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Report on Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing

Category: Engineering Paper Type: Report Writing Reference: APA Words: 6000

Research Area of Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing

The research is all about the adaptive resource allocation in future wireless networks with block chain and mobile computing. The paper is providing a piece of brief information that how the resource allocation technique is effective in wireless networks by using mobile computing. The main research area presents the mobile edge computing which is completely bases on the block chain using the mobile computing framework for the allocation of resources adaptively. Furthermore, the blockchain-based mobile-based computing framework is also presented where it is worked by the block chain as the overlaid system to provide the functions of control as well as the management of the functions. The complete research is based on the efficient working of the blockchain system in wireless network with adaptive future research.

In the wireless network, the adaptive resource allocation provides support for the multimedia quality of services. With different handoff-dropping requirements, a service model consists of three service classes which are presented. To allocate resources adaptively to the real-time services classes with a higher working efficiency, appropriate adoptive admission control and resources reservation schemes are establishing. To meet the target handoff-dropping probability, it is supposed and ineffective and efficient measurement-based dynamic resource allocation scheme.  By the best-effort model, the non-real-time application is supported and serviced obtain. To further reduce the blocking and dropping probabilities of real-time applications, the system accommodates adaptive multimedia applications (Huang, 2019).

To evaluate the performance of the system, different simulations are conducted that all based on multidimensional model analysis. While obtaining high utilization, under the different traffic load, the simulation results show that the proposed system can satisfy the desired quality of service of multimedia applications. There are lots of adjustments appear with the resource allocation in adaptive criteria according to wireless networks. For the adaptive resource allocation and computation offloading in the future wireless networks, the Block chain acts as a system overlaid that provides control and management of functions. According to the block chain based mobile edge computing framework. The major challenges are to simultaneously guaranteeing the performance of both MEC and block chain system and this framework also explains how to reach a consensus between nodes. By each producer is critical to the performance of B-MEC as the resource allocation, block size and the number consecutive blocks also produced in the same manner.

Adaptive Resource Allocation in Future Wireless Network

However, some may trust it when similarly invested individuals utilize it (trademark-based trust). To be sure, companions of or geeks in an indistinguishable circle from Vitalik Buterin, the originator of the Ethereum cryptographic money, likely turned out to be early adopters of the innovation. However, an alternate sort of trust may likewise be affecting everything. For example, when the Ethereum-controlled decentralized autonomous association (DAO) was hacked, clients requested that Buterin react. The most effective feature of the block chain is to provide the value of data back for the users. Industries prefer to obtain the customer personal data for personalized marketing and also use this data in illegal use but the block chain promotes the security of the personal information and remove the option for pulling the data and also protect the digital rights of the customers for saving their personal information from any illegal access and the new technology provide some application to use the data for the safety purpose and then maintain its security and the consumers also get back their information through applications. (Chander, 2019)

    Authentication and transparency: Block chain also provide great help in determining the authenticity of the products by providing all the information to consumers that how the product develop and manufacture, what elements involve in the production of the product and also its related labour. So in the current period consumer carefully obtain all the information about the product and its quality and determine the worth of the company in the market.  Removing the freakishly confusing Ad-spend: it means that many sites are busy in clarifying the confusing arena of online ad spends. (Shah, 2014)

It is proposed that the adaptive resource allocation and block generation scheme is effective in many terms. Spectrum allocation, size of the blocks, and several producing blocks of r each producer are formulated as a joint optimization problem, where the time-varying wireless links and computation capacity of the MEC server are considered to improve the throughput of the overlaid Blockchain system and the quality of the service of the users in the underlain MEC system. We resort to the deep reinforcement learning approach, according to the problem which is intractable using traditional methods (Leung, 2017).

The future wireless system is going to be stronger in the future and the advancement in the technology provides lots of benefits according to the wireless network. Its adaptive resource allocation system positively promotes wireless activities and operations. The future of the network is working on wireless technology and through wireless technologies, it focusses on adaptive resources and its effective allocation in the whole networking. In the direction of the internet of things, the internet of vehicles and e-healthcare and tactile internet, new applications are developing most effectively. The advanced improved wireless technologies and computation offloading in term of sensitive latency and intensive computation capacity with the requirement of applications. 

