ErgoAI® Brain computer interface and brain like intelligent training equipment

ErgoAI ® The Brain Computer Interface and Brain like Intelligence Training Platform is a core training tool for vocational education in the fields of brain computer interface, artificial intelligence, and neural engineering. Based on Brain Computer Interface (BCI) technology, combined with multi-modal neurophysiological signal (such as EEG, fNIRS) acquisition and analysis, it constructs a complete technical link from brain computer interface paradigm design to intelligent application, helping students master brain computer interface, brain like intelligence technology, and application development capabilities. The system is accompanied by specialized courses, and practical teaching is carried out synchronously, truly achieving "learning by doing".

Product Features：

lRich resources in paradigm library: integrating various typesBCI paradigm (such as SSVEP, P300, motor imagery, etc.) covers scientific research, medical, and industrial scenarios, supporting one click access to 20+standardized experimental templates for brain computer spelling, grasping imagery, drone control, and more.

lResearch grade perception and interaction equipment: supports various types of physiological signal measurement devices such as EEG, near-infrared, and multimodal testers to collect high-quality perception and interaction data

lHuman factor intelligent edge computing training terminal: super100TOPS multimodal human factors intelligent edge terminal, built-in with various machine learning/deep learning algorithm teaching resources, as well as human-computer interaction model teaching resources.

lVisual Data and Analysis Teaching: Real time brain topography rendering, multi band brain wave dynamic tracking, supporting offline export and deep data processing and analysis.

lOne stop transmission and processing: supports real-time data transmission and processing, openSDK/API， Linkage with intelligent external control, providing intuitive feedback on the effectiveness of practical training.

System Composition：

（1) ErgoLAB Brain Computer Interfacepractical trainingequipment

The ErgoLAB brain computer interface experimental equipment for training includes electroencephalography, near-infrared brain imaging, and multimodal brain function testing. It is easy to operate and has stable performance, making it suitable for both classroom teaching and laboratory research.Including EEG devicesHigh density electroencephalography, wearable electroencephalography, portable dry electrode electroencephalography; Near infrared devices: high-density near-infrared brain imaging device, wearable near-infrared brain imaging device, multimodal brain function testing device; Support the collection of EEG and fNIRS multimodal neurophysiological signals through wired/wireless/offline methods, and open SDK/API

Equipment category:

（2) ErgoLAB Teaching Experiment Paradigm Resource Library

The experimental design area is equipped with experimental overview selection and stimulus presentation devices, mainly used for designingBCI experiment and stimulus paradigm selection. Supporting experimental paradigm guidance manual, easy to carry out EEG and brain computer interaction研究Application.The paradigm includes:

lCustom Brain Computer Interface Paradigm

lBrain computer interface paradigm library

nBased on rows and columnsRC (Row Column) stimulus encoding BCI paradigm、Based on single item displaySD、Based on submatrixStimulus BCI paradigm of SBP (Sub matrix based paradigm)、、Based on event-related potentialsThe BCI paradigm of P300、Based on steady-state visual evoked potentialBCI paradigm of SSVEP (f-VEP) 30+

lCustomized Innovation and PersonalizationBCI stimulation paradigm

lCustom stimulus presentation carrier

nbased onPC screen: stimuli are presented on a computer screen, single screen (customizable dual or multiple screens);

nBased on mobile screens: stimuli are presented on mobile devices (such as tablets, phones);

nbased onVR/AR: Stimulus is presented on VR/AR devices.

（3）ErgoAI integrates data collection, model training, deployment, and intelligent perception controlteaching system

lData collection visualization, feature engineering, intelligent model trainingTeaching System

ndeep learningProcessing and analysis of brain functional signals such as EEG and fNIRS

nProject and Dataset Creation: Students Customize Project and Dataset CreationEEG dataset, automatic configuration data preprocessing algorithm

nFeature engineering and model training: supporting the construction of feature engineering sets and the entire process of intelligent model definition training

nAI Algorithm and Model Case Center: AI Algorithm Teaching Case Center, AI Model Teaching Case Center

lPerception and control, equipped with brain computer interface edge computing terminal, flexibly configured control peripherals to meet diversificationPractical training teachingScenarios such as robotic arms, drones, smart homes, etc

nDrones, robotic arms, robotic dogs, robots, smart homes; Other custom devices: to be providedPython SDK、API

Platform Application：

lHuman machine efficiency direction:The BCI Brain Computer Interaction Teaching and Training Room optimizes the layout and operation logic of the human-machine interface through EEG data, helping to cultivate professional talents who master the principles of neuroergonomics and can improve system usability and comfort.

lHuman computer interaction direction: Based on the brain computer interface technology in the training room, talents with the ability to analyze brain signals and design interaction systems can be cultivated, promoting innovative applications of natural and non physical interaction methods.

lEmbodied intelligence direction: The training room provides a practical platform for embodied cognition and brain computer integration research, cultivating composite talents who can combine body perception and brain computer interface technology to achieve intelligent agent collaboration.

lState recognition direction: With the help of real-time monitoring and analysis technology of EEG signals, the training room can cultivate talents who can accurately recognize cognitive and emotional states, serving the needs of state assessment in fields such as healthcare and education.

