Mimic Unique Neural and Biological Algorithm with Photonics
Neuromorphic and Bio-inspired Photonics
Bringing together the worlds of neuroscience, biology, and photonics, the interdisciplinary field of Neuromorphic/Bio-inspired Photonics offers orders of magnitude improvements in both speed and energy efficiency over digital electronics. In neuromorphic photonics, the analog representation of information eliminates the need of sampling and digitization as in its digital counterpart, therefore, avoids the associated speed reduction and signal distortion as in digital systems. In bio-inspired photonics, effective biology phenomenon and strategies is mimic using photonics to tackle the challenges that faced by emerging technologies.
Latest Neuromorphic and Bio-Inspired Photonics Projects
Marine Hatchetfish Inspired RF Steganography
Animals survive by implementing different camouflage strategies based on the characteristics of their habitat, making themselves invisible to their predators and preys. In our information-intensive world, camouflage of information – referring to steganography or stealth transmission, is essential for hiding and transmitting secret messages in public media. The goal of steganography is to conceal the secret message in publicly available media such that the eavesdropper or attacker will not be able to tell if there is a secret message to look for. Marine Hatchetfish has microstructured skin on its sides to achieve constructive interference at the ocean color, such that the fish itself is invisible to the predators, referring as silvering. Furthermore, Marine Hatchetfish also generates and directs light to its bottom part for matching its color and intensity to the surrounding, making it invisible from below, referring as counterillumination. We borrow the two ocean camouflage strategies, mimic them with photonic phenomena for achieving stealth transmission over a 25-km of optical fiber. The bio-inspired steganography successfully conceals the secret signal in plain sight in temporal, RF spectral, and optical spectral domains.
Jamming Avoidance Response
Biomimetic photonics extract the good design of nature and mimic it with photonics. The weakly electric fish genus, Eigenmannia, has a unique neural algorithm – jamming avoidance response, to facilitate their survival in the deep dark ocean, by automatically adjusts the local transmitter carrier frequency to move away from the jamming frequency when it is within the jamming spectral range. Examining our own wireless microwave systems, the situation of inadvertent jamming is very similar as that in Eigenmannia. In this article, a biomimetic photonic approach inspired by the jamming avoidance response in a weakly electric fish genus, Eigenmannia, is naturally adopted to experimentally tackle signal jamming in wireless systems. Mimicking the system with photonics enables the proposed scheme to work for frequencies from hundreds of MHz to tens of GHz.
Spike Timing Dependent Plasticity
Through implementing this type of pulse processing with photonics, ultrafast decision-making and adaptability can be recognized at rates nearly billions of times faster than the speeds of the biological counterpart. In recent years, several photonic-neuron circuits have been developed, including a complete neuron, a crayfish tail-flip escape response, and a supervised learning circuit [2,5]. Adaptive feedback systems utilizing optical STDP offer an experimental representation of the efficiency of learning in cognitive computing and information-theoretic algorithms. In this paper, we designed and experimentally demonstrated the photonic implementation of STDP characteristics through the use of nonlinear polarization rotation (NPR) and cross gain modulation (XGM) within a single semiconductor optical amplifier (SOA), improving upon photonic STDP circuits that require multiple electro-optic devices.
STDP Based Localization
A photonic system exemplifying the neurobiological learning algorithm, spike timing dependent plasticity (STDP), is experimentally demonstrated using the cooperative effects of cross gain modulation and nonlinear polarization rotation within an SOA. Furthermore, an STDP-based photonic approach towards the measurement of the angle of arrival (AOA) of a microwave signal is developed, and a three-dimensional AOA localization scheme is explored. Measurement accuracies on the order of tens of centimeters, rivaling that of complex positioning systems that utilize a large distribution of measuring units, are achieved for larger distances and with a simpler setup using just three STDP-based AOA units.
Cray-fish Tailflip Escape Response
We developed a hybrid analog/digital lightwave neuromorphic processing device that effectively performs signal feature recognition. The approach, which mimics the neurons in a crayfish responsible for the escape response mechanism, provides a fast and accurate reaction to its inputs. The analog processing portion of the device uses the integration characteristic of an electro-absorption modulator, while the digital processing portion employ optical thresholding in a highly Ge-doped nonlinear loop mirror. The device can be configured to respond to different sets of input patterns by simply varying the weights and delays of the inputs. We experimentally demonstrated the use of the proposed lightwave neuromorphic signal processing device for recognizing specific input patterns.
Photonics for Dynamic and Ultrawideband Microwave Systems
Bringing together the worlds of radiofrequency and optics engineering, the interdisciplinary field of Microwave Photonics (MWP) pursues the generation, processing, and distribution of microwave and millimeter-wave signals by photonic means. Our research focuses on dynamic and flexible processing of RF signals.
