University of the Potomac Control Theory Discussion

User Generated

qbjagbjaenfpnyf

Writing

University of the Potomac

Description

Please find the uploaded document with other student's initial posts and write replies to them. Need two responses. Each reply must be a minimum of 150 words and a minimum of 1 APA Reference

Unformatted Attachment Preview

Initial Post 1: Coverage typically refers to the predominant guiding selections, whereas mechanisms constitute the means to enforce rules. The separation of guidelines from mechanisms is a guiding principle in computer technology. Butler Lampson and Per Branch Hansen provide solid arguments for this separation within the context of operating gadget design. The specific intention of an admission control policy is to prevent the gadget from accepting workloads in violation of high-stage device regulations; for example, a device might not receive an additional workload that would save it from finishing paintings already in progress or gotten smaller—limiting the workload calls for a few know-hows of the global country of the device. In a dynamic machine, such know-how, while available, is at best obsolete. Capacity allocation method to allocate resources for character instances; an instance is an activation of a carrier. Locating assets to multiple international optimization constraints requires seeking a vast search space while the state of individual structures modifications swiftly. Web services integrate services throughout dispensed heterogeneous infrastructures and create virtual groups through resource sharing and service provider relationships. This shape of dynamic collaboration should also make it more significant to the infrastructure. The Globus venture has defined a grid carrier capable of creating, calling, and discovering brief grid-service instances in a carrier-oriented way. Initial Post 2: Control theory: The feedback control assumes a linear time-invariant system model and a closedloop controller. Two types of policies: 1. Threshold-based - upper and lower bounds on performance trigger adaptation through resource reallocation; such policies require setting thresholds for every application. 2. Sequential decision - based on Markovian decision models. We have two types of controllers: 1. Application controllers - determine if additional resources are needed. 2. Cloud controllers - handle requests for resources and allocate physical resources. Benefits: It is possible to optimize the systems and be useful for optimal design. It is possible to include initial conditions. Disadvantages • Complex techniques. • Many computations are required. • Machine Learning. Limitations of traditional resource management techniques: Conventionally, the resource allocation problems are solved using optimization methods considering the users' instantaneous CSI and QoS requirements and are not globally optimal. The data-driven ML-based resource allocation solutions would be optimal and must evolve with the changing IoT networks. ML technology does not need a performance model of the system. ML can be the ability to infer knowledge from data and subsequently use the knowledge to adapt the behavior of an ML agent based on the acquired knowledge. We also use ML techniques when prior knowledge is unavailable and needs to be predicted and decisions need to be made. In resource management, where there is a deficit in model or algorithm, ML is the best fit. A summary of the ML-based resource management methods • Scheduled and duty cycling. • Resource allocation through ML. • Clustering and aggregation to avoid overload/congestion. • Power allocation and interference management reduce time complexity, system capacity, and energy efficiency. • Traffic classification and mobility prediction. Instructions: • Need two responses o Need minimum of 150 words response o 1 APA Reference for response
Purchase answer to see full attachment
Explanation & Answer:
300 Words
User generated content is uploaded by users for the purposes of learning and should be used following Studypool's honor code & terms of service.

Explanation & Answer

Please view explanation and answer below.

1

Response 2
Student’s name
Institution of Affiliation
Course
Date

2
Reply 2

Good job, on your discussion post. I like how the post’s content is formatted. The
formatting allows one to flow with the logic as they eng...


Anonymous
I was having a hard time with this subject, and this was a great help.

Studypool
4.7
Trustpilot
4.5
Sitejabber
4.4

Similar Content

Related Tags