed, when an IP address of a connection source of the connection is an IP address in an internal network, an IP address of a connection destination of the connection is an IP address in an external network, and a port number of the connection destination of the connection is a port number representing access to a web server.
6. The non-transitory computer-readable storage medium as set forth in claim 5 , wherein the process further comprises determining whether a time period from a time when an initial packet of the connection was obtained is equal to or longer than a predetermined time, upon determining that the calculated value is equal to or greater than the predetermined threshold value, and
the outputting is executed after determining that the time period is equal to or longer than the predetermined time.
7. The non-transitory computer-readable storage medium as set forth in claim 5 , wherein the time interval between the group and the another group is a time interval between an initial packet of the group and an initial packet of the another group.
8. The non-transitory computer-readable storage medium as set forth in claim 5 , wherein the process further comprises extracting plural packets to be included in each of the plurality of groups based on a time when each packet transferred on the connection was obtained.
9. A network monitoring method, comprising:
specifying, by using a computer, for each of a plurality of packet groups and from the plurality of packet groups, a feature value relating to a targeted attack, wherein each of the plurality of packet groups includes a plurality of packets that were communicated between an internal terminal and an external terminal on a connection between the internal terminal and the external terminal;
calculating, by using the computer, for the plurality of packet groups, a value of a standard deviation of feature values specified for the plurality of packet groups;
determining, by using the computer, whether the calculated value is equal to or greater than a predetermined threshold value as an indication of the targeted attack; and
outputting, by using the computer, an alert regarding the targeted attack, after determining that the calculated value is equal to or greater than the predetermined threshold value,
wherein the feature value includes at least one of a number of packets included in a packet group of the plurality of packet groups, a size of one or more packets included in the packet group, a time interval between the packet group and another packet group immediately before the packet group, and a value related to contents of data part of the plurality of packets included in the packet group,
wherein the calculating is executed, when an IP address of a connection source of the connection is an IP address in an internal network, an IP address of a connection destination of the connection is an IP address in an external network, and a port number of the connection destination of the connection is a port number representing access to a web server.
10. The network monitoring method as set forth in claim 9 , wherein the process further comprises determining, by using the computer, whether a time period from a time when an initial packet of the connection was obtained is equal to or longer than a predetermined time, upon determining that the calculated value is equal to or greater than the predetermined threshold value, and
the outputting is executed after determining that the time period is equal to or longer than the predetermined time.
11. The network monitoring method as set forth in claim 9 , wherein the time interval between the group and the another group is a time interval between an initial packet of the group and an initial packet of the another group.
12. The network monitoring method as set forth in claim 9 , wherein the process further comprises extracting plural packets to be included in each of the plurality of groups based on a time when each packet transferred on the connection was obtained.