With the massive deployment of smart mobile devices, the hardware changes in a progressive way appear in better terms. The future of networks effectively changes when new and innovative resources are allocation in new areas. The utilization of adaptive resource allocation is very effectively used in the wireless network system because it needs more progressive working and it provides a boundary-less area to manage and operate its functions according to changing requirement of people and manage all the activities more their boundary (Evans, 2015).

Technology changing requirement gives more focus on wireless technologies and its implementation in a better way to generate better results. All the hardware resources are allocated according to new and adaptive way to develop better results and provide outcome more than expectation. The adaptive resource allocation in the future wireless network changes the perspective of the technology and its usage enhance the comfortability zone for the users of all level.  With time, technology brings more advancement and its networking system change in a positive direction. Networking is going to be better day by day when more innovation brings in its and the whole system going to organize most effectively.

 Adaptive resource allocation helps the technology to provide more facilities and advancement to the users. There are lots of ways to allocate the resources most effectively and adaptively especially in the wireless network and the future of wireless network going to be more strong and reliable due to its effectiveness and its feasibility. The wireless networking and its usage increase day by day and people willing to use this technology so ita adaptive resource allocation promotes the utilization of all the resource and manage all the networking system according to changing requirement of technology and provide lots of benefits to the users and also the network who implement this technology according to market demand and its increase usage among the international level (Letaie, 2014).

Block chain technology of Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing

Behind the success of bitcoin, the concept of Block chain is present is considered as a distributed ledger which provides for the transactions the dynamic digital register. It works as a data base that spread on all over the network. Multiple nodes are working in this system and continuously information is shared and reconcile through these nodes and an identical copy kept by every node for the database. Through different consensus, the transactions within the database are agreed and audited. For maintain the track of changes, the ledger makes sure that without the need of third party intervention, it allows for the verification of transactions, eliminates the possibility of single points of failure and make sure that ledger cannot practically be controlled by any fine entity (Fakhar ul Hassan, 2019).

            Block chain technology provides a valuable source’s that did not limit to cryptocurrency, incorruptible transaction-based infrastructure and a reliable source. The architects of the network should take heed and brace for pending disruption as this technology expected to influence multiple industries. Blockchain distributed model of data storage should ring familiar with those anticipating the impending shift to cloud-based infrastructure, its reliable peer to peer communication model help to implement more effective IoT ecosystems and its software-defined networking can be simplified by the Blockchain ledger. As we know it the Blockchain technology could change the network engineering space. A block chain developer explains that pretty much every single industry is going to be affected because of Blockchain technology. Multiple Blockchain can be connected using the Oracle's cross-chain bridge technology, the data base can be connected using smart contracts and applications can be developed and hosted within decentralized storage environments. Between particular Blockchain, the role of the network engineer would be ensuring reliable connections between particular Blockchain (Cole, 2017).

 Blockchain could help for the ease as a new layer on top of the internet for the overhead of managing and tracking the devices of a large network without the involvement of a centralized control system. As a mechanism of transferring assets, the value if Blockchain comes from its ability to be used. Where most efforts have been focused then it makes a dead-ringer for the financial industry. A centralized data link between two nodes is required may affect due to blockchain and used data is a cryptocurrency or a UDP stream. The traditional data centre may not be the ideal facility to provide accommodation for the expedient access of real-time data as the cloud-based architecture become standards for the business applications. Datacenter infrastructure needs to adapt to the impending landscape to guarantee the rapid and seamless transfer of data with the edge devices playing a greater role in the networking and bandwidth speeds increasing to the double digits and beyond (REIFF, 2015).

            Over a peer to peer network, the Block chain technology makes a cooperative and distributed cloud storage environment that provide high speed and resiliency at low cost according to the requirement of the industry. For a storage-based Block chain, the storage vendors that rent out their available space would provide the backbone. Extra space on their hard drive can take part and anyone with the internet connection take part at the lower price. To address latency issues, security is not a major issue because of innate cryptographic functions and distribution. the most important benefit of this technology that no one can see your data except you and the privacy of data can be maintained with a strict system. Block chain technology is work as the future of the internet of things and provides lots of benefits to the users. Block chain involve in multiple applications according to user requirement like cloud computing, cybersecurity, email, internet, DNS and internet of things.  The technology of Block chain provides lots of benefits to its all users and many industries try to develop their Block chain system according to their requirements. 

