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Themes : Information Society x People : Qi Liu x

Outputs (23)

Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models

Liu, Q., Kamoto, K. M., Liu, X., Sun, M., & Linge, N. (2019). Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models. IEEE Transactions on Consumer Electronics, 65(1), 1-1. doi:10.1109/tce.2019.2891160
Liu, Q., Kamoto, K. M., Liu, X., Sun, M., & Linge, N. (2019). Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models. IEEE Transactions on Consumer Electronics, 65(1), 1-1. doi:10.1109/tce.2019.2891160

Awareness of electric energy usage has both societal and economic benefits, which include reduced energy bills and stress on non-renewable energy sources. In recent years, the...

2019
A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network

Liu, X., Liu, Q., & Sun, M. (2018). A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network. Computers, Materials & Continua,
Liu, X., Liu, Q., & Sun, M. (2018). A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network. Computers, Materials & Continua, 

In a home energy management system (HEMS), appliances are becoming diversified and intelligent, so that certain simple maintenance work can be completed by appliances themselv...

2018
An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment

Jin, D., Liu, Q., Liu, X., & Linge, N. (2018). An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment. Journal of Computers,
Jin, D., Liu, Q., Liu, X., & Linge, N. (2018). An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment. Journal of Computers, 

Hadoop is a famous parallel computing framework that is applied to process large-scale data, but there exists such a task in hadoop framework, which is called “Straggling task...

2018
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Themes : Information Society x People : Qi Liu x

Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models

Liu, Q., Kamoto, K. M., Liu, X., Sun, M., & Linge, N. (2019). Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models. IEEE Transactions on Consumer Electronics, 65(1), 1-1. doi:10.1109/tce.2019.2891160
Liu, Q., Kamoto, K. M., Liu, X., Sun, M., & Linge, N. (2019). Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models. IEEE Transactions on Consumer Electronics, 65(1), 1-1. doi:10.1109/tce.2019.2891160

Awareness of electric energy usage has both societal and economic benefits, which include reduced energy bills and stress on non-renewable energy sources. In recent years, the...

2019
A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network

Liu, X., Liu, Q., & Sun, M. (2018). A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network. Computers, Materials & Continua,
Liu, X., Liu, Q., & Sun, M. (2018). A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network. Computers, Materials & Continua, 

In a home energy management system (HEMS), appliances are becoming diversified and intelligent, so that certain simple maintenance work can be completed by appliances themselv...

2018
An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment

Jin, D., Liu, Q., Liu, X., & Linge, N. (2018). An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment. Journal of Computers,
Jin, D., Liu, Q., Liu, X., & Linge, N. (2018). An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment. Journal of Computers, 

Hadoop is a famous parallel computing framework that is applied to process large-scale data, but there exists such a task in hadoop framework, which is called “Straggling task...

2018
An Optimized Resource Scheduling Strategy for Hadoop Speculative Execution Based on Non-cooperative Game Schemes

Jiang, Y., Liu, Q., Dannah, W., Jin, D., Liu, X., & Sun, M. (in press). An Optimized Resource Scheduling Strategy for Hadoop Speculative Execution Based on Non-cooperative Game Schemes. Computers, Materials & Continua,
Jiang, Y., Liu, Q., Dannah, W., Jin, D., Liu, X., & Sun, M. (in press). An Optimized Resource Scheduling Strategy for Hadoop Speculative Execution Based on Non-cooperative Game Schemes. Computers, Materials & Continua, 

Hadoop is a well-known parallel computing system for distributed computing and large-scale data processes. “Straggling” tasks, however, have a serious impact on task allocatio...

2018
SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data

Xiao, B., Wang, Z., Liu, Q., & Liu, X. (2018). SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data. Computers, Materials & Continua, 56(3), 365-379. doi:10.3970/cmc.2018.01830
Xiao, B., Wang, Z., Liu, Q., & Liu, X. (2018). SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data. Computers, Materials & Continua, 56(3), 365-379. doi:10.3970/cmc.2018.01830

In recent years, the rapid development of big data technology has also been favored by more and more scholars. Massive data storage and calculation problems have also been sol...

2018
Home Appliances classification based on multi-feature using ELM

Liu, Q., Chen, F., Chen, F., Liu, X., & Linge, N. (2018). Home Appliances classification based on multi-feature using ELM. International Journal of Sensor Networks, 28(1), 34-42. doi:10.1504/IJSNET.2018.094710
Liu, Q., Chen, F., Chen, F., Liu, X., & Linge, N. (2018). Home Appliances classification based on multi-feature using ELM. International Journal of Sensor Networks, 28(1), 34-42. doi:10.1504/IJSNET.2018.094710

With the development of science and technology, the application in artificial intelligence has been more and more popular, as well as smart home has become a hot topic. And pa...

