97 research outputs found
SHAPE: A new Business Analytics web platform for getting insights on electrical load patterns
This paper deals with an innovative Web software platform for Business Analytics applied to the load patterns sourced from the Enel network's smart meters. Using ad hoc developed advanced time series analysis, the SHAPE (Statistical Hybrid Analysis for load ProfilE) platform enables the Data Analyst to solve in a user-friendly Rich Internet Applications (RIA) important tasks such as hourly energy analysis, customer classification, load prediction, and non-technical losses detection. The platform, developed within a R&D project, represents a tangible example of Applied Research-Industry knowledge transfer. By means of a Web Service interface, the platform exposes and shares the implemented models with other Corporate or third- party applications. The SHAPE datawarehouse currently stores three years progressively updated of load patterns for about 100,000 measurement points at the customers' premises
SHAPE: The load prediction and non-technical losses modules
Data Analytics applied in the electric sector has been leveraged in the recent years, primarily owing to the introduction worldwide of Automatic Meter Reading/Management and smart grids technologies operated by electric Utilities. Utilities have to face with return of investment from this infrastructure and at the same time have to fulfil the promise of providing better and innovative service to the customer, retailer and distribution network. This paper deals with the innovative SHAPE Web software platform for Data Analytics applied to the load patterns sourced from the Italian Enel network's smart meters. A previous contribution reported on the customer classification and segmentation modules implemented in the SHAPE platform. This work describes the Load prediction and Non-technical losses modules. The SHAPE Datawarehouse (DW) currently stores four years of progressively updated customer's load pattern
Borgatti_-_Figure_1_Supplementary_Material_bnew – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_-_Figure_1_Supplementary_Material_bnew for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Borgatti_-_Figure_2_Supplementary_material_bnew – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_-_Figure_2_Supplementary_material_bnew for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Borgatti_et_al_2018__TABLES – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_et_al_2018__TABLES for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Borgatti_-__Figure_6_Suppl_Mat_nnew – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_-__Figure_6_Suppl_Mat_nnew for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Borgatti_-_Figure_4_Supplementary_Material_bnew – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_-_Figure_4_Supplementary_Material_bnew for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Borgatti_-_Figure_3_Supplementary_Material_bnew – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_-_Figure_3_Supplementary_Material_bnew for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Borgatti_-__Figures_5_Suppl_Mat_nnew – Supplemental material for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy)
Supplemental material, Borgatti_-__Figures_5_Suppl_Mat_nnew for Evidence of late-Holocene mud-volcanic eruptions in the Modena foothills (northern Italy) by Lisa Borgatti, Bosi Giovanna, Bracci Antonio Edoardo, Cremonini Stefano, Falsone Gloria, Guandalini Francesca, Labate Donato, Mainardi Giuseppe, Martinelli Giovanni, Montecchi Maria Chiara and Pieraccini Diego in The Holocene</p
Neutrophil gelatinase-associated lipocalin immunoexpression in colorectal carcinoma: A stage-specific prognostic factor?
TNM post-surgical staging is considered to be one of the most powerful prognosticators for colorectal carcinoma. Although patient survival mostly decreases concomitantly to stage increase, in a percentage of cases TNM stage appears only to express the anatomic extent of the neoplasia with no correlation with clinical outcome. Thais, the identification of additional prognostic markers for colorectal cancer is required. Neutrophil gelatinase-associated lipocalin (NGAL) is a 25-kDa protein that appears to play an important role in colorectal cancer progression. In order to evaluate whether NGAL expression may be considered as a predictor of colorectal cancer progression, we analyzed its correlation with clinicopathological characteristics, as well as with patient progression-free survival in a series of surgically resected colorectal carcinomas. A variable NGAL immunoexpression was found in 24 out of the 64 analyzed cases. When only the positive cases were considered, a significant association was found between a high NGAL expression and the presence of distant metastases or high tumor stage. In addition, the presence of NGAL was a significant negative prognostic marker correlated with a shorter progression-free survival in stage I colorectal carcinoma, but not in the remaining TNM stages. If our findings are confirmed in more extensive analyses on stage I colorectal carcinoma, NGAL assessment may be used in order to select those patients with a higher progression risk and to submit them to adjuvant therapies useful to prevent adverse outcome
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