The present invention relates to a hydrotherapy system, specifically focusing on a multispectral imaging evaluation method for gait-impaired individuals and its corresponding hydrotherapy exercise device incorporating static water pressure.
Gait disorders significantly impact the quality of life for patients. The elderly with gait disorders has a higher mortality rate compared to those without such disorders. Additionally, individuals who suffer from other diseases along with gait abnormalities experience an even greater increase in mortality rate. This demonstrates the compounding detrimental effect of gait disorders in conjunction with other illnesses. The main causes of gait disorders in clinical settings include sensory deficits, myelopathy (spinal cord disorders), and Parkinson's disease (referred to as PD).
Under traditional clinical conditions, the analysis of gait parameters by experts may sometimes lack the required accuracy, leading to negative impacts on pathological diagnosis. In this case, the invention aims to improve the evaluation efficiency and provide experts with a device and technology capable of objectively evaluating different gait parameters using multispectral imaging. This evaluation includes monitoring and comparing processes both on “solid ground” and “underwater.” By doing so, a significant amount of reliable and correlated information regarding the gait of patients (or fellow patients) is provided, thereby reducing the tolerance for errors caused by subjective techniques.
The clinical evaluation of gait disorders generally categorizes the severity into three approximate levels for the sake of convenience: mild, moderate, and severe. Mild cases may involve joint, muscle, or sensory impairments, resulting in sensorimotor coordination issues. Moderate cases are often caused by abnormalities in the motor nervous system, including Parkinson's disease (referred to as PD), as emphasized in this case. Severe gait disorders can originate from both cerebral and psychological factors.
In a typical case of Parkinson's disease, patients typically exhibit slow walking speed, small steps with a high step frequency, involuntary leaning forward or backward, and other symptoms such as a masked facial expression, reduced blinking, stooped posture, and drooling. If left untreated, late-stage Parkinson's disease may be accompanied by depression and dementia. Therefore, patients often exhibit a shuffling gait, which is characterized by obvious irregularities and can significantly impact their functional independence and quality of life.
Parkinson's disease is a chronic neurodegenerative disease that seriously affects the health of middle-aged and elderly individuals. Currently, the treatment of Parkinson's disease focuses mainly on symptom “management”. The diagnosis of Parkinson's disease relies on medical history and neurological examinations, as there is currently no definitive test to confirm the disease. A complete cure for Parkinson's disease has not been developed yet, but there are medications, surgeries, and interdisciplinary integrated therapies available that can help “alleviate” the symptoms.
In the general medical field, there are three main principles for assessing gait disorders: (1) Consideration of gait disorders arising from pain and fear of falling, such as the occurrence of freezing of gait (FOG) phenomenon; (2) Consideration of factors related to lower limb instability, including muscle strength in the legs. Patients may experience dragging of the feet, slow walking speed, short stride, stiffness, reduced step height, and hesitant gait. Symptoms improve with assistance; (3) Consideration of observing the stride length of the same foot, step width compared to the other foot, symmetry of both feet, as well as the variability range of step width or foot patterns.
Regarding the aforementioned three principles for assessing gait disorders, this case proposes a corresponding static pressure hydrotherapy exercise device. This is because the buoyancy in water reduces the fear of falling, and even if the patient does stumble, the risk of injury is minimal.
In terms of considering factors related to limb instability and the variability range of gait or foot patterns, it is combined with the inventor's previous invention under Taiwanese patent TWI666935 titled “System and Method for Gait Footprint Analysis Based on Sigma-Type Multispectral Imaging”. This provides a safe, normal, economical, and efficient evaluation and analysis, along with a corresponding static water therapy approach.
Freezing of gait (FOG) occurs in approximately 50% of Parkinson's disease patients in the later stages. It is characterized by sudden, transient episodes of gait cessation. It often happens during turning, passing through narrow pathways, multitasking, or approaching a target.
According to data from the Parkinson's Foundation, nearly one million Americans are affected by Parkinson's disease. Globally, the United States diagnoses approximately 60,000 new cases each year. In addition to diagnosed cases, thousands of Americans unknowingly have Parkinson's disease. The foundation states that some Parkinson's patients turn to “aquatic therapy” as a choice to improve their quality of life and overall health.
Aquatic therapy remains a widely recognized treatment method applicable to various diseases. It can assist patients with cardiovascular conditions, mild injuries, and Parkinson's disease, among other serious illnesses. Even individuals with general good health and high endurance athletes turn to this form of therapy to enhance endurance and facilitate the recovery from various injuries.
In Omaha, Nebraska, there is a rehabilitation center that offers an Aquatic Therapy Program encouraging Parkinson's patients to participate. Aquatic therapy refers to any exercise or therapy conducted in a controlled and monitored water environment, typically a swimming pool. Water-based activities in a heated pool can improve overall health and well-being through exercise. Aquatic therapy involves physical therapists implementing therapeutic programs in a swimming pool or water environment.
Based on the buoyancy phenomenon of water, it can counterbalance approximately 80-90% of body weight. Therefore, a person weighing 100 kg would feel as if they weigh only 10-20 kg while in water. This buoyancy assistance allows for greater movement, enabling Parkinson's patients to practice walking with more normal or exaggerated gait patterns and gradually engage in larger range movements. Meanwhile, the resistance and turbulence challenge balance and coordination. Their movements in water require less effort and are more relaxed compared to performing the same movements on land.
In present, we can utilize video recording, gait analysis systems, foot pressure testing, and dynamic thermographic imaging to further quantitatively in analyze footprints, including temporal and spatial parameters, to assess the gait function and quality of movement in Parkinson's patients.
For instance, in Taiwanese patent TWI657800 titled “Method and System for Gait Analysis”, it discloses a method that involves the use of multiple acceleration sensors. The method includes calculating the square root based on the acceleration values sensed by each acceleration sensor along the sensing axis at each time point. It further involves calculating the cross-correlation coefficient based on the square roots of the first and second acceleration sensors, calculating the first autocorrelation coefficient of the square root of the first acceleration sensor, calculating the second autocorrelation coefficient of the square root of the second acceleration sensor, and finally, computing the first gait index based on the cross-correlation coefficient, first autocorrelation coefficient, and second autocorrelation coefficient.
According to Taiwanese patent TWI637738 titled “Wearable Walking Assistance Device and Walking Assistance Method’, it discloses a wearable walking assistance device that provides users with feedback information regarding the road conditions ahead. The device includes: a wearable garment designed for users to wear; multiple distance sensors positioned at various locations on the wearable garment; a processor connected to these distance sensors, utilizing the distance sensing information provided by them, which includes data on different heights, horizontal angles, vertical angles, and orientations, and the processor compares this information with stored data to obtain environmental information; a storage module connected to the processor, providing the stored data; a wireless module connected to the processor, enabling wireless connectivity to at least one monitoring end; a feedback module connected to the processor, providing feedback information based on the obtained environmental information.
According to Taiwanese patent TWI581829 titled “Smart Suspension System with Gait Analysis Function”, it discloses an invention applicable to general exercise devices or rehabilitation devices to assist users in rehabilitation training. The invention relates to a device applicable to general sports equipment or rehabilitation devices for assisting users in rehabilitation training. The device is equipped with a weight sensor and a displacement sensor in a position area capable of detecting and displaying changes in user weight and gait on the sports equipment. The sports equipment has a transmission mechanism connected to a vehicle that can restrain the user, allowing the user to be supported on the sports equipment through a smart suspension system. The support force can be appropriately adjusted by detecting the user's lower limb weight-bearing capacity through the weight sensor. Furthermore, the displacement sensor detects and analyzes the user's gait in real-time, providing immediate feedback. This visual feedback allows the user to understand the gait condition during exercise or rehabilitation and make appropriate gait adjustments. The feedback signal can also be used for operational control of the rehabilitation device.
According to Taiwanese invention patent TWI578961, titled “Thermosensitive Color-Changing Gait Analysis System,” a platform is provided for the subject to step and walk on, and corresponding color-changing regions are generated based on the temperature variations in each contact area of the foot sole during each step. An image capturing device captures images of the color-changing regions. A gait analysis device analyzes the shape and color changes of each color-changing region and establishes stepping pattern data for each corresponding foot sole. By analyzing the color variations generated by stepping on the platform, more accurate foot stepping information can be obtained, significantly improving the accuracy of the established gait data. It is an innovative and more accurate design for gait analysis system, characterized by a platform (3) with a transparent plate (31) and a thermosensitive color-changing film (32) fixed on the top surface of the plate (31). In this embodiment, the transparent plate (31) allows the color changes of the thermosensitive color-changing film (32) to be viewed from below.
Furthermore, other examples include Taiwanese invention patent TWI579530 titled “Mobile Device Step Counting System and Gait Analysis Method”, Taiwanese invention patent TWI549033 titled “Touch-Sensing Gait Analysis System”, Taiwanese invention patent TWI517875 titled “Gait Analysis Device and Application in Running Exercise Equipment”, and so on.
Additionally, as of the preparation of this invention, a search using keywords such as “Parkinson's disease” or “Parkinson” and “aquatic exercise therapy” or “hydrotherapy” was conducted on the Taiwanese Patent Information Retrieval System and related global patent retrieval systems.
Among them, in the evaluation of postural balance changes with aquatic therapy intervention, a search was conducted for all articles that meet the criteria, using the keywords “multi-spectral thermography, Parkinson's disease, and freezing gait”. However, there were no retrieval results found.
The present invention relates to a hydrostatic water therapy system and an evaluation and analysis system designed for individuals with gait impairments. The hydrostatic water therapy system comprises an adjustable black walkway platform and a hydrostatic water therapy pool. The adjustable black walkway platform includes adjustable pillars, a black walkway, a multispectral thermal imager, and a safety unit. The safety unit may include a wide-bottom handrail, a weight-reducing sling, or a walker. The platform may also include a VC temperature control plate and its controller. The black walkway may have a test area and a scale table on both sides.
The hydrostatic water therapy pool includes a pool body, a water source device, and a window. The water source device is configured to perform functions including water circulation, replacement cleaning, disinfection sterilization, and hot and cold water supply and temperature control. The multispectral thermal imager includes a near-infrared auxiliary light source with 940 nm LEDs.
The hydrostatic water therapy system uses the adjustable black walkway platform and the hydrostatic water therapy pool to capture multispectral footprint images of the gait-impaired individual both inside and outside the pool, thereby achieving dual functionality of evaluation and corresponding exercise.
The evaluation and analysis system for gait-impaired individuals' footprints includes evaluation mode, evaluation method, evaluation subjects, evaluation items and images, visual and auditory guidance methods, and physical therapist coaching methods for evaluating the position of body center of gravity response. The system serves as the basis for taking relevant corresponding hydrostatic water therapy pool evaluation and analysis and exercise plan. The evaluation and analysis system is used to assess balance ability indicators of the gait-impaired individual's footprint COP area and movement trajectory, and assists in identifying the most effective exercise plan process.
The images used in the evaluation and analysis system include far-infrared with a wavelength range of 8-14 μm, near-infrared with a wavelength range of 0.8-1.0 μm, and visible light with a wavelength range of 0.4-0.8 μm, all three types of footprint images. The position of the body center of gravity response further includes a connection line of the body's COP and COG. The evaluation and analysis system may further include a hydrostatic water therapy pool, which includes warm water, a pool body, water source equipment, and a window. The material of the pool body may be strengthened thick transparent glass. The visible light may include the window image of the pool body.
The foregoing, as well as additional objects, features and advantages of the invention will be more readily apparent from the following detailed description, which proceeds with reference to the accompanying drawings.
The objects, spirits, and advantages of the preferred embodiments of the present disclosure will be readily understood by the accompanying drawings and detailed descriptions, wherein:
In terms of the overall evaluation and analysis of gait evaluation and corresponding exercise methods for lower limbs, this invention addresses two main issues:
To address the aforementioned deficiencies, this application proposes solutions that can resolve these issues and improve upon existing technologies.
The proposed solution to contribute to (1) and (2) is the utilization of a multispectral imaging evaluation and analysis method in conjunction with a corresponding hydrotherapy system employing static pressure.
