Determination of quality of a consumer's experience of streaming media
View Patent ↗A bit stream analyzer may detect a bitstream representing a streamed content file that is being streamed from a streaming server to a client over a network connection. An encoding rate extractor may determine an encoding rate of the bitstream, and a bit rate extractor may determine a transfer bit rate at which the bitstream is being streamed. A pause calculator may determine a minimum wait time experienced at the client during which playback of the streamed content file is paused, based on the encoding rate and the transfer bit rate.
1. A computer system including instructions recorded on a non-transitory computer-readable medium and executable by at least one processor, the system comprising:
a bit stream analyzer configured to cause the at least one processor to detect a bitstream representing a streamed content file that is being streamed from a streaming server to a client over a network connection;
an encoding rate extractor configured to cause the at least one processor to determine an encoding rate of the bitstream;
a bit rate extractor configured to cause the at least one processor to determine a transfer bit rate at which the bitstream is being streamed; and
a pause calculator configured to cause the at least one processor to determine a minimum wait time experienced at the client based on a Legendre transform of a graph based on bits downloaded as a function of elapsed real time, the minimum wait time being experienced during a playback of the streamed content file during which the streamed content file is paused, the minimum wait time being based on the encoding rate and the transfer bit rate.
2. The system of claim 1 , wherein the system is external to the client and the streaming server.
3. The system of claim 1 , wherein the bit stream includes data packets and wherein the encoding rate extractor is configured to determine the encoding rate based on data extracted from the packets.
4. The system of claim 1 , wherein the streaming server and the client are in communication with one another and wherein the bit rate extractor is configured to calculate the transfer bit rate at least partially based on the communication.
5. The system of claim 1 , wherein the bit rate extractor and the encoding rate extractor are configured, respectively, to
to represent the transfer bit rate such that the graph provides bits downloaded as a function of elapsed real time, and
to represent the encoding rate as a slope of a line intersecting the graph.
6. The system of claim 5 , wherein the pause calculator is configured to calculate the minimum wait time using a Legendre transform of the graph, relative to the slope of the line.
7. The system of claim 5 , comprising a rate-to-content converter configured to express the encoding rate as a linear function and to transform the representation of transfer bit rate on the graph from bits downloaded as a function of elapsed real time to elapsed video time as a function of elapsed real time.
8. The system of claim 1 , comprising a simulator configured to determine behavior of a buffer associated with the client and to simulate streaming of the bit stream to the client based thereon.
9. The system of claim 8 , wherein the bit rate extractor and the encoding rate extractor are configured, respectively,
to represent the transfer bit rate such that the graph is a function of time, and
to represent the encoding rate as a slope of a line intersecting the graph, and wherein
the simulator is configured to determine a number of pause events associated with the streaming, based on the graph, the slope, and the buffer behavior.
10. A computer-implemented method, comprising:
detecting a bitstream representing a streamed content file that is being streamed from a streaming server to a client over a network connection;
determining an encoding rate of the bitstream;
determining a transfer bit rate at which the bitstream is being streamed; and
determining a minimum wait time experienced at the client based on a Legendre transform of a graph based on bits downloaded as a function of elapsed real time, the minimum wait time being experienced during a playback of the streamed content file during which the streamed content file is paused, the minimum wait time being based on the encoding rate and the transfer bit rate.
11. The method of claim 10 , wherein
the graph represents transfer bit rate as bits downloaded as a function of elapsed real time and,
the encoding rate is represented as a slope of a line intersecting the graph.
12. The method of claim 10 , wherein
the encoding rate is expressed as a linear function, and
the representation of transfer bit rate on the graph is converted from bits downloaded as a function of elapsed real time to elapsed video time as a function of elapsed real time.
13. A computer program product, the computer program product being tangibly embodied on a non-transitory computer-readable medium and comprising instructions that, when executed, are configured to:
detect a bitstream representing a streamed content file that is being streamed from a streaming server to a client over a network connection;
determine an encoding rate of the bitstream;
determine a transfer bit rate at which the bitstream is being streamed; and
determine a minimum wait time experienced at the client based on a Legendre transform of a graph based on bits downloaded as a function of elapsed real time, the minimum wait time being experienced during a playback of the streamed content file during which the streamed content file is paused, the minimum wait time being based on the encoding rate and the transfer bit rate.
14. The computer program product of claim 13 , wherein
the graph represents transfer bit rate as bits downloaded as a function of elapsed real time, and
the encoding rate is represented as a slope of a line intersecting the graph.
15. The computer program product of claim 13 , wherein
the encoding rate is expressed as a linear function, and
the representation of transfer bit rate on the graph is converted from bits downloaded as a function of elapsed real time to elapsed video time as a function of elapsed real time.
16. The computer program product of claim 13 , wherein behavior of a buffer associated with the client is used to simulate streaming of the bit stream to the client to thereby determine a number of pause events associated with the streaming.
17. The computer program product of claim 16 , wherein a total wait time equal to or greater than the minimum wait time is determined as a summation of the pause events.