Mobile edge computing of Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing:

This is an emergent architecture that is extended to the edge of networks leveraging mobile base stations for cloud computing services. It is located at the network edge in the vicinity of the end-users and can be applied to wireless, wireless scenarios, mobile and using different hardware and software platforms as a promising edge technology. Toward mobile subscribers, enterprises and other vertical segments, it provides seamless integration of multiple application services providers and vendors according to its utilization. Where ultralow tendency is required, it is considered an important component in the architecture if 5G which supports a variety of innovative applications and services. The aim of mobile edge computing is from the internet to the mobile edge the network stress reduces by the shift of computational efforts. The deployed devices at the mobile edge solely work as the access point of mobile as base station forward traffic in the traditional way but it does not respond to user requests not actively analyze the other factors.

 For hosting edge services beyond network connectivity, they do not provide computing resources. It provides computing and storage capabilities at the edge and also introduces new network elements at the edge. At the base station towers, new devices are deployed and co-hosted in a better way. Normally in the mobile network topology, four different stakeholders involved in the ecosystem of MEC which include application service providers hosting applications within data centres and content delivery networks, internet infrastructure providers maintain internet routers, network operator owning, managing and operating base stations, MEC servers and the mobile core network and mobile end-users using the user equipment. They can be routed through the wired access and core networked as mobile devices connect to the eNodeBs which translate radio signals. (Michael Till Beck, 2014)

 Typically by physically attaching it there and looping the traffic through the MEC server for the further processing data, MEC servers are deployed nearby of the eNodeB. In both areas like in the control traffic and user traffic, the MEC server is capable of participating according to their requirement. if you define how to handle specific traffic at the MEC servers according to MInP and ASPs deploy rulesets, filters, and MEC services. Instead of forwarding all traffic to remote internet services, MEC services are capable of managing specific user request directly at the network edge. The request-id forwarded to remote data centres and content distribution networks as the MEC servers either process a request or respond directly to the UE. 

            These requests do not need to be forwarded through the core infrastructure as it is being directly handled by service hosted on MEC servers. From the core network to a base station, all the data traffic is routed and it effectively delivers the mobile device content. By internet services, the MEC servers take over the entire task or some part originally performed in different MEC scenarios. Through the core network, these data can be eliminating the need for routing and is being co-located next to the base station, computing and storage resources of MEC servers which are also available close to different mobile users. In cellular networks, it utilizes a promising approach to increase the quality of experience as seen in the future of MEC. Ay the mobile edge, it enables the deployment of novel applications types. Mobile cloud computing is too much related to the mobile edge computing related to many approaches. Cloud affine mobile application type describe through the survey of mobile cloud computing. Cloudless is capable of caching and transferring content as it focuses especially on interactivity according to cloudlets requirements. (NAsir Abbas, 2018)

            The contribution of cloudlets in the interconnected areas are introduced different approaches and explain in different perspective like the impact of cloudlets on interactive mobile cloud application like file editing, video streaming and messaging is analyzed, a mobile infrastructure as a service cloud is defined using both the cloudlets and cloud technology and a wireless routing protocol is proposed to enable communication between two cloudlets as well as between two mobile users through cloudlet to realize content-centric features.

            Not just to some specific ones, the MEC servers are available and deployed widely to all mobile users in contrast to cloudlets. The additional features as being able to access position and mobility information, MEC server providers being co-located with the base stations. Nokia networks introduce the first platform of MEC and motivated in the real world. At the mobile network’s base stations, MEC servers are standard IT equipment with processing and storage capacity directly related. MEC servers can store the real-time data network which Is being placed at the mobile edge which includes movement direction, subscriber location, and cell congestion. At the mobile edge different applications also motivated and run most effectively. mobile edge computing provides lots of verifications and benefits to its all users and its platform provides a place to act its functions. (Mambob, 2018)

The motivation of the Research paper of Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing

In the motivation of the research paper, it is described the summary of the important points of the research on the adaptive resource allocation in the wireless networks, some significant proposed methods and the reasoning about the research. By using the blockchain-based wireless mobile edge computing framework, the consensus among the nodes are described and the main focus of the research on the point how the consensus can be reached to between the nodes but it also giving the guarantee about the performance of block chain as well as the mobile edge computing because it is the biggest challenge ever. Furthermore, the block size, variety of consecutive blocks as well as the allocation resources are also produced through every related producer which are complicated to the block chain-based mobile computing performance (Guo, et al., 2020).

Although, the block generation as well as the adaptive resource allocation scheme is also proposed for this purpose. Where the computation capacity of the mobile edge computing servers, as well as the time-varying wireless links, are considered to make some improvements in the outputs of the quality of services (QOS) as well as the overlaid block chain system of the users in the underlined system of mobile edge computing, size of the blocks, the allocation of spectrum as well as the number of producing the blocks for every producer are expressed as the problem of joint optimization

Without a doubt, the Block chain has reformed the working design. With the innovation of the possibility of cryptographic money "Bitcoin", Block chain appeared in 2008, after this number of digital currencies was manufacture-utilizing Block chain as a base though. All things considered, to date, we have been utilizing the customary method of data, exchange and cash trade hosting the third get-together in the middle of which guarantees ensure. The Block chain is composed on understandings of decentralization, an independent system which not hosting the third gathering required into it, because of this there has been worries about trust from client viewpoints as it doesn't give confirmation and no administrative body is found to care for this. Advances need to give put stock in, dependability, and trust of their usefulness importance doing the assignment to the completion of its capacities. Seeing how this Block chain system functions. (Rosic, 2019)

            A circulated record innovation named Block chain is appreciated and acknowledge comprehensively. The Block chain is only an information structure, which creates a sealed record carefully and shares them. Block chain picked up its notoriety because of its distributed approach and every exchange is cryptographically hashed. Nevertheless, a hash work is a restricted capacity, so this element makes it difficult to return the exchange or change the exchange, which makes the Block chain sheltered and secure. Furthermore, it is a bona fide approach to store and execute the information, with no prerequisite of an outsider. Block chain utilizes verification of work convention to approve that the exchange has happened. Also, it is to demonstrate that they have occupied with a lot of computational exertion. These conventions are a sort of riddles, which must be understood utilizing genuine computational exertion. Utilization of such convention is Bitcoin, bitcoin electronic instalment system, utilizes this convention to make exchange Block chains. Most of the people found out about decentralization, the Block chain, and bitcoin, there and numerous different Crypto's. (FORTNEY, 2019)

 Putting some of these thoughts into the context, huge numbers of people's experience considerable difficulties clarifying the diverse sort of decentralization and the motivation behind why decentralization is a smart thought and why decentralization bodes well in a few zones and why in a few territories it doesn't bode well by any stretch of the imagination. Above all else, decentralization overall isn't another thought. we had human progress for ten thousand years and over these years we had heaps of occasions of brought together things, for example, incorporated governments, unified organizations, concentrated refers to and some decentralized thing. There are a few illustrations that even before we had computers & Information technology, we had different examples of decentralized economies, decentralized methods for associating. (coindesk.com, 2019)

 For instance, taking a gander at the protection ventures, for the most part, have protection in light of national government program or because we are purchasing protection as an item given by different insurance agencies. This decentralized model is something that existed for a long time. He portrays it as a shared electronic money system. From that point, forward computing researchers and cyberpunks have been keen on this thought of decentralization however Block chain for a long time. Yet, the one noteworthy application that they had an extremely hard time is the money. 

They figured how to decentralized informing, sending decentralized documents yet money is the one application that wound up setting aside a considerable measure opportunity to create. Back in the 1980 and 1990 there, were different sort of cryptographic money yet thinking of a form that does not depend on one focal gathering that vanishes the entire system ended up being extremely testing? At the point when individuals discuss Block chain, they tend to discuss the advantage of having a single database as opposed to having a neighborhood private database that is utilized by numerous foundations and banks, which have an extremely perplexing and wasteful process for accommodating between them (r3.com, 2019).

The problem they are trying to solve of Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing

The researchers to solve such problems related to the adaptive resource allocation in the future wireless networks with block chain-based mobile edge computing. The allocation of spectrum and the producing the blocks in large number for each producer are articulated as the joint optimization. The researchers of this study have also faced some other types of problems during research and to identify the expected results. The main problem regarding this research was that the research has no proper method to reach the consensus between the nodes while giving a guarantee of the performance of both block chain and mobile edge computing immediately.

 The researchers of this study have used and performed several methods traditionally but the problem was intractable completely with such kind of methods. This is the place legitimate decentralization assumes a vital part. Intelligent decentralization has the zero likelihood of system disappointment and can endure any coincidental blames in the system. An assault went for disestablishing the system will have the negligible or invalid impact on it. Ultimately, a nearby system can't act freely which additionally amplify the effectiveness of the decentralized system all in all. (Siddiqui, 2018)

            The question is what is a Block chain, it's an electronic ledger for the public, quite similar as the relational database which can be easily shared among the users so that they can make a record of their unchangeable transactions they follow the link list data structures & each of them is the period, every record or the transaction present in the thread I knew as block which is linked to a particular participant. A consensus is done among the participants to update the Block chain & it will only be updated with this consensus & as the new data enters, it cannot be deleted or erased. For every transaction made in the system, the Block chain contains a verifiable record with full absurdity. In the trust economy, a person's or element's "identity" affirms participation in a country or group; responsibility for; the privilege to advantages or administrations; and, all the more essentially, as proof that the individual or substance exists, as indicated by Deloitte. Block chain doesn't just fathom information access or sharing issues; it additionally tackles a certainty issue. (emarsys.com, 2019)

In the shared trust economy, an individual client – not an outsider – will figure out what computerized data is recorded in a Block chain and how that data will be utilized. Block chain clients, as indicated by Deloitte, will progress in the direction of making a solitary, adaptable advanced portrayal of themselves that can be overseen and share crosswise over authoritative limits. (Hudson, 2018) With that sort of identity, clients may record:

•           Digitized renderings of customary identity reports, for example, driver's licenses, international IDs, birth endorsements, Social Security/Medicare cards, voter enrolment data and voting records.

•           Ownership reports and value-based records for property, vehicles and different resources of any shape.

•           Financial records, for example, speculations, protection approaches, financial balances, financial records, impose filings and salary explanations.

•           Access administration codes that give any identity-limited area, from site single sign-on to physical structures, savvy vehicles and ticketed areas, for example, occasion settings or planes.

•           An exhaustive restorative history that incorporates medicinal and pharmaceutical records, doctors' notes, wellness regimens and therapeutic gadget utilization information. (sap.com, 2019)

A typical thought regarding the Block chain, the innovation that forces Bitcoin and different digital forms of money, is that it can "make trust", or enable two gatherings to make an exchange "without depending on trust". Assuming genuine, this implies we could make a world without a trusted "man in the centre". We could have money related administrations without a bank checking exchanges and we could exchange possession (of a house, for example) without an attorney. In any case, this thought isn't right. The Block chain does not make or wipe out trust. It only changes over trust starting with one frame then onto the next.

While we beforehand needed to trust money related organizations to check exchanges, with the Block chain we need to trust the innovation itself. When somebody exchanges a Bitcoin, it is confirmed by "diggers" (extremely intense computers), at that point encoded, and a "piece" is added to the record. Be that as it may, here untruths the issue – clients must trust the innovation and the administration of the system. Concerning the Block chain particularly, we can see that there are no less than two types of trust at play. Given its unpredictability, numerous individuals may think that it's hard to trust the procedure. (ALYSON, 2019)

This demonstrates individuals still need a focal expert or will speak to one if the system comes up short. In like manner, the phoney news that Vitalik had kicked the bucket prompted US$4 billion dollars being wiped off the market estimation of Ethereal. With the expected loss of the focal specialist, numerous likewise lost their trust in the fundamental system. This may not be perfect but rather a genuinely open Block chain (that is, one with no focal specialist behind it) is probably not going to work. If history is any guide, secretly made cash, for example, bit coin or some other Blockchain-based money is probably not going to end up universally acknowledged without a trusted local expert. This implies an "open" Block chain won't succeed. Although a "shut" Block chain, with the sponsorship of a local expert, may work, it would be altogether different profoundly highlight of Bit coin and the Block chain - decentralization. (Pratap, 2018).