The technical solution proposed to address the problem brings significant advantages compared to existing technologies:
To facilitate the explanation of the basic principles and functioning mechanism of the invention, please refer to
In
The focus of this design lies in capturing the variations in “footprints” instead of evaluating the gait changes typically observed when patients walk on longer test walkways. This approach enables the evaluation and analysis of gait disorders in patients 50 and facilitates the implementation of a static pressure hydrotherapy exercise plan.
In
Why is there a distinction between “ground surface” and “underwater”?
This is because buoyancy in water can assist the patient 50 in allowing greater movement. The patient 50 can practice walking with more normal or exaggerated gaits and gradually expand the range of motion. At the same time, the buoyancy presents challenges to balance and coordination. The patient 50's movements will be more effortless and relaxed compared to performing the same movements on land. Clearly, the footprints on the “ground surface” and “underwater” will exhibit different characteristic variations.
The “raising or lowering” action can be achieved using hydraulic or pneumatic systems or electric mechanisms driven by motors.
In
When the adjustable pillars 10 ascend, the telescopic columns 12 gradually retract into the sleeve columns 11, and when the adjustable pillars 10 descend, the telescopic columns 12 slowly extend out from the sleeve columns 11, as shown in
The adjustable pillars 10 further include a waterproof transmission cable (indicated as 303 in
At the upper end of the black walkway 20, there is a wide-based handrail 40 that provides support for the patient 50. At the lower end of the black walkway 20, there is a waterproof monitoring box 30. Inside this monitoring box 30, a multispectral thermal camera 301 (as shown in
The reason for forming the black color on the black walkway 20 is mainly to “prevent the patient 50 from being distracted by looking down into the monitoring box 30 while standing on the black walkway 20 during the test.”
In addition to preventing the patient 50 from getting distracted, the black walkway 20 can also serve as a “distinction” from the transparent walkway boards used in previous technologies. This distinction allows the cameras mounted below the transparent walkway boards to capture the movements of individuals walking on the “transparent” walkway boards (facilitating visible light camera imaging).
In
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Therefore, both the wide-based handrail 40 and the body weight support harness can be collectively referred to as the safety unit in this embodiment.
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The term “appropriate body position” primarily depends on the patient 50's height or the specific requirements of the test conditions (such as recommendations from physical therapists for patients with cardiovascular diseases), as illustrated in
In
In other words, a static pressure hydrotherapy system comprises a device that includes an adjustable black walkway platform 100 and a static pressure hydrotherapy pool 60.
In
These captured multispectral gait images of the patient 50, evaluated and analyzed on the ground surface and underwater, can be displayed on a monitor (not shown in the diagram). Physical therapists or attending physicians can observe and analyze these multispectral gait images for comparative evaluation and interpretation, either on-site or from recorded videos.
This comparative evaluation, which includes analyzing the differences between gait images on the ground surface and underwater, can be further extended to compare the multispectral gait images of normal individuals and different levels (mild/moderate/severe) of patients on the ground surface and underwater.
Regarding the evaluation of the patient 50's lower limbs (including gait/footprints) using multispectral thermal imaging, it is important to note that while the camera can evaluate the near-infrared and visible light images of the patient 50's lower limbs, the multispectral thermal camera 301 itself cannot penetrate the black walkway 20 and pool water 61. Therefore, it cannot provide a direct evaluation of the patient 50's lower limbs (including gait/footprints) using far-infrared thermal imaging.
In
The VC temperature-controlled plate 80 used in this embodiment is an improved version of a commonly used VC isothermal plate. It allows for temperature diffusion across the entire metal plate surface from a small point on the plate within a moment (approximately 3 seconds). In contrast, if the same thickness of copper metal plate (approximately 2 mm) were used without the VC technology, it would take several minutes to achieve temperature diffusion across the entire copper metal plate.
In this embodiment, the VC temperature-controlled plate 80 is designed with a semiconductor cooling element called a thermoelectric cooler (TEC) attached to the first side of the plate. The TEC functions as a point cold source, generating an instant cold temperature of approximately 0° C. The second side of the VC temperature-controlled plate 80 faces the lower limbs of the patient 50, allowing the multispectral thermal camera 301 to capture the thermal image of the patient 50's lower limbs from the side.
In simple terms, the purpose of the VC temperature-controlled plate 80 is to create different temperatures that serve as the “background” temperature for the multispectral thermal camera 301 when capturing the thermal image of the patient 50's lower limbs. This temperature difference between the “background” temperature and the temperature of the patient 50's lower limbs allows for a distinct and easily recognizable “appropriate temperature difference” by the thermal camera.
In other words, assuming T1 represents the generated “background” temperature and T2 represents the measured temperature of the patient 50's lower limbs, the mathematical equation for the desired temperature difference (ΔT) is expressed as T1−T2=ΔT. A larger value for ΔT makes it easier to distinguish the temperature difference.
As T2 is typically a constant value and T1 is a variable, providing a controller (not shown in the diagram) to control and generate an appropriate power supply to the VC temperature-controlled plate 80 allows for the determination of the “appropriate temperature difference.”
This “appropriate temperature difference” enables the multispectral thermal camera 301 to capture a clearer far-infrared thermal image 810 of the patient 50's lower limbs. This thermal image 810 can reveal any abnormalities before and after the evaluation and evaluation of the patient's lower limbs. The question is: How can we distinguish the thermal image of the patient's lower limbs?
During gait evaluation, it is important to have a view of the patient's lower limbs, at least below the knee joint, for a more accurate observation and evaluation of the overall gait using far-infrared thermal imaging. This allows for the observation of changes in the lower legs, footprints, size, patterns, step length, and step frequency during the gait process.
However, in
Based on the principles of most thermal cameras, they capture the “temperature (infrared radiation)” emitted from the surface of an object. Therefore, we can measure the temperature of the “gait/footprints” of the patient 50 as shown in
To obtain a clearer far-infrared “thermal image” of the patient's gait/footprints as shown in
In one or more embodiments of the present invention, the “thermal images” captured do not represent the actual temperature of the patient's gait/footprints or lower limbs. What matters is that these “thermal images” serve as a reference for the physiotherapist to compare and evaluate the differences between the “evaluation and analysis results” and the “results before and after hydrotherapy exercises.” The precise temperature values are not required for this purpose.