Latest Microwave Photonics Projects
Adaptive Microwave Photonic Spectral Shaper
We take advantages of photonics and demonstrate a highly-reconfigurable RF spectral shaper that can manipulate an RF spectrum of tens of GHz wide. The proposed scheme is based on a microwave photonic filter architecture with multiple tunable, reconfigurable and switchable passbands. By manipulating the shape, bandwidth, and frequency of the passbands, highly reconfigurable wideband frequency responses for spectral equalization are experimentally achieved, covering the entire 0 to 10 GHz frequency range with adjustable attenuation up to 40 dB. Various RF equalization functions including tunable positive/negative slope, non/inverted parabolic, and multi-point spectral control with tunable floor are experimentally demonstrated using the proposed system. Several of the demonstrated RF functions have also been applied to arbitrary pulse shaping. The RF spectral shaper can be tuned to adapt to different scenarios dynamically.
Furthermore, a photonic-enabled fully-programmable RF spectral shaper capable of point-by-point precise manipulation of wideband RF spectrum with 30-MHz resolution is experimentally demonstrated. Over 10 spectral-control points are achieved with the optimized spectral decomposition and reconstruction algorithm.
Independently Reconfigurable Microwave Photonic Multiband Filter
Multiband RF filters with independently controllable passbands are an essential component in dynamic multiband RF communications. Unfortunately, even a fixed multiband RF filter without the capability to adjust the passband properties individually is very difficult to achieve using either RF electronics or microwave photonic technologies. In microwave photonic approaches, the critical limitation is the close relationship between passbands – the tuning of one passband will lead to a change in another, hindering the ability to independently control each passband. We developed a programmable microwave photonic multiband filter with full control of amplitude, frequency, bandwidth, group delay slope, and spectral shape of each passband has been experimentally demonstrated. A multiband filter design algorithm has also been developed, which considers each RF passband as an individual, then uses inverse Fourier transform and filter design rule to determine the corresponding optical parameters, and combines a series of shaped cosine functions to achieve the desired RF properties
Tunable and Reconfigurable Multiband MWP Filter
A photonics-based highly tunable and reconfigurable RF multiband filter is proposed through the combination of a special designed tunable Mach–Zehnder interferometer and a reconfigurable Lyot loop filter. Both the passband frequencies and the number of simultaneous passbands are adjustable, that one or multiple passbands are continuously tuned over a 20 GHz frequency range, and the number of simultaneous passbands is reconfigurable from zero to seven. As a result, the proposed RF multiband filter can be configured with various passband combinations through the same setup, providing exceptional operation flexibility. Furthermore, broadband operation and excellent filter selectivity are obtained, with sharp passband profiles and over 35-dB sidelobe suppression.
Adaptive Photonic RF Spectral Shaper
We proposed and demonstrated a novel spectral shaping system, which utilizes a two-section algorithm to automatically decompose the target RF response into a series of Gaussian functions and reconstruct the desired RF response by microwave photonic techniques. The devised spectral shaping system is capable of manipulating the spectral function in various bands (S, C, and X) simultaneously with step resolution of as fine as tens of MHz. The resolution limitation in optical spectral processing is mitigated using discrete convolution technique. Over ten dynamic and independently adjustable spectral control points is experimentally achieved based on the proposed spectral shaper.
A wideband co-site co-channel interference cancellation system (ICS), based on hybrid electrical and optical techniques, is proposed and is experimentally demonstrated. The demonstrated cancellation system subtracts the in-band wideband interfering signal from the received signal, such that the weak signal of interest (SOI) can be recovered. Our system utilizes a broadband radio frequency (RF) Balun transformer to invert the phase of the interfering signal, while electro-absorption modulated lasers are used for converting the RF signals into the optical domain to enable fine adjustment with the hybrid ICS. We experimentally achieve 45 dB of cancellation over a 220 MHz bandwidth, and over 57 dB of cancellation for a 10 MHz bandwidth, at a center frequency of 900 MHz. The proposed system also experimentally shows good cancellation (30 dB) over an enormously wide bandwidth of 5.5 GHz. To the best of our knowledge, this is the first demonstration of such a wide bandwidth cancellation with good cancellation depth. This property is extremely useful when there are multiple interference signals at various frequency bands. The approach also works well for various frequency bands that are within the bandwidth of the Balun transformer and electro-absorption modulated lasers.
Fiber Optic Sensors for Soft Robotics and biomedical Applications
Fiber Optics Sensing and Soft Robotics
Soft robotics is a promising alternative to hard rigid robots due to their deformability, flexibility, low-cost, and great environmental compatibility. Sensors are an essential component to provide accurate pneumatic control, to acquire information on the target object, and to detect unusual external disturbance.
Furthermore, underground monitoring of soil condition, root structures, and the interactions between them is a critical process to understanding the overall performance of a plant and the quality of the growing environment. This information is essential for optimizing factors that benefit the growth of plants and improves the yield of crops.
Fiber optic sensors have shown unique advantages over electronic sensor, such as small size, flexibility, and immunity to electromagnetic interference.We focus our research on using fiber optic sensors on soft robotics, precision agriculture, and biomedical devices.
Latest Soft Robotics and Fiber Optics Sensing Projects
Twining plant inspired pneumatic soft robot with fiber optic twisting sensor
We design a twining plant inspired soft-robotic spiral gripper that requires only one single pneumatic control to perform twining motion and to firmly hold onto a target object. The soft-robotic spiral gripper has an embedded high-birefringence fiber optic twisting sensor to provide critical information, including twining angle, presence of external perturbation, and physical parameter of the target object. The unique single pneumatic channel design enables easy manipulation of the soft spiral gripper with a maximum of 540° twining angle and allows a firm grip of a target object as small as 1-mm in diameter. The embedded fiber optic sensor provides useful information of the target object as well as the twining angle of the soft robotic spiral gripper with high twining angle sensitivity of 0.03nm.
Stretchable Fiber Optic Sensors for Soft Robotics
Soft robotics is an emerging field since they offer distinct opportunities in areas where conventional rigid robots are not a feasible solution. However, due to the complex motions of soft robots and the stretchable nature of the soft building materials, conventional electronic and fiber optic sensors cannot be used in soft robots, hindering its ability to sense and respond to its surroundings. Fiber Bragg grating (FBG) based sensor is a very popular fiber optic sensor but its stiff nature makes it challenging to be used in soft robotics. In this letter, a soft robotic gripper with sinusoidally embedded stretchable FBG-based fiber optic sensor is demonstrated. Unlike a straight FBG embedding configuration, this unique sinusoidal configuration prevents sensor dislocation, supports stretchability, improves sensitivity, and facilitates the detection of various movements and events occurring at the soft robotic gripper, such as actuating/ deactuating, holding/wiggling an object.
Stretchable Multi-function Fiber Sensors
We proposed a soft stretchable multifunction sensor based on the use of a fiber Bragg grating (FBG), embedded as a sinusoidal structure in a silicone sheet at an off-center position. This unique sinusoidal structure and the flexibility of silicone sheet make the sensor highly stretchable, while embedding the FBG at an off-center position enables the sensing of bi-directional bending and torsion directions during twisting. Unlike most proposed sensors that can only detect a single type of deformations, the proposed stretchable sensor can achieve accurate measurement for tension, torsion direction, and bending. The unique stretching capability, flexibility, and compact structure of the demonstrated fiber optic sensor are highly desired in biomedical applications and soft robotics. The material is potentially compatible with human body and can be mounted onto a flexible object that has large movement or deformation during measurement.
3D Shape Sensor
A compact soft 3D shape sensor utilizing a dual-layer orthogonal FBG mesh is demonstrated. The sensor consists of 18 standard FBGs, which are embedded inside a thin and flexible silicone rubber. The 18 FBGs are aligned orthogonally in a dual-layer mesh structure with 9 FBGs in each direction. Embedding the FBGs in two layers enable the sensing of both convex and concave object surfaces. While the FBGs are embedded and protected by the soft silicone rubber, the FBGs can bend along the bending curvature of the measured object due to the flexible property of silicone material. Unlike most of the optical fiber based shape sensor that can only measure the curvature change along the fiber, the proposed approach can measure the complete 3D shape of an object surface. The measured results are plotted out with a 3D visual figure, which provides good intuition of the measurement and 3D shape of the object. The compact and soft silicon rubber is highly compatible with human body, making the proposed sensor a promising design for human body monitoring and soft robotic applications.
Fiber Optic Sensors for Steerable Catheter
Bi-directional catheters are commonly used in electrophysiology mapping and ablation procedures. We have designed and demonstrated a temperature-insensitive contact force sensor for bi-directional catheters with variable curve diameter during deflection. The compact force sensor is based on a fiber Bragg grating (FBG) pair, where both FBGs have the same center wavelength and are fixed at two opposite deflection arcs of the bi-directional catheter. When the catheter is deflected or when contact force is applied to the catheter, bifurcation of the FBG pair spectrum is observed. The amount of spectral bifurcation and the applied contact force has a linear relationship. Contact force measurement, therefore, is accomplished by measuring the change in the spectral bifurcation of the FBG pair, i.e., the change in the Bragg wavelength difference between the two FBGs. Since the approach relies solely on the amount of spectral bifurcation of the FBG pair instead of the Bragg wavelength shift of one single FBG, the proposed contact force sensor is temperature insensitive.
Fun and Educational Games Developed by WAVE Lab
Computer, smartphones, and tablets are only the start of a trend involving students learning less through textbooks, and more through online media and mobile apps. We develop educational games targeted at teaching students the basics of fiber optics, laser, and light. We are presenting the basics of photonics in laypersons’ language in the hopes of encouraging K-12 students to pursue Science, Technology, Engineering and Mathematics disciplines. Enjoy!
Latest Laser and Fiber Optics Games Development
Is fiber optics and laser just for connecting you to the Internet? Maybe it is also for making a pre-lit Christmas tree? Fiber optics does much more than you can think of! From communications to biomedical, to civil engineering, to food safety, to arts. You name it. Here we introduce “Laser Fun” – an apps that will show you how fiber optics can be used in the areas that you never thought of. We hope that you will gain the appreciation of fiber optics and its interdisciplinary applications, and how it affects our life and society.
Click here for a playlist of games that introduce different laser / fiber optics related applications. Have Fun!