2018
A method for electric load data verification and repair in home environment

Liu, Q., Li, S., Liu, X., & Linge, N. (2018). A method for electric load data verification and repair in home environment. International Journal of Embedded Systems, 10(3), 248-256. doi:10.1504/ijes.2018.091788
Liu, Q., Li, S., Liu, X., & Linge, N. (2018). A method for electric load data verification and repair in home environment. International Journal of Embedded Systems, 10(3), 248-256. doi:10.1504/ijes.2018.091788

Home energy management (HEM) and smart home have been popular among people; HEM collects and analyses the electric load data to make the power use safe, reliable, economical, ...

2018
CACA-UAN: a context-aware communication approach to efficient and reliable underwater acoustic sensor networks

Liu, Q., Chen, X., Liu, X., & Linge, N. (2017). CACA-UAN: a context-aware communication approach to efficient and reliable underwater acoustic sensor networks. International Journal of Sensor Networks, 26(1), (1). doi:10.1504/ijsnet.2018.088364. ISSN 1748-1279
Liu, Q., Chen, X., Liu, X., & Linge, N. (2017). CACA-UAN: a context-aware communication approach to efficient and reliable underwater acoustic sensor networks. International Journal of Sensor Networks, 26(1), (1). doi:10.1504/ijsnet.2018.088364. ISSN 1748-1279

Underwater Acoustic Sensor Networks (UANs) have emerged as a promising technology recently which can be applied in many areas such as military and civil, where the communicati...

2018
A virtual uneven grid-based routing protocol for mobile sink-based WSNs in a smart home system

Liu, X., & Liu, Q. (2017). A virtual uneven grid-based routing protocol for mobile sink-based WSNs in a smart home system. Personal and Ubiquitous Computing, doi:10.1007/s00779-017-1093-2. ISSN 1617-4909
Liu, X., & Liu, Q. (2017). A virtual uneven grid-based routing protocol for mobile sink-based WSNs in a smart home system. Personal and Ubiquitous Computing, doi:10.1007/s00779-017-1093-2. ISSN 1617-4909

In a non-uniformly distributed network, the dataconcentrating centre equipped with sparse nodes rapidly depletes its battery energy due to the hotspot problem. To solve this p...

2017
An Adaptively Speculative Execution Strategy Based on Real-Time Resource Awareness in a Multi-Job Heterogeneous Environment

Liu, Q., Cai, W., Liu, Q., Shen, J., Fu, Z., Liu, X., & Linge, N. (2017). An Adaptively Speculative Execution Strategy Based on Real-Time Resource Awareness in a Multi-Job Heterogeneous Environment. KSII transactions on internet and information systems, 11(2), doi:10.3837/tiis.2017.02.004
Liu, Q., Cai, W., Liu, Q., Shen, J., Fu, Z., Liu, X., & Linge, N. (2017). An Adaptively Speculative Execution Strategy Based on Real-Time Resource Awareness in a Multi-Job Heterogeneous Environment. KSII transactions on internet and information systems, 11(2), doi:10.3837/tiis.2017.02.004

MapReduce (MRV1), a popular programming model, proposed by Google, has been well used to process large datasets in Hadoop, an open source cloud platform. Its new version MapRe...

2017
Non-intrusive load monitoring and its challenges in a NILM system framework

Liu, Q., Lu, M., Liu, X., & Linge, N. (in press). Non-intrusive load monitoring and its challenges in a NILM system framework. International Journal of High Performance Computing and Networking,
Liu, Q., Lu, M., Liu, X., & Linge, N. (in press). Non-intrusive load monitoring and its challenges in a NILM system framework. International Journal of High Performance Computing and Networking, 

With the increasing of energy demand and electricity price, researchers gain more and more interest among the residential load monitoring. In order to feed back the individual...