The human body's surface exhibits complex isotherms, with a wide range of temperatures that vary due to internal and external factors. The use of a multispectral thermal camera 301 allows for the evaluation of temperature in the patient's lower limbs or gait/footprints. Thermal imaging technology can provide insights into the biodynamic processes occurring within the human body. Temperature changes are often the first indicators of pathological processes in body tissues, even before functional or structural changes become apparent.
Therefore, using thermal images generated by a multispectral thermal camera 301 to evaluate gait disorders in patients like 50 and to detect potential pathological thermal changes can have significant diagnostic value in medical, health sciences, rehabilitation, physical therapy, and sports fields.
At least, the major advantage of a thermal imaging device lies in its non-invasive, non-contact nature, making it a safe tool for evaluation and analysis in research. In other embodiments of this invention, it is recommended to use thermal imaging devices of higher resolution models for observation.
The performance of a thermal imaging device is also influenced by the Instantaneous Field of View (IFOV), which refers to the angle covered by a single pixel of the detector. However, due to equipment errors, even with similar spatial resolution or IFOV, variations can be expected between different cameras.
Therefore, the “thermal images” in this embodiment serve only as references for comparative analysis during evaluation. However, among the various commercially available models of thermal imaging devices, no similar multi-spectral thermal imaging device as described in this invention has been found, capable of simultaneously capturing multi-spectral images including far-infrared (FIR), near-infrared (NIR), and visible light (VIS) for assessing gait disorders in patient 50.
The multi-spectral thermal imaging device 301, in contrast to a conventional thermal imaging device, includes two lenses: a first lens and a second lens. The first lens functions similarly to the disclosed first lens in a conventional thermal imaging device, capturing the far-infrared (FIR) wavelengths in the range of 8-14 μm. As for the multi-spectral thermal imaging device 301, the second lens is responsible for capturing two wavelength bands: visible light (VIS) in the range of 0.4-0.8 μm and near-infrared (NIR) in the range of 0.8-1.0 μm. However, the image sensor within the second lens of a conventional thermal imaging device restricts the capture of near-infrared (NIR) images within the range of 0.8-1.0 μm.
To capture near-infrared images with the second lens of the multi-spectral thermal imaging device 301, it typically requires an additional “near-infrared auxiliary light source” to illuminate the target and reflect back to the image sensor within the second lens, thereby enabling enhanced near-infrared imaging.
In some other embodiments, it has been observed that even without the projection of near-infrared light from the “near-infrared auxiliary light source,” the second lens can occasionally capture clear near-infrared images of the target object. Why does this happen?
The reason behind this may be the presence of natural near-infrared in indoor environments during daylight. However, during nighttime, it is not possible to have natural near-infrared as in daylight.
After the evaluation and analysis of patient 50 as described above, a subsequent “correlated and corresponding” exercise plan is developed based on the evaluated results for the same patient.
In this context, “correlated and corresponding” refers to the exercise steps or methods in the hydrotherapy regimen, which are planned or arranged by the patient's physical therapist or attending physician according to the evaluated analysis of the patient's performance “on the ground and underwater.” The exercise plan is tailored specifically to the individual patient's needs.
The exercise plan mentioned here implies that the underwater evaluation and analysis method 300 can serve both as an evaluation tool and an exercise plan.
One embodiment of the present invention involves capturing freeze of gait (FOG) images in patients with Parkinson's disease, processing them with different levels of transparency using the Alpha blending (o) technique, thus forming a multi-spectral thermal image for assessing FOG. Furthermore, this can provide physical therapists with a device and guidance for developing an “aquatic exercise plan” for patients with Parkinson's disease or elderly individuals.
The method of processing the multi-spectral thermal image for assessing freeze of gait (FOG) with different levels of transparency using the Alpha blending (σ) technique is similar to the method disclosed in patent application number 1757022. The only difference is the addition of a window image in the visible light portion, which will not be further elaborated here.
The evaluation and analysis include multi-spectral images of FOG in Parkinson's patients both “on the ground” and “underwater,” comparing the two conditions. The analysis includes parameters related to the temporal and spatial aspects of FOG.
The temporal parameters of gait include the rate of forward movement distance, the time elapsed between the first contact of one foot and the first contact of the contralateral foot, and the time elapsed between the first contact of one foot and the second contact of the same foot during a gait cycle. It also includes the observation of swing phase, which is the period when the foot is off the ground during a gait cycle, and other related parameters.
The spatial parameters of gait include the distance between the heels of both feet in the forward direction when the heel touches the ground during walking, among others.
In another embodiment of the present invention, the evaluation and analysis involve the patient (patient 50) performing gait exercises on the black platform (black step) both “on the ground” and “underwater.” Additionally, an “external stimulus” is applied to enhance the patient's focus during the exercise. This stimulus may increase the control of the patient's gait through the coordination area of the cerebellum. The goal is to observe the effectiveness of long-term implementation of gait movements in conjunction with this “external stimulus” and whether it can increase opportunities for limb activity while preventing falls.
In the evaluation and analysis involving patient 50 on the “ground” and “underwater” on the black step, it is assessed whether the effects before and after the patient's medication (levodopa) are related to the exercise results in the “underwater” condition.
Another embodiment of the present invention, tailored specifically for patient 50, includes setting reasonable goals for exercise on the black step in the “underwater” condition. The patient's achievement rate is regularly tracked, and periodic hospital visits are scheduled to assess the patient's performance during exercise in the “underwater” condition or on the “ground.” This helps identify when, where, and under what circumstances falls are most likely to occur in daily life, and appropriate exercises are provided to enhance the patient's functional independence.
It is worth noting that accurately capturing reliable information about gait characteristics at specific times, such as monitoring and assessing on the “ground” and “underwater” over time, can contribute to early diagnosis of the disease and its complications in patient 50, as well as finding the optimal exercise methods.
From a clinical perspective, the analysis of human gait disorders includes studies on gait characteristics in conditions such as multiple sclerosis, muscular atrophy, Parkinson's disease, bone marrow diseases, brain tumors and trauma, muscle spasms, senile dementia, heart disease, and physiological aging. While the described embodiments of the invention focus on the evaluation and analysis of gait disorders in patients with Parkinson's disease and freeze of gait (PD+FOG), it does not exclude the evaluation and analysis of gait characteristics in other conditions.
