{"product_id":"boxes-methodology-second-edition-9783030860691","title":"BOXES Methodology Second Edition","description":"\u003cp\u003eThis book focuses on how the BOXES Methodology, which is based on the work of Donald Michie, is applied to ill-defined real-time control systems with minimal a priori knowledge of the system. The method is applied to a variety of systems including the familiar pole and cart. This second edition includes a new section that covers some further observations and thoughts, problems, and evolutionary extensions that the reader will find useful in their own implementation of the method. This second edition includes a new section on how to handle jittering about a system boundary which in turn causes replicated run times to become part of the learning mechanism. It also addresses the aging of data values using a forgetfulness factor that causes wrong values of merit to be calculated. Another question that is addressed is \u0026amp;quote;Should a BOXES cell ever be considered fully trained and, if so, excluded from further dynamic updates\u0026amp;quote;. Finally, it expands on how system boundaries may be shifted using data from many runs using an evolutionary paradigm.\u003c\/p\u003e","brand":"Gardners","offers":[{"title":"Default Title","offer_id":52894857527575,"sku":null,"price":17479.59,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9783030860691.jpg?v=1781258070","url":"https:\/\/payment.letskitaboo.com\/ur\/products\/boxes-methodology-second-edition-9783030860691","provider":"Kitaboo One eStore","version":"1.0","type":"link"}