A summary of their approach and outcomes of Adaptive Resource Allocation in Future Wireless Networks with Blockchain and Mobile Edge Computing

The researchers and drivers of the study on the adaptive resource allocation in the future wireless networks with the block chain and the mobile edge computing have faced many problems in the research. So that’s why they did perform multiple traditional methods to resolve these problems but the problems were found very complex because they are not intractable. The researchers also performed the alternate of the learning approach. After applying this approach, they have found the results. Research and development industry is one of the best industries that use the block chain technology to making their marketing strategies more strong and effective for the users and promote the technology in the marketing techniques to attract maximum customers and effectively maintain their security.

 Here is the different platform of research and development that provide smooth and effective communication and innovations path for future success and affect the development of the industry through effective marketing techniques. These platforms include; innovation-community.de that develop a strong community of different designers, thinkers, creators and innovators that bring new and advance technologies and methods to solve the problem in a most effective way with a different group of people. Ideaken is a platform that offer collaborative crowdsourcing to its all customers and effectively brings advance technologies. (Walker, 2019)

 The next is nine sigmas that act as a problem solver platform that help all type of technologies to solve any matter without further complications. Next platform is one billion minds that include all the challenges online and offers different technologies to come in use for making the research and development more easy and visible by facing social challenges and provide many effective solutions for all the problems that effectively support the research and development. The next platform is innoget that wok as a medium between the researcher finder and receiver. The block chain also promotes the interlink connections and manage all the challenges that face by the research and development sector of the organizations. PRESENTS is an effective platform that promotes the connectivity for the research and development and resolves the research and development problem in a proper way to manage this sector in the industries and provide benefit to the industry. (Newman, 2017)

Now we move toward the marketing of research and development industry by using the block chain technology. Block chain completely change the perspective of the marketing and provide a lot of benefit to the users because businessperson and users both get many benefits by using the block chain technology in the industry. Block chain promotes the dealing of parties without the interference of any third person who has no concern about any transaction related to the verification and its privacy. Normally block chain technology only use in the cryptocurrencies and around finance but its effects in the marketing sector are huge. (MCLEAN, 2019)

There are discussing some different ways through them the block chain changes the method of marketing in a positive direction and also promote the usage of digital marketing

through block chain to promote the marketing and also attract a maximum number of employees. It includes the power of people, Authentication and transparency, removing the freakishly confusing Ad-spend, establishing trust with Ad buys, skip the middle man, better audience targeting, protect personal data, development of smart contracts and many others.

Verified and trusted chain spend by the industries to attract a maximum number of customers through effective strategies and methodologies of block chain.   Next stage is one billion personalities that incorporate every one of the difficulties on the web and offer various innovations to come being used for making the innovative work all the more simple and unmistakable by confronting social challenges and give numerous viable answers for every one of the issues that powerfully help the innovative work. (Nimble.com, 2018)

Presently we advance toward the highlighting of innovative work industry by utilizing the square chain innovation. Square chain change the point of view of the promoting and give a parcel of advantage to the clients since agent and clients both get numerous advantages by utilizing the square chain innovation in the business. Square chain advances the managing of gatherings without the obstruction of any third individual who does not worry about any exchange identified with the confirmation and its protection. Ordinarily square chain innovation just use in the digital forms of money and around fund yet its belongings in the showcasing area is enormous. (How Blockchain Will Change Organizations, 2017)

There are examining some various routes through them the square chain changes the technique for showcasing positive way and advance the utilization of computerized advertising through the square chain to advance the promoting and pull in a most extreme number of workers. It incorporates intensity of individuals, Authentication and straightforwardness, expelling the extraordinarily confounding Ad-spend, setting up a trust with Ad purchases, avoid the centre man, better group of spectators focusing on, secure individual information, the advancement of shrewd agreements and numerous others. (Coita, 2018)

The intensity of individuals: the best element of the square chain is to offer some benefit of information back for the clients. Enterprises like to acquire the client individual information for specific advertising and utilize this information in unlawful use however, the Block chain advance the security of the individual data.

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