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AI's Advantages In Healthcare

Artificial Intelligence (AI) has revolutionized various industries, and healthcare stands as one of the primary beneficiaries of its advancements. The integration of AI in healthcare has brought forth numerous advantages, transforming the way medical practitioners diagnose, treat, and manage patient care. Here are several key advantages of AI in healthcare: Efficient and Accurate Diagnostics: AI-powered diagnostic tools and algorithms can analyze vast amounts of medical data quickly and accurately. Machine learning models can identify patterns in medical images, such as X-rays, MRIs, or CT scans, aiding in the early detection of diseases like cancer, fractures, or abnormalities. AI algorithms have demonstrated high accuracy rates, assisting healthcare professionals in making more precise and timely diagnoses. Personalized Treatment Plans: AI algorithms utilize patient data, including genetic information, medical history, and lifestyle factors, to create personalized treatment p...

In Charging Communication Networks, 1999

 

In Charging Communication Networks, 1999

The Telecommunications Management Network (TMN) structure

The TMN architecture is orientated to the management of network sources via predefined interfaces. The TMN - Logical Layered Architecture (TMN-LLA) uses a hierarchical approach for the modelling of the deployment of sources and management entities in the system. The report “Principles for a Telecommunications Management Network” identifies the decomposition of the TMN functions to the following management layers:@ Raed More webtechnologymedia

Element control layer offers with the lower stage network assets (e.G. The switching structures), and it depends on the technical characteristics of the controlled gadget. Performance monitoring, manipulate, and collection of secretarial metrics are among the duties that keep in touch to this control layer.

Network control layer affords a much wider view of the community inside which the connections are deployed and managed. The hierarchical grouping of switching structures may be used for the definition of layer-networks, wherein companies of nodes at one layer appear as a unmarried node for the higher layer.

Service management layer is the surroundings in which the carrier logic is carried out and the community assets are utilised for providing services. The carrier manipulate and control mechanisms are deployed thru interfaces that facilitate conversation with adjoining administrative domain names and management structures.

Business control layer offers with the enterprise-oriented relationships among stakeholders and proprietors of various quantities of the infrastructure. This layer is not strictly defined because it is meant to accommodate capabilities that correspond to the enterprise components of service deployment.

Arun Handa, in arrangement Engineering For IMS Networks, 2009

2.9 Network Management

The control of wi-fi telecommunication networks these days uses a combination of the Telecommunication Management Network (TMN) and OSI standards. The OSI version is well popular in coping with maximum IP-based totally community factors. The TMN version provides the primary set of concepts for a layered structure and the control functional regions. The OSI version affords the management framework for the handling gadget and the control device.

TMN defines a layered architecture, which accommodates four fundamental layers:

Element Management Layer This layer offers with the management of the functions of a community detail. Examples of these functions are detection of device mistakes, environmental conditions which includes energy intake and temperature, resource dimension inclusive of CPU, disk, and message queue usage, and software program enhancements.

Network Management Layer This layer specializes in the interplay of the network factors and the topology of the network. Examples of the function of this sediment are to configure the network topology, establish routing and signaling paths, and aggregating fault and measurement situations across the community.

Service Management Layer This layer is worried with the aspects of the community that can be experienced via the users of the network. Examples of those network factors are the Quality of Service (QoS)/Quality of Experience (QoE), accounting, user management, and so forth.

Business Management Layer This layer focuses on the overall strategic control increase and evolution of the network.

The managing structures function inside the network management layer, and the controlled systems are a part of the detail management layer. The purposeful areas that are required to be supported via this framework are the subsequent. These are also referred to as the FCAPS.

There aren't any unique standards for IMS community management. IMS network factors are anticipated with the intention to assist this general method.

Olivier Courtois, Caroline Bardelay-Guyot, in Undersea Fiber Communication Systems (Second Edition), 2016

nine.4.1 Academic outline

A telecommunication control community (TMN, ITU-T M.3000) introduces a logical layered structure as shown in Figure 9.21. It divides the management location into layers:

network element control,

Each layer includes out its procedure to get control statistics from the lower layer management machine.

Nine.4.1.1 Element control layer

The element management layer (EML) is undertaken by an detail manager (EM) and the EM manages the operation of network factors (NEs) inclusive of the following:

NE fault control that retrieves, shops and presentations all kinds of alarm, occasion and system messages forwarded through NEs.@ Read More foxconnblog

NE overall performance management that retrieves, shops, displays, and measures transmission best information, along with historical past block errors (BBE), errored seconds (ES), severely errored seconds (SES), and unavailable seconds (UAS).

NE configuration management, which consists of adding and putting off device in NE which include circuit packs, shelves and racks.

Nine.4.1.2 Network control layer

The community control layer (NML) is undertaken via a network manager (NM) and the NM manages community operation consisting of the subsequent:

Network configuration to manage an stop-to-end path putting the usage of records forwarded with the aid of EMs.

Network fault to control all forms of alarm, occasion, and machine messages forwarded by using EMs. The NM displays this data on a network topological map with severity.

Network overall performance to manage transmission nice information forwarded by means of EMs in view of network. The NM displays this facts on a network topological map. The operator can reveal in which overall performance is degraded in the community.

Nine.Four.1.3 Service management layer

The carrier management layer (SML) is undertaken through a service manager (SM) and the SM manages ordering, hassle-handling, credit tests of clients, and so on.

Nine.Four.1.Four Business management layer

The enterprise control layer (BML) is undertaken by a business manager (BM) and the BM manages billing, trouble notification from clients, and so on.

Michael Stal, in Agile Software Architecture, 2014

3.Eleven.1 Breaking dependency cycles

In a telecommunication control community, centralized video display units allow operators to retrieve the current country of hardware and software device. On every observed community node, agent additives display and manipulate the underlying system. Agents document troubles using event-based communication. One vital constituent of those occasion messages is a time stamp. But how can dealers assign particular time stamps to their occasions, considering the asynchrony of clocks in a dispensed environment? Unfortunately, the venture architects decided to move the duty of producing time stamps to the monitors (see Figure three.7), introducing a dependency cycle.@ Read More informationtechweb      

This trouble can be solved in numerous approaches. For instance, architects ought to try to invert one (or extra) of the dependencies. They can also introduce dependency injection mechanisms. Another demonstrated answer is to reassign obligations via adding additional structure additives, like the committed date aspect in the instance.

A patlet is introduced in Figure three.Eight.

Network Environments, Managing

Ray Hunt, John Vargo, in Encyclopedia of Information Systems, 2003

IV.E. Telecommunications Information Networking Architecture

TINA includes the philosophies of TMN inside an in depth structure designed to address the disbursed nature of present day telecommunications networks. Like TMN, TINA makes a speciality of:

An item-orientated layout which modularizes structures into workable additives

A allotted community of software components that may accommodate site visitors float, traffic load, and reliability requirements

Like TMN, TINA is an architecture which helps interoperability, portability, and reuse of software mechanism, as well as self-government from precise technology. It specifies a layered architecture which separates packages, services, sources, and factors using nicely-defined interfaces. TINA adds to TMN by means of detailing the distributed processing environment (DPE).

Figure 14 represents the TINA DPE as a layer among programs and network hardware. The DPE presents programs with an interface to various services. The capability at the back of this interface is transparently carried out on one or extra structures. Each implementation then communicates with network hardware thru a kernel delivery community (e.G., TCP/IP). Key advantages of the DPE include design portability and interoperability. TINA programs may be supported via any compliant DPE platform, and applications walking on exclusive DPE structures are capable of communicate through a preferred mechanism. Thus, the DPE is a effective abstraction layer that advantages from the disbursed processing and item orientation paradigms to remedy the issues of heterogeneity and distribution.@  Raed More clubhitech