ErgoLAB multimodal synchronization scheme:

Overall Overview

The ErgoLAB human-machine environment synchronization platform adopts multimodal data clock synchronization technology, which can complete the complete experimental and evaluation process, including project management, experimental design, synchronous acquisition, signal processing, data analysis, human factors intelligence evaluation, and visual reporting. It supports group testing and big data management based on cloud architecture technology.

ErgoLAB human-computer environment synchronization platform adopts the method of subjective and objective combination of multimodal data synchronous acquisition and multi-dimensional verification. The types of data real-time synchronization include brain cognitive data (EEG/BCI EEG and brain computer interface edge computing equipment, fNIRS/BCI near-infrared brain imager), visual data (Eyetracker eye tracker and line of sight interaction system), physiological data (physiological instrument includes: GSR/EDA、EMG、ECG、EOG、HRV、RESP、TEMP/SKT、PPG、SpO2）， Behavioral observation, body movements and facial expressions (basic emotions, emotional valence, micro expressions, etc.) data, biomechanical data (tension, grip, pinch, pressure, etc.), human-computer interaction data (including human-computer interface interaction behavior data and corresponding keyboard operations, mouse clicks, hovering, entering and exiting, etc.; mobile terminal human-computer interaction behavior data and corresponding finger trajectory operation behaviors such as clicking, zooming, sliding, etc.; VR terminal interface human-computer interaction behavior data and corresponding two handed operation picking, discarding, and controlling, etc.), Objective quantitative data such as VR space walking trajectory, as well as multi type spatiotemporal behavior trajectory data collection (including real-time synchronized collection of indoor, outdoor, and VR environment walking trajectory, driving trajectory, access status, visual interaction, emotional response, interactive operation behavior, etc.), and workspace and workspace environment data (temperature, humidity, noise, lighting, atmospheric pressure, humidity, dust, etc.); Provide complete data indicators for scientific research and application.

ErgoAI Human Factors Intelligence：

Introducing artificial intelligence technology into human factors engineering research tools deepens the human factors engineering industry, allowing experimental environments to be unrestricted by a single device or data indicator, and collecting and analyzing people from different typical industries or disciplines-Obtain human behavior data in the natural state during the interaction process between the machine and the environment system, and obtain data that is closer to the real human state. The platform also provides functional modules covering the whole process of scientific research and experiments, including project management, experimental design, synchronous collection, data analysis, comprehensive statistics and visual reports, and provides a one-stop human factors+artificial intelligence solution for multimodal human-machine environment research in combination with ErgoAI human factor intelligence edge computing platform. The multimodal synchronous human factor intelligence solution with ErgoLAB human-computer environment synchronization platform and ErgoAI human factor intelligence edge computing platform as the core has greatly improved the reliability and validity of the experimental results, while saving research manpower, material resources and time, and improving the overall efficiency of research and evaluation.

based onThe ErgoAI Human Factors Intelligence Multi temporal Algorithm Base and Human Factors Engineering Human Machine Environment Database are used to construct pre training models for specific personnel states. Combined with highly flexible training program management functions, users can efficiently build and optimize models in a unified environment. Thus achieving accurate real-time assessment and warning of personnel status, such as load status, stress status, fatigue status, situational awareness, and attention ability.

KingfarCompany Introduction:

Beijing Jinfa Technology Co., Ltd. (Jinfa Technology) isSpecialized, Sophisticated, Characteristic and InnovativeThe Little Giant，The first batch of specialized, refined, special and new key points in the new roundThe Little GiantEnterprises with intellectual property advantages, high-tech enterprises, and technology-based small and medium-sized enterprises；It includes new technology research and development institutions such as Beijing Human Factors Intelligent Engineering Technology Research Institute and Beijing Human Factors Engineering Design Institute Co., Ltd., and jointly builds multiple technology innovation platforms including Beijing Enterprise Technology Center, Beijing Undergraduate University Industry Research Deep Collaborative Education Platform, Suzhou Key Laboratory, Hunan Engineering Laboratory, Shandong Engineering Research Center, etc.

Jinfa Technology has undertaken and participated in multiple national key research and development programs, high-quality development projects of the Ministry of Industry and Information Technology, and National Natural Science Foundation projects. Serving as the National Beacon CommitteeThe deputy leader unit of XR Extended Reality Standardization Working Group and the joint leader unit of Key Technology Group of Metaverse Standardization Working Group of the Ministry of Industry and Information Technology; Hosted and participated in the compilation of over 30 international, national, industry, and group standards.

Jinfa Science and Technology has innovated and developed home-made, autonomous and controllable human factor engineering and human factor intelligent edge computing series information and innovation products and technologies; Passed through EuropeCE、 Multiple international certifications including FCC in the United States, ROHS in the European Union, as well as ISO9001, ISO14001, ISO45001, etc. Accumulated more than 30 provincial and ministerial level certifications for new technologies and products, as well as multiple provincial and ministerial level scientific and technological awards; More than 5 global applications for inventions30 items, 1 authorized2More than 0 international and national inventions, 15More than 0 international and national registered trademarks, and over 130 national software copyrights; We have served as a demonstration application for higher education institutions and equipment technology industry research institutes nationwide, and have supported research scholars and technology workers to publish academic papers in both Chinese and Englishexceed1100 articles.