From a non-clinical perspective in the field of gait exercise and training, the research in the disclosed embodiments of the present invention focuses on designing balance training and exercise programs for patients with Parkinson's disease, including the use of static pressure hydrotherapy as an adjunct therapy to improve balance, prevent falls, and enhance cognitive function. This approach offers a more cost-effective solution compared to traditional evaluations and treatments, thereby maximizing the quality of life for patients with Parkinson's disease.
In clinical (long-term care, hospital) and non-clinical settings (nursing homes, independent living, etc.), discrete clinical evaluations during consultation periods often fail to detect changes in daily gait, despite changes in cognition, functional ability, or health status that may impact gait parameters until serious problems arise.
The gradual changes in gait parameters over time are not easily observed in daily life or brief outpatient visits. However, through the monitoring (including video recording) and evaluation of gait on the “ground” and “underwater” using multispectral imaging, as described in this invention, it becomes relatively easier to detect such gradual changes in gait parameters in a timely manner.
For the aforementioned multispectral imaging, further in-depth evaluation and analysis can include a method called “σ multispectral imaging” for sub-series interpretation. In this method, multiple images captured by the multispectral thermal imager 301 undergo a transparency blending process, forming an overlaid multispectral image that is easier for researchers to interpret. This is referred to as “σ multispectral imaging” in this invention, where “σ” represents “alpha blending”.
One or more embodiments of the present invention clearly adopt “multispectral imaging” as the method for evaluation, analysis, and tracking of training progress. This is primarily done to differentiate from prior art that discloses techniques involving multiple sensors worn by patients or capturing visible light images on transparent walkways.
Using a “wearable” technology solution with multiple sensors on patients poses a significant challenge, especially for elderly patients. Additionally, capturing images on transparent walkways can easily lead to distractions and loss of accuracy for patients like Patient 50.
Clearly, the aforementioned evaluation and analysis, along with the static pressure hydrotherapy training method, achieve the early diagnosis of gait disorders in patients by incorporating thermal imaging, visible light, and near-infrared gait footprint images before and after medication administration. This helps in finding the optimal exercise methods and their effectiveness.
The purpose of this invention is to detect and intervene early to assist high-risk populations in reducing the risk of falls, thereby minimizing the subsequent negative impact on the lives of high-risk elderly individuals and caregivers, reducing the physical, mental, and economic burdens of long-term care, and most importantly, improving the health and quality of life for patients with Parkinson's disease, Alzheimer's disease, other severe illnesses, and the elderly.
Another objective of this invention is to provide a static pressure hydrotherapy device that generates dual benefits of evaluation and exercise. It clearly distinguishes itself from conventional water therapy (pool) devices that only provide exercise functionality, thereby offering a more comprehensive rehabilitation solution.
Another objective of this invention is to provide a method for assessing and training gait-impaired individuals. The evaluation method includes the surface-based evaluation and analysis method (Method 200) as well as the underwater evaluation and analysis method (Method 300). The training method involves audio-visual stimulation combined with static pressure hydrotherapy.
Furthermore, this invention aims to replace the challenging “wearable” technology approach involving multiple sensors on patients, particularly for elderly patients, with a method that serves the purpose of evaluation, analysis, and training.
To achieve the basic principles and mechanisms of the present invention, namely the “multispectral imaging evaluation method for gait-impaired individuals” and the “static pressure hydrotherapy exercise device”, the adjustable black walkway platform 100 is raised above the indoor ground surface 201, and the platform is lowered into the static pressure hydrotherapy pool 60, both used for evaluation and analysis as well as static hydrotherapy exercise programs.
As shown in
Therefore, this improved version of the VC isothermal plate is referred to as the VC temperature-changing plate 80.
Refer to
In
Why does the black walkway 20 need to be black in color? When the patient with gait disorders (patient 50) is walking on the black walkway 20, if the material of the walkway is transparent, the patient might become “distracted” and curious to see what is underneath the walkway. This could interfere with gait evaluation and analysis.
However, if the material of the black walkway 20 is opaque black, how can the multispectral thermal imaging device 301 underneath the walkway capture the gait images of patient 50 for evaluation, tracking, and analysis?
There are various methods to form black plastic. For example, the inventor has disclosed related methods for producing opaque black materials in Taiwan Patent TWI423676 titled “Coating Substrate for Imaging Monitoring”, Taiwan Patent TWI328593 titled “Method and Application for Producing Infrared-Penetrable Black Plastic”, and the aforementioned Taiwan Patent TWI666935 titled “Microthermal Imaging Device for Enhanced Near-Infrared Image Capture”, which reveal the manufacturing methods for the opaque black “walkway” material and its ability to penetrate most near-infrared and a small portion of visible light. The detailed principles and mechanisms are not further described here.
In other embodiments of the present invention, a simple method to produce black plastic is to mix a black colorant called carbon black into transparent plastic materials (such as PMMA or PC).
Sometimes, to “reduce” the weight of the black walkway 20, it can be made of a composite material of aluminum alloy and black plastic.
In terms of weight, aluminum alloy is lighter than black plastic, and black acrylic is lighter than black glass for the same volume.
In a preferred embodiment of the present invention, black plastic is used because it is easier to process (drilling and assembly), such as in
In
How can the patient 50 be “recommended to be limited” within this testing area 22? (1) It can be observed directly by a physical therapist or the patient 50 themselves through a liquid crystal display placed above the black walkway 20. (2) The area of the testing area 22 can be slightly raised (about 2-5 mm) compared to the flat surface of the black walkway 20, allowing the patient 50 to experience and perceive the boundary.
Because there is a monitoring box 30 installed underneath the testing area 22, and the camera (such as the multispectral thermal imaging device 301) inside the monitoring box 30 is aligned with the testing area 22 to capture the gait pattern of the patient 50 standing on the testing area 22.
In
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When the imaging lens of the multispectral thermal imaging device 301 is aligned with the gait of the patient 50 on the testing area 22 on the black walkway 20, in order to obtain a more complete image, the captured image range of the multispectral thermal imaging device 301 must cover the testing area 22.
To obtain a clearer image, additional “near-infrared auxiliary light source” 302 may be required. The near-infrared auxiliary light source 302 mainly consists of IR-LEDs (infrared light-emitting diodes) with a wavelength of 940 nm. It allows the multispectral thermal imaging device 301 to capture clearer near-infrared gait images. The reason for using IR-LEDs with a wavelength of 940 nm is that they do not emit visible red light dots (red dots) when in operation. Otherwise, if there were “red dots” displayed above the black walkway 20, it could distract the patient 50 and affect their focus.
The definition of “940 nm” mentioned above refers to “near-infrared that is not visible or discernible to the human eye,” which excludes the commonly used 850 nm IR-LEDs.
In this case, the near-infrared centered around “940 nm” is also defined as “940±20 nm” near-infrared. The range of “±20 nm” accounts for the reference error range of IR-LEDs manufactured by suppliers, and it is characterized by being “completely invisible to the human eye.” Other commonly available near-infrared particles with centered wavelengths of 960 nm, 980 nm, etc., should also be considered as part of the “940 nm-centered” family.
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The transmission cable 303 can pass through the interior of the telescopic column 12 of the adjustable support column 10 and be led out from the top of the telescopic column 12 (near the sleeve column 11) by creating a hole. Even if the outer edge of the transmission cable 303 is waterproof or meets safety specifications, at least when the transmission cable 303 is led out from the top of the telescopic column 12, it will not come into contact with the pool water (warm water) 61.
The transmission cable 303 transmits the multispectral gait images of the patient 50 standing on the black walkway 20, allowing the patient's physical therapist or others nearby to observe or record the images.
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In situations where the captured image range of the multispectral thermal imaging device 301's camera in
Please refer to
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The “static pressure” in the hydrostatic water therapy system 60 refers to the hydrostatic pressure. It is the pressure exhibited by the warm water 61 when it is at rest inside the pool body 62. Assuming that the only external force acting on the warm water 61 is gravity, the hydrostatic pressure at any point within the warm water 61 region is isotropic, meaning the pressure at the same point is the same in all directions.
Furthermore, in the hydrostatic water therapy system 60, apart from the natural “convection” of the warm water 61 caused by the movement of the patient 50 within the region, it is important to minimize external interference (such as from bystanders) that could indirectly affect the quality of the multispectral thermal images captured by the multispectral thermal imaging device 301.
For example, in the case of patients 50 with certain cardiovascular conditions, their physical therapists may recommend adjusting the height of the warm water 61 to be below their “chest” level to reduce water pressure. This can be achieved by controlling the height of the adjustable support pillar 10.
Clearly, the hydrostatic water therapy system 60 is designed as an individual pool for the patient 50, distinct from shared swimming pools. However, it is possible to set up multiple “individual pools” side by side in a spacious rehabilitation room.
The term “warm water” refers to water at a temperature suitable for the human body, typically adjustable between approximately 30 to 37° C. However, within the permissible range of training, it is not excluded to use temperature-controlled warm water, as it can provide a soothing and warm temperature for the patient 50, helping to relax muscles and alleviate stiffness and pain.
Since the water in the hydrostatic water therapy system 60 is usually kept warm, it is important to maintain a warm and comfortable air temperature to prevent tremors in patients with Parkinson's disease (PD) and provide a pleasant experience. Even patients with more advanced stages of PD can benefit from immersion in the hydrostatic water therapy system 60.
This is also the reason why the adjustable black platform 100 in the form of a lift in
Clearly, the structure and features of the adjustable black platform 100 in this case, in conjunction with the system and method disclosed in Patent TWI757022 titled “System and Method for Gait Footprint Analysis Based on Alpha-Type Multispectral Imaging”, differ significantly in terms of their technical field and operational effectiveness.
As for the material of the water tank body 62, it can be constructed using common building materials such as cement, tiles, fiberglass, or reinforced glass, among others. However, around the water tank body 62, one or more transparent “windows” 621 can be incorporated to allow physical therapists, attending physicians, family members, and other visitors to observe the activities of patients 50 in the warm water 61. These windows can also serve as openings for external cameras to record the hydrotherapy process.
In
The captured video footage of the hydrotherapy process through the “windows” 621 is referred to as “window images.” These window images, when compared with the multispectral images captured by the multispectral thermal imaging device 301 as shown in
The water source device 63 includes functions such as circulating, replacing, cleaning, disinfecting, and controlling the temperature of the warm water 61. It also provides both cold and hot water supply.
To further understand the multispectral images captured by the multispectral thermal imaging device 301 in relation to basic gait patterns, especially as shown in
The thermal images of the gait patterns are depicted in
It is important to note that in one or more embodiments of this invention, the emphasis of evaluation and analysis is largely placed on the near-infrared images. However, this does not limit the analysis to solely near-infrared images as the only method in the present invention.
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It is evident that the near-infrared image clearly reveals signs of surface damage that are not visible in the visible light image, demonstrating the unique characteristics of near-infrared (NIR) imaging.
In
However, darker objects can be challenging to detect in a dark background, resulting in poor contrast. This is why near-infrared auxiliary light source 302, as shown in
As depicted in
For instance, different color palettes such as the “gray scale palette” are particularly useful for resolving small geometric details but may not effectively display small temperature differences. The “iron palette” is highly intuitive and easily understood by individuals without thermal imaging experience. The “rainbow palette” offers vibrant color variations between light and dark, resulting in enhanced contrast. However, it may introduce noise in the image when dealing with surfaces or multiple temperatures.
In fact, different color palettes have different interpretation purposes, allowing physical therapists to discern subtle differences. Conventionally, the “black and white palette” assigns “black” to the coldest temperature in the thermal image and “white” to the hottest temperature, with varying shades of gray in between.
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It is worth noting that the gait footprint shown in
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It is worth noting that from the thermal images shown in
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Freezing of gait (FOG) is a common symptom observed in patients (referred to as patient 50) with Parkinson's disease (PD). It is characterized by sudden interruptions and severe difficulty in walking, where the patient 50 feels as if their feet are “glued” to the ground, making forward movement impossible. In addition, as shown in
The clinical features of patients 50 with PD and FOG (PD+FOG) are as follows: (1) In episodes, the feet or toes cannot lift off the ground. (2) During episodes, both legs tremor alternately at a frequency of approximately 5 Hz. (3) Prior to episodes, there is often a shortening of stride length and an increase in walking speed. (4) Episodes can be alleviated by external stimuli. (5) Episodes exhibit asymmetry, primarily affecting one lower limb or occurring during turns. These symptoms significantly impact the patient's quality of life.
The mechanism underlying FOG in PD patients 50 is still not fully understood in the global medical community. Preliminary research findings from certain international medical literature suggest that FOG may be attributed to the dysfunction of multiple brain regions.
Therefore, this embodiment does not involve pathological medical research on the FOG symptoms experienced by patient 50. The present disclosure also does not purport to provide sufficient medical resources or equipment. In several embodiments, it only provides physical therapists with preliminary evaluation and analysis of patient 50 using multispectral imaging. The purpose is to assist in developing corresponding aquatic exercise programs that can be used as a reference for physical therapists and related personnel to improve the patient's quality of life.
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One of the objectives of the present invention is to explore whether this “shuffling gait” phenomenon in the hydrostatic water therapy system 60 is influenced by external forces or resistance, and further identify methods for exercise or treatment.
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The physical therapist in this embodiment can evaluate the movement of the center of pressure (COP) in patient 50's body displacement using visual observation and the three multispectral footprint images. This provides multiple sets of data for variations, enabling the identification of optimal guidance for exercise methods.
Now, the reasoning method for exploring the “linkage” between the center of pressure (COP) or gait balance and multispectral imaging in this embodiment will be explained.
Gait analysis is a fascinating and complex field. The ankle joint, which requires both stability and mobility, poses a seemingly conflicting challenge. This complexity makes the evaluation and analysis process quite intricate as it involves considering the overall biomechanics of the lower limbs rather than focusing solely on the footprints.
However, for now, let's “focus” on this specific area of “footprints” to facilitate understanding.
The center of pressure (COP) can be used to assess the balance ability (body control) of patient 50. Literature indicates that the center of pressure in maintaining a static posture reflects the position of the body's center of gravity. Therefore, it can represent the sway of the body's center of gravity, COP trajectory, maximum anterior/posterior and medial/lateral deviations, as well as the COP area. These are all indicators for evaluating balance ability.
In other embodiments, patient 50 can be instructed to perform the evaluation with their eyes open or closed, aiming to gather more COP trajectory image data. Through the analysis of this COP trajectory image data, it is possible to explore how to enhance patient 50's balance ability and predict the likelihood of falls in the future.
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When drawing a vertical line through the center of support during single-leg stance, the absence of crossing with the COG prevents falling.
Typically, patient 50 should pay attention to three processes: (1) the COG point supporting body weight, (2) the center of support during single-leg stance, and (3) ensuring that footprints remain within the patient's base of support (BOS) during the swinging leg step. It is crucial to observe the differences in footprints during these three processes and conduct cross-references.
Therefore, based on the movement of the body's center of gravity towards the white region as described in
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For example, by examining the displacement from (1) to (2) in
Based on this example of the related COP displacement trajectory, we can assess and analyze the body's “sway” of patient 50.
However, the extent of this “sway” differs between being on the ground and being underwater due to the influence of gravity. In other words, by evaluating the displacement generated on the ground and underwater and conducting repeated evaluation and analysis, we can determine the level of “benefit” obtained by patient 50 before and after hydrotherapy exercises in the hydrostatic water therapy system.
The “sway” velocity refers to the distance the COP moves per unit time and is related to the ability to control posture. It can be used to assess variations in patient 50's strategies for maintaining body posture stability and changes in muscle contraction and extension during hydrotherapy exercises.
The evaluation of patient 50's standing posture balance within the base of support (BOS) range depicted in
Inference of COP displacement trajectory parameters such as total length, area, anterior-posterior and medial-lateral range can be used to assess patient 50's balance ability. The multispectral images of the “footprints” are used to evaluate the position of the body's center of gravity, representing the sway of the body's center of gravity, COP displacement trajectory, maximum anterior-posterior and medial-lateral displacement, as well as COP area. All these parameters serve as indicators for assessing balance ability (ability to control the body).
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For patients with mild to moderate symptoms, in addition to basic walking exercises, further challenging exercises can be performed on the ground using evaluation and analysis method 200 and underwater using evaluation and analysis method 300.
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It is worth noting that in the depicted “thermal” image in
Embodiment 5 presents an evaluation and analysis system for assessing the risk of abnormal gait using multi-spectral imaging. The system includes the following components: (1) Evaluation modes, (2) Evaluation methods, (3) Evaluation subjects, (4) Evaluation items and images, (5) Visual and auditory guidance methods, and (6) Physical therapist coaching methods.
The purpose of the visual and auditory guidance methods is to determine: (5-1) Whether there is a significant effect on gait training when providing external “cues” to patient 50. (5-2) To conduct comprehensive visual and auditory guidance tests, including patient 50 as the control group and motivated participants in therapy as the reference group.
To facilitate the gait evaluation and training effectiveness for patient 50, it is important to emphasize that the exercises should be performed consistently and with high repetition under the influence of medication. Variations should be minimized. Additionally, clear and straightforward visual and auditory guidance should be provided to assist patient 50 in executing the movements.
Furthermore, it is recommended to encourage patient 50 to elongate their “stride” as much as possible during the visual and auditory guidance. The training content should be adjusted according to the individual's capabilities to help build confidence.
The effectiveness of these methods depends on individual patient 50 and the background for determining which approach to apply. From a physiological perspective, this is also a self-regulation mechanism for patient 50.
The parameter space involved in the multi-spectrum image analysis of gait footprints reflects the “relative percentage of time within the entire gait cycle specific to patient 50”.
Additionally, it can be beneficial to incorporate the auditory guidance method (5) or utilize a specially designed projection-based static treadmill for cycling to help patient 50 develop new balance techniques.
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Furthermore, the multi-spectrum image data of gait footprints provided by the black step pathway is reliable for analyzing the vertical alignment of the body's center of gravity and predicting the future risk of falls. Particularly, the analysis results of the lateral displacement and footprint analysis during forward and backward standing show a significant correlation with a series of falls.
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Of course, the changes in the “area” of these three regions, A, B, and C, only provide initial evaluation and analysis for physical therapists. In clinical practice, artificial intelligence (AI) calculations are utilized to assist attending physicians in conducting evaluation and analysis and proposing corresponding exercise plans.
However, whether these footprints exhibit “swelling” or “atrophy” is only part of the preliminary evaluation and analysis for physical therapists. In clinical practice, AI calculations are used to assist attending physicians in conducting evaluation and analysis and proposing corresponding exercise plans.
Generally, maintaining a static posture, the Center of Pressure (COP) can reflect the position of the body's center of gravity. Therefore, it can be used as an indicator to evaluate balance ability (body control ability). The sway of the body's center of gravity, COP trajectory, and COP area are all factors in assessing balance ability. A shorter COP trajectory and smaller COP area indicate better balance ability.
Regarding the movement of COP trajectory, a comparison can be observed between standing in a parallel position and standing in a forward-backward position as shown in
In different conditions of eyes open and eyes closed, it can be observed that almost all parameters are larger when the eyes are closed compared to when the eyes are open. Under the same movement, the change in parameters after closing the eyes does not increase with age and exhibits irregular variations. Different directions of variation also have an impact under different standing positions. In the parallel standing position, there is greater anteroposterior displacement, while there is no difference in lateral displacement. In the forward-backward standing position, there is greater lateral displacement, but no difference in anteroposterior displacement.
From the above results, we can conclude that forward-backward standing is more difficult than parallel standing, and closed-eye condition is more challenging than eyes-open condition.
In everyday walking, normal individuals do not “think” about how to take each step. They can even chat, use their hands for other tasks, and adjust their gait and body posture according to various situations. However, patients with Parkinson's disease (PD), such as patient 50, do not experience such smoothness. Therefore, there is a need for further evaluation and analysis of gait disorders in both normal individuals and patients with PD.
Due to the characteristic flexed posture of patients with Parkinson's disease (PD), their center of gravity tends to shift forward. In order to maintain balance, patients with PD tend to take small and quick steps forward and “cannot” stop or change direction abruptly, resulting in a hurried gait. These characteristics can be easily identified from the multispectral imaging analysis of gait evaluation.
The complexity of the evaluation and analysis process is attributed to various reported clinical and non-clinical studies on different gait patterns. In clinical medicine, factors such as lower limb biomechanics and anatomy need to be considered, and a simple evaluation of gait based solely on footprints is insufficient.
To establish a certain degree of correlation between “image differences” and “center of gravity displacement,” our team has found that: (1) In the imaging analysis of moderate PD patients (
It can be inferred that there is a certain degree of correlation between these “image differences” and “center of gravity displacement,” which means that a correlation can be found between the “COP trajectory” and the corresponding movements.
In summary, the proposed evaluation and analysis and static pressure hydrotherapy exercise device aim to “assist” each patient in finding the most suitable mode and method for themselves.
As described above, for the footprints gait image evaluation and analysis method, a corresponding computer application (APP) software program will be developed in future patent applications to automatically assist in the analysis of more parameters. These may include important data analysis such as foot pressure intensity, duration of standing cessation phase, and duration of mental stress phase.
As mentioned above, in future patent applications, the footprints gait image evaluation and analysis method can be integrated with an intelligent remote healthcare system for frequent and automated risk evaluation and analysis using AI. This could be a feasible and cost-effective approach.
In summary, it is evident that this invention differs from the disclosed hardware (including the walkway) in Patent TWI757022 in terms of technical field and functionality.
Among these, the footprints on the black walkway captured in near-infrared images are primarily used for evaluation and analysis, with thermal and visible light images serving as supplementary information, providing clear and high-contrast near-infrared images.
For example, the present invention replaces the use of wearable sensors on the ground for gait analysis, as commonly employed in current methods such as those disclosed by the Industrial Technology Research Institute in Taiwan. Conventional hydrotherapy pools, such as HydroWork in the United States, primarily provide exercise functions. In contrast, the present invention not only offers exercise capabilities but also includes evaluation and analysis functions. For instance, while a patient in the hydrostatic water therapy pool 62 can practice tasks like carrying a teacup or putting on clothes, the system can simultaneously assess and analyze the patient's gait variations during these exercises to infer the correctness of their stance and the need for adjustment in COP (Center of Pressure) training, among other factors.
In summary, the hydrostatic water therapy system in this invention allows for the capture of multispectral images of the gait of the patient (gait-impaired individuals) both inside and outside the hydrostatic water therapy pool 62, facilitating the evaluation and analysis by a physical therapist and the development of corresponding exercise plans.
This evaluation and exercise method for gait-impaired individuals, which captures multispectral images, allows for early diagnosis and helps identify the optimal exercise regimen for the patient (gait-impaired individuals).
The evaluation and exercise method for gait-impaired individuals includes the evaluation and exercise method for deviations in temporal and spatial parameters of gait-impaired individuals compared to normal gait, as depicted in
In order to establish a certain level of correlation between “image differences” and “falling probability,” as evident from the aforementioned exemplary figures and description, it is understood that both “image differences” and “falling probability” involve COP (Center of Pressure), which in turn relates to the body's center of gravity, COG (Center of Gravity), which affects the footprint area and outer contour.
Clearly, by utilizing the image differences in the footprints of patient 50, it is possible to predict the likelihood of falling.
This invention, after numerous trial experiments conducted by the inventors, explores various rational combinations and achieves an improvement level that surpasses the expectations of ordinary users of previous technical components such as thermal imagers, as well as prior patents such as Patent TWI666935 and Patent TWI425292. It is not something readily attainable by those skilled in the art and cannot be deemed as common knowledge in this technical field.
Although the invention has been disclosed and illustrated with reference to particular embodiments, the principles involved are susceptible for use in numerous other embodiments that will be apparent to persons skilled in the art. This invention is, therefore, to be limited only as indicated by the scope of the appended claims.