2017
Grid Routing: An Energy-Efficient Routing Protocol for WSNs with Single Mobile Sink

Liu, Q., Zhang, K., Liu, X., & Linge, N. (2017). Grid Routing: An Energy-Efficient Routing Protocol for WSNs with Single Mobile Sink. International Journal of Sensor Networks, 25(2), (1). doi:10.1504/ijsnet.2017.10007397. ISSN 1748-1279
Liu, Q., Zhang, K., Liu, X., & Linge, N. (2017). Grid Routing: An Energy-Efficient Routing Protocol for WSNs with Single Mobile Sink. International Journal of Sensor Networks, 25(2), (1). doi:10.1504/ijsnet.2017.10007397. ISSN 1748-1279

In a traditional wireless sensor network with static sinks, sensor nodes close to the sink run out of their batteries quicker than other nodes due to the increased data traffi...

2017
An adaptive approach to better load balancing in a consumer-centric cloud environment

Liu, Q., Cai, W., Shen, J., Liu, X., & Linge, N. (2016). An adaptive approach to better load balancing in a consumer-centric cloud environment. IEEE Transactions on Consumer Electronics, 62(3), 243-250. doi:10.1109/tce.2016.7613190
Liu, Q., Cai, W., Shen, J., Liu, X., & Linge, N. (2016). An adaptive approach to better load balancing in a consumer-centric cloud environment. IEEE Transactions on Consumer Electronics, 62(3), 243-250. doi:10.1109/tce.2016.7613190

Pay-as-you-consume, as a new type of cloud computing paradigm, has become increasingly popular since a large number of cloud services are gradually opening up to consumers. It...

2016
A speculative approach to spatial-temporal efficiency with multi-objective optimization in a heterogeneous cloud environment

Liu, Q., Cai, W., Shen, J., Fu, Z., Liu, X., & Linge, N. (2016). A speculative approach to spatial-temporal efficiency with multi-objective optimization in a heterogeneous cloud environment. Security and Communication Networks, 9(17), 4002-4012. doi:10.1002/sec.1582
Liu, Q., Cai, W., Shen, J., Fu, Z., Liu, X., & Linge, N. (2016). A speculative approach to spatial-temporal efficiency with multi-objective optimization in a heterogeneous cloud environment. Security and Communication Networks, 9(17), 4002-4012. doi:10.1002/sec.1582

A heterogeneous cloud system, for example, a Hadoop 2.6.0 platform, provides distributed but cohesive services with rich features on large-scale management, reliability, and e...

2016
CAMA-UAN: A Context-Aware MAC Scheme to the Underwater Acoustic Sensor Networks for the Improved CACA-UAN

Liu, X., & Liu, Q. (2018). CAMA-UAN: A Context-Aware MAC Scheme to the Underwater Acoustic Sensor Networks for the Improved CACA-UAN. In Proceedings of the 3rd International Conference on Computer and Communication Systems, 306-309. doi:10.1109/CCOMS.2018.8463242
Liu, X., & Liu, Q. (2018). CAMA-UAN: A Context-Aware MAC Scheme to the Underwater Acoustic Sensor Networks for the Improved CACA-UAN. In Proceedings of the 3rd International Conference on Computer and Communication Systems, 306-309. doi:10.1109/CCOMS.2018.8463242

Acoustic Communication is one of the most common and popular techniques used for Underwater Sensor Networks. The design of its communication protocol becomes a challenge due t...

2018

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Themes : Information Society x People : Qi Liu x

Edinburgh Napier University

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Outputs (23)

Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models

A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network

An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment

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Low-Complexity Non-Intrusive Load Monitoring Using Unsupervised Learning and Generalized Appliance Models

A Dual-spine Approach to Load Error Repair in a HEMS Sensor Network

An optimized Speculative Execution Strategy Based on Local Data Prediction in Heterogeneous Hadoop Environment

An Optimized Resource Scheduling Strategy for Hadoop Speculative Execution Based on Non-cooperative Game Schemes

SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data

Home Appliances classification based on multi-feature using ELM

A method for electric load data verification and repair in home environment

CACA-UAN: a context-aware communication approach to efficient and reliable underwater acoustic sensor networks

A virtual uneven grid-based routing protocol for mobile sink-based WSNs in a smart home system

An Adaptively Speculative Execution Strategy Based on Real-Time Resource Awareness in a Multi-Job Heterogeneous Environment

Non-intrusive load monitoring and its challenges in a NILM system framework

Grid Routing: An Energy-Efficient Routing Protocol for WSNs with Single Mobile Sink

An adaptive approach to better load balancing in a consumer-centric cloud environment

A speculative approach to spatial-temporal efficiency with multi-objective optimization in a heterogeneous cloud environment

CAMA-UAN: A Context-Aware MAC Scheme to the Underwater Acoustic Sensor Networks for the Improved CACA-UAN

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