Evaluation of AI algorithms integration in agri-food systems

Our testing service provides the opportunity to carry out, according to a commonly established or customised methodology and agreed with the customer, the process of integrating artificial intelligence algorithms for physical objects owned by the customer that fall within the technological scope covering agri-food machinery with AI systems. The integration will be based on publicly available data interfaces and communication standards. The realisation of the service will also allow initial tests of the integrated system's operation to be carried out and, with them, an analysis to be carried out together with an assessment of the correct functioning of the AI-based systems. To achieve these objectives, the course and ease of interaction with the system and its intuitiveness will be observed. The realisation of the service will also indicate possible directions of changes in the functionality of the communicated objects and AI systems.

Our service is based on a structured implementation process of integration and conversion of control-control algorithms using AI with controlled, controllable physical objects: - The service recipient provides a functional prototype or research model of its technical solution (the object to be programmed, together with any previous analyses of its operation and the control-control system to be integrated with it. - A comprehensive analysis of the affected object and system is carried out, taking into account specific guidelines and expectations. This allows us to determine the necessary materials and methods of operation, focusing on the components and artificial intelligence algorithms used in the product to be integrated. - A detailed test plan is developed, defining the scope, methodology and schedule of activities. This plan is discussed with the client and approved prior to testing. - Any data collected in the process is analysed in detail using advanced methods allowing for comprehensive validation of the correctness of the integration process. - A comprehensive report is prepared containing test results, analyses and recommendations for system optimisation. The report can be tailored to the customer's specific requirements. - Post-test support is offered in the form of workshops or consultations for the team to discuss the results and proposed improvements. Support for implementing recommendations into the project is also available. The process is flexible and tailored to specific needs, ensuring professionalism and commitment at every stage of our collaboration.

As part of the service, we offer the development of a methodology in line with guidelines from commonly applicable documents (standards, directives, etc.). Based on this, we will plan and carry out the process of integrating artificial intelligence algorithms into agri-machinery systems/machines based on generally available data interfaces and communication standards. The realisation of object test runs after integration of the control system can also be recorded on digital media and then provided for e.g. photogrammetric analysis. Our service also offers the implementation of the algorithm in formats that comply with the specifications of the runtime environment, e.g. attaching the device object or as an edge device. We can also carry out the conversion of the artificial intelligence model into a format of your choice or perform the integration of the model into an existing software architecture in the target device, e.g. in a Robot Operating System (ROS) environment. We require a fully functional prototype and complete technical documentation. There are limitations regarding the dimensions and weight of the devices, and some tests may require prior resource reservations. All information is treated confidentially, with the option to sign a Non-Disclosure Agreement (NDA). Please be aware of the risk of prototype damage during endurance tests. If the tests need to comply with specific industry standards or regulations, kindly inform us in advance. The timeframe and costs are determined individually based on the scope and complexity of the tests. We ensure flexibility and professional support at every stage of the testing process, including both physical and virtual analyses. Please feel free to contact us to discuss the details and tailor the service to your unique needs.