Supervised Learning Model for Electronic Device Integration
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Solution Overview
Problem
The integration and control of diverse electronic devices from different manufacturers into an interactive network is challenging due to their varying application programming interfaces and commands, leading to a cumbersome and frustrating user experience.
Innovation Solution
A computer system that uses a supervised learning model to identify and control a subset of electronic devices based on natural language inputs, transforming them into appropriate commands, and dynamically adapting to user feedback for seamless operation.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If manual integration methods are used for electronic devices from different manufacturers, then device compatibility can be achieved, but user time and effort increase significantly
Solution Approach 1:
The patent introduces an intermediary system comprising a server and database that mediates between diverse electronic devices and user interfaces. This intermediary automatically matches devices with compatible interfaces based on database lookups, eliminating manual integration efforts while maintaining broad device compatibility across different manufacturers
Solution Approach 2:
The system performs preliminary actions by pre-establishing a database of electronic device interfaces and compatibility relationships before user interaction. When a user connects a device, the system has already prepared the matching logic and interface mappings, enabling instant compatibility verification without time-consuming manual configuration
2Adaptability or versatility
If multiple different user interfaces and commands are used for different electronic devices, then device-specific functionality is maintained, but user complexity increases
Solution Approach 1:
The patent implements a universal interface system where a single user interface can control multiple different electronic devices through automatic interface selection. The server determines which device interface to use based on the connected device, allowing one unified interface to perform multiple device-specific control functions without requiring users to learn multiple interfaces
Solution Approach 2:
The system creates virtual copies of device interfaces through software emulation layers. Instead of requiring physical or native device interfaces, the system generates software-based interface representations that replicate device functionality through standardized protocols, reducing the need for users to interact with multiple different native interfaces
3Adaptability or versatility
If standardized network interfaces are used for all electronic devices, then network compatibility improves, but device-specific command diversity remains an obstacle
Solution Approach 1:
The patent segments the control system into two independent layers: a standardized network communication layer that handles device connectivity, and a device-specific command layer that handles control operations. This segmentation allows network compatibility through standardized protocols while maintaining ease of operation by automatically translating network messages into device-specific commands through the intermediary server
Data Source
AI summary
A computer system may receive, from an acoustic transducer and/or a portable electronic device, information specifying one or more desired operations that are to be performed. This information may include natural language describing the one or more desired operations. In response, the computer system may transform the natural language into the one or more desired operations, and may identify a subset of the electronic devices based on the one or more desired operations and a predetermined supervised learning model that relates desired operations and the electronic devices. Next, the computer system may determine a set of commands based on the one or more desired operations and the subset of the electronic devices, and the computer system may provide the set of commands to the identified subset of the electronic devices, which may perform the one or more desired operations.