Mining Temporal Patterns to Discover Inter-Appliance Associations Using Smart Meter Data
نویسندگان
چکیده
منابع مشابه
Variability in Regularity: Mining Temporal Mobility Patterns in London, Singapore and Beijing Using Smart-Card Data
To discover regularities in human mobility is of fundamental importance to our understanding of urban dynamics, and essential to city and transport planning, urban management and policymaking. Previous research has revealed universal regularities at mainly aggregated spatio-temporal scales but when we zoom into finer scales, considerable heterogeneity and diversity is observed instead. The fund...
متن کاملMining Expressive Temporal Associations from Complex Data
We introduce an algorithm for mining expressive temporal relationships from complex data. Our algorithm, AprioriSetsAndSequences (ASAS), extends the Apriori algorithm to data sets in which a single data instance may consist of a combination of attribute values that are nominal sequences, time series, sets, and traditional relational values. Data sets of this type occur naturally in many domains...
متن کاملSolution to Utilization of Smart Meter Data
Since the Great East Japan Earthquake, when energy supply and balance issues began to attract public attention, various power saving approaches have taken root in our life. Besides human factor-related approaches such as turning off switches when electrical appliances are not in use and changing the temperature settings of air conditioners, solutions based on digital judgment are needed, such a...
متن کاملFrom Smart Meter Data to Pricing Intelligence - Visual Data Mining towards Real-Time BI
The deployment of smart metering in the electricity industry has opened up the opportunity for real-time BI-enabled innovative business applications, such as demand response. Taking a holistic view of BI, this study introduced a visual data mining driven application in order to exemplify the potentials of real-time BI to the electricity businesses. The empirical findings indicate that such an a...
متن کاملData Mining to Discover Enterprise Networks
Within the framework of Virtual Organisations (VO), a decision aid approach was developed to support the identification of collaborative corporate networks. This approach is based on an automated procedure of information extraction to identify key features of potential partners. The added value of this research is to operate in an "open universe" of potential partners, using the company interne...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Big Data and Cognitive Computing
سال: 2019
ISSN: 2504-2289
DOI: 10.3390/bdcc3020020