FCM. This is a multivariete implemetation of Fuzzy Cognitive Maps based on genetic algorithms using multistep learning genetic algorithm. This algorithm was implemented as a seperate / native library project. Using latest technologies and object oriented programming this forecasting algorithm is connected using native DLL files on code behind through the Web services layer. Inputs: JSON serialized input data for learning and forecasting, configuration variables (such as population learning size), cityid and username. Similar to ANFIS algorithm the first step of running this algorithm is to validate current day's values (Fig 4.31). Since the algorithms' implementation for the case of Skiathos takes as inputs multivariete variables (such as water demand, mean temperature, high temperature, rain and touristic arrivals) we must provide a correct dataset for the learning and forecasting data. For the generation of the data we are calling GetPeriodValues2 web method from Preprocessing Web service. This method takes as inputs the currently user validated variables and the period start datetime to produce a JSON serialized list of data objects. Using a complex dynamically generated SQL query we are retrieving all database records from 3 separate tables that contain historical data for pumping station water demand, meteorological data (mean temperature, high temperature and rain) and tourist arrivals. These records are assigned to seperate class objects and are processed to an array list. When finished we are creating current day's user validated readings to another class object and add it to the final list. This last object's readings are basically used for the water demand prediction while all remaining for the learning procedure. Having generated this list, then next step is to produce their corresponding normalized values and finally return the whole list object in a JSON serialized format that can be used on the client side. When the preparation of data is finished, a new page is dynamically displayed along with the algorithms parameters. By running the algorithm we are passing previously generated dataset and the code behind handles learning and prediction procedures based on the custom implemented libraries. Neural Networks forecasting model This is a custom implementation of multivariate time series prediction with XXXx and Xxxxxxxxx- Xxxxxxxxx Xxxxxxxxx, developed as a native library for the needs of the DSS. Inputs: JSON serialized input data for learning and ...
FCM. For the purposes of this agreement, the Corporation of the Town of Oakville is represented by the Facilities and Construction Management department, identified herein as “FCM”. XX Xxxxxxx CAM Building module (XX Xxxxxxx) – Corporate wide asset management program using XX Xxxxxxx software. Landscaping – all planting and associated hard landscaping (planters, boarders, etc) including paths, trails, play structures and other landscaping features adjacent to a building but not including those considered under Site Work. Minor Renovation – Repairs or replacement of building systems / components such that there is no change to the structure, layout or to the use of the space. New Construction – New building or structure that will be occupied by the public or staff, that is not a temporary structure and that includes architectural (building envelope), structural, mechanical and electrical building components. New Construction Program – Managed by the New Construction division, Facilities and Construction Management. Program includes the design and construction of all new facilities, additions and all renovations to existing facilities and decommissioning of all town owned sites. Preventative Maintenance Program – Managed by Facilities Operations, Facilities and Construction Management. Maintenance and repair of facility equipment and building systems to ensure that building equipment and systems are in satisfactory operating condition and to optimize life cycle through the systematic inspection, detection, and correction of failures. Does not include process equipment. Process equipment - any equipment directly associated with the provision of Client services by the Client department and that is not part of the building systems. Project Management services – Provided by FCM and includes the management of construction projects (of varying size and scope) including pre-design, design, tender, construction and commissioning. Renovation - work conducted to building systems / building components that involves structural changes or changes to the use of the space (repurposing space) Replacements – Based on inspection and condition assessment, the planned replacement of building components and systems at end of life cycle and defined by Schedule 2 – Replacement Responsibility Table.
