Enhancing User Experience with Context-Dependent Tasks in Smart Home

Author(s):  
Hongbo Ni ◽  
Xingshe Zhou ◽  
Zhiwen Yu ◽  
Daqing Zhang

The vision of pervasive computing is floating into the domain of the household and aims to assist inhabitants (users) to live more conveniently and harmoniously. Due to the dynamic and heterogeneous nature of pervasive computing environments, it is difficult for an average user to obtain right service and information in the right place at the right time. This chapter proposes a context-dependent task approach to address the challenge. The most important component is its task model, which provides an adequate high-level description of user-oriented tasks and their related contexts. Leveraging the model, multiple entities can easily exchange, share, and reuse their knowledge. The conversion of OWL task ontology specifications to the First-Order Logic (FOL) representations is presented. The performance of FOL rule-based deducing in terms of task number, context size, and time is evaluated. Finally, we present a task supporting system (TSS) to aid an inhabitant’s tasks in light of his or her lifestyle and environment conditions in smart home.

2019 ◽  
Vol 65 (1) ◽  
pp. 27-41
Author(s):  
Yelena Artamonova

Lung cancer is the leading cause of mortality from malignant tumors all over the world. Since most patients at the time of diagnosis already have stage III-IV of the disease, the search for new effective treatment strategies for advanced NSCLC is the most important problem of modern oncology. The results of the study of the anti-PD1 monoclonal antibody pembrolizumab were a real breakthrough in the treatment of NSCLC. In the KEYN0TE-001 study, the expression of PD-L1 on tumor cells was validated as a predictive biomarker of the drug's efficiency. Pembrolizumab demonstrated the possibility of achieving long-term objective responses, and a 4-year 0S with all histological types in the subgroup of pre-treated patients with PD-L1 expression> 50% was 24.8% and 15.6% in the PD-L1> 1% group. In a phase 2/3 randomized study KEYN0TE-10 in the 2nd line treatment of NSCLC with PD-L1 expression > 1% pembrolizumab significantly increased life expectancy compared to docetaxel and confirmed the possibility of longterm duration of objective responses, even after cessation of treatment. Then the focus of research shifted to the 1st line of treatment. About 30% of patients with NSCLC have a high level of PD-L1 expression on tumor cells and demonstrate the most impressive response to pembrolizumab therapy. A randomized phase 3 study KEYN0TE-024 compared the effectiveness of pembrolizumab monotherapy with a standard platