人工智能推动医疗设备的进步

MEDICAL DEVICES The Expanding Role of Artificial IntelligenceRevolutionizes Medical Device Capabilities AI INTEGRATEDINTO MEDICALIMAGING DEVICES TODAY’S WORLD OF AI IN MEDICINE 882 AI- and machine learning (ML)–enabled medical devices. Developers areincreasingly embedding AI into new and existing medical devices, unlockingpreviously unimaginable potential. MRI Machines From enhancing imaging techniques to improving diagnostic accuracy, theAI-driven capabilities of modern medical devices are enabling better patient®provides the softwaredevelopment tools and services to help medical device developers design andenable new, or update existing, medical technology with AI/ML-driven devices. CT Scanners Advancing MRI Machines PET Scans Magnetic resonance imaging (MRI) machines are a cornerstone of diagnosticimaging, offering detailed views of internal anatomy and physiological processes.enhancing image quality, reducing noise, and improving the speed of imageacquisition. ImageReconstructionTools One primary application of AI in MRI machines is accelerating scan times.Traditional MRI scans often take 30 to 60 minutes, but AI-powered techniquesreduce time by optimizing the data acquisition process. AI can predict missingdata points, allowing quicker image construction without compromising quality. UltrasoundMachines AI is also improving the accuracy of MRI image interpretation, detecting anomaliesthat might be missed by the human eye and providing a second level of analysis. Enhancing Imagery in CT Scanners Computed tomography (CT) scanners provide cross-sectional body images. AIintegration into CT scanners denoises images and produces clarity at lower radiationdoses, better safeguarding patient health. AI also is revolutionizing the speed and accuracy of image reconstruction in CTscanners. Traditional processes can be time-consuming and computationallyintensive. AI-driven algorithms, on the other hand, process data rapidly enough todiagnosis and treatment planning. Providing Strong Analysis for PET Scans Positron emission tomography (PET) scans are essential for detecting and monitor-ing various diseases, including cancer and neurological disorders. AI-enabled imageimages. This enables better visualization of metabolic processes and disease mark-ers, improving accuracy in disease detection and treatment monitoring. images is crucial in assessing disease progression and response to therapy, and AImodels can automate this analysis. The result is reduced time and effort while ensur-ing more consistent and reliable results. Expanding Image Reconstruction Tools Image reconstruction is a fundamental aspect of many medical imaging modalities.accuracy, and quality. Device developers are creating sophisticated AI algorithms that can reconstructimages from raw data with remarkable precision. These tools are particularly effectivein reducing artifacts and noise, which can obscure critical details in medical images.Not only do these AI-powered tools enhance the diagnostic capabilities of such imag-ing modalities as MRI, CT, and PET scans but they also support the development ofdeep learning–based reconstruction techniques. They can leverage large datasets totrain models to predict high-quality images from incomplete or noisy data, and theyspeed the reconstruction process and improve overall image quality to support betterpatient diagnosis and treatment planning. Improving Imagery and Measurements forUltrasound Machines Ultrasound imaging is widely used for its noninvasive and real-time capabilities. AIenhances ultrasound machines by improving image quality, automating measure-ments, and aiding in interpreting complex images. It also automates image mea-surement and analysis: Tasks such as measuring fetal growth, assessing cardiacfunction, and evaluating tissue elasticity are performed more quickly and accuratelywith AI. By providing real-time guidance and decision support, AI helps interpret ultrasoundimages by highlighting areas of concern, suggesting possible diagnoses, and recom-mending further imaging or tests. This is especially useful in busy clinical settings. WIND RIVER SOLUTIONS FOR AI AND MEDICAL DEVICE DEVELOPERS Wind River®has been delivering safe, secure, and reliable software solutions and services to medical device develop-ers for more than 40 years. It supports medical technology companies in developing products that utilize the intel-ligent edge, 5G wireless, AI, and more with: •A cloud platform to help developers empower medical devices with robust AI capabilities to accelerate innovationand improve patient outcomes•A developer platform with modern development tools and services to design medical systems•• >> Learn More About Wind River Solutions for Medical Devices Wind River Studio Cloud Platform Wind River Studio Linux Services Studio Cloud Platform is an open source, production-grade distributed Kubernetes solution for managingcloud infrastructure that can provide develope