Fiber sensing on roadside applications
A fiber-based roadside condition sensing system is provided. The system includes a fiber optic cable arranged in various roadside locations for Distributed Vibration Sensing (DVS) and Distributed Acoustic Sensing (DAS) at the various roadside locations. The system further includes a machine-learning-based analyzer for selectively providing any of an early warning and a prevention of various detected conditions responsive to a machine-learning-based analysis of results from the DVS and the DAS.
1. A road condition detection system, comprising:
a first optical fiber laid by a road;
a second optical fiber laid along a fence adjacent to the road;
a receiver configured to receive backscattered light including a pattern indicating a state of the road from the first optical fiber, and configured to receive backscattered light including a pattern indicating a state of the fence adjacent to the road from a second optical fiber positioned along and upon the fence; and
an analyzer configured to analyze a road condition by comparing the pattern indicating the state of the road with a trained model learned by the analyzer, and configured to analyze a fence condition by comparing the pattern indicating the state of the fence with a trained model learned by the analyzer,
wherein the analyzer detects a road hazard and a fence condition based on a result of the comparisons, and determines, based on the detection of a road hazard and/or a fence condition to display emergency information to a road sign and/or wirelessly via a base station, and based upon that determination, subsequently displays on the road sign, and/or notifies users of emergency information via a base station when the road hazard and/or fence condition is detected;
wherein display and notification procedures for detected/determined road hazard and fence conditions are not the same; and
wherein the first optical fiber laid by the road and the second optical fiber laid along the fence are part of a composite cable that in addition to simultaneously conveying optical signals, the composite cable includes communications cable and electrical power cables for the road sign and base station.
2. The road condition detection system according to claim 1 , wherein the analyzer detects the road condition based on a comparison of a vibration pattern indicating the state of the road included in the backscattered light and the trained model and detects fence conditions based on a comparison of a vibration pattern indicating the state of the fence included in the backscattered light and the trained model.
3. The road condition detection system according to claim 1 , wherein the analyzer detects the road condition based on a comparison of an acoustic pattern indicating the state of the road included in the backscattered light and the trained model and detects fence conditions based on a comparison of a vibration pattern indicating the state of the fence included in the backscattered light and the second trained model.
4. The road condition detection system according to claim 1 , wherein the analyzer detects at least one of falling rocks, mudslides, road structure health, tunnel strain, and water leaks as a road hazard.
5. A method of detecting road condition, comprising:
receiving backscattered light including a pattern indicating a state of a road from a first optical fiber;
receiving backscattered light including a pattern indicating a state of a fence located along the road from a second optical fiber positioned along and upon the fence;
analyzing the pattern indicating the state of the road in a comparison relating to a trained model learned by an analyzer; analyzing the pattern indicating the state of the fence in a comparison relating to a trained model learned by the analyzer; and detecting a road condition hazard and a fence condition based on a result of the comparisons; and
based on any detected road condition hazard and any fence condition, displaying emergency information to a road sign and notifying users of emergency information wirelessly via a base station when the road hazard is detected or fence condition is detected;
wherein the displaying of emergency information and notification of emergency information wirelessly via the base station is different for road hazard and fence condition determinations; and
wherein the first optical fiber and the second optical fiber are part of a composite cable that in addition to simultaneously conveying optical signals, the composite cable includes communications cable and electrical power cables for the road sign and base station.
6. The method of detecting road condition according to claim 5 , wherein said analyzing comprises comparing a vibration pattern indicating the state of the road with the trained model and detects fence conditions based on a comparison of a vibration pattern indicating the state of the fence included in the backscattered light and the trained model.
7. The method of detecting road condition according to claim 5 , wherein said analyzing step comprises comparing an acoustic pattern indicating the state of the road with the trained model and detects fence conditions based on a comparison of a vibration pattern indicating the state of the fence included in the backscattered light and the second trained model.
8. The method of detecting road condition according to claim 5 , wherein the detecting comprises detecting at least one of falling rocks, mudslides, road structure health, tunnel strain, and water leaks as a road hazard.
9. The system of claim 1 wherein the notification to users of the emergency information made via the base station is a wireless push notification.
10. The method of claim 5 wherein the notification to users of the emergency information made via the base station is a wireless push notification.