IMPLEMENTING RADIO-DOMAIN SKILLS in Java

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Radio-Domain Heuristics (RDHs)
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The AM classes of heuristic may be adapted to de ne radio-domain heuristics (RDHs) that assist in the autonomous evolution of RKOs via AML. Heuristics are just RKOs, the domain and range of which are RKOs and which express a rule or functional, suggest a new RKO, ll in an existing RKO, maintain the consistency of an existing RKO, or estimate the value of a RKO. Stated in RXML in a slightly more general form so that a KO-based inference engine could nd the right KO using pattern matching yields Expression 8-12. Expression 8-12 RDH De ned as a Particular Type of RKO <RDH> <RKO> <Name> Heuristic & </Name> . . . <Domain> KO </Domain> <Range> KO </Range> <Functions>. . . <Rule> <Condition/> <Action/> </Rule> </Functions> </RKO> </RDH> Radio-domain heuristics include rules for generating new RKOs. Since radio is a structured domain, the content of many RKOs already exist in radio engineering. For example, if an AACR encounters a novel form of voice coding, say, RPE-LTP-8 for GSM, it can get the RKO from a GSM-aware CWN. This kind of RKO is a standardized machine-readable documentation package for the 8 kbps voice codec, enabling the AACR to perform the autonomous bridging use case. As with AM, the heuristics for new RKOs determine the direction of reasoning goal driven to overcome connectivity impairments to enhance QoI. Completion heuristics ll in empty RKO facets with advice that is precise and domain dependent. For example, a Doppler RKO with a slot for vehicle speed can be lled in by RDH advice to ask the host vehicle how fast it is going. A MIMO RDH can ll in a RKO with a slot for number of transmit elements with a query to the SDR component. AM discovery ideas apply to plug-and-play properties where increasingly speci c questions are asked via RDH between collaborating software components on the same iCRs among peers, and with CWNs. Re nement heuristics independently examine the evolving RKOs for validity, correcting facets for consistency as needed. For example, a RKO for home RF accesses is updated by an address-change RDH when a family moves. While the suggestive and completion RDHs may create and initialize the RKO, keeping it current falls to re nement RDHs. Value heuristics estimate worth and interestingness of RKOs, typically a vector of usefulness metrics for QoI. The related RDHs embed rules for computing and interpreting worth with respect to the associated goals. Increases and decreases in worth can mediate AML reinforcement, enabling the autonomous re nement of radio domain skills. Causal reasoning research
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EVOLVING SKILLS VIA RKO AND RDH
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has established the complexity and pitfalls of inferring cause from observations [37]. Interesting RKOs may be examined for causality by RDHs at length during sleep cycles.
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This section considers the potential contributions of RKO and RDH to seamlessness by applying per band experience to tailor cross-band connectivity to the user s situation. 8.6.1 Per Band RKOs
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The iCR s experience in a given band can be aggregated into a collection of RKOs. Expression 8-13 HF RKO of a Priori Knowledge <RKO> <Name> <HF-Radio-Knowledge-Object/> </Name> . . . <Example> <Typical> <Power> 100 <Units> W </Units> </Power> <Antenna> Long-wire </Antenna> <Mode> <Voice> <Single-sideband> Upper-sideband (USB) </Single-sideband> typical-HF-usb-voice.wav </Voice></Mode> <Range> 3300 <Units> miles </Units> </Range> </Typical> </Example> . . . </RKO> The CRA <Self/> ontology includes the a priori HF RKO of Expression 8-13. This RKO says that a typical HF radio can use voice over 3300 miles radiating 100 watts into a long wire antenna, typical for an experienced ARRL Ham radio expert [207]. 8.6.2 Per Band Experience A RDH to extend this RKO embeds experience with band X into a new band-X-RKO using <Typical/> <Example/> as a template. Expression 8-14 Radio-Domain Heuristic Creates RKO <RDH> <Name> Band-Radio-Domain-Heuristic </Name> . . . <Rule> <Condition> <RKO><Name> <Band/> . . . </RKO> </Condition> <Action> <Create/> <RKO><Name<Self/>/>- <Band/> </Name> <Example Time = <Now/> Place = <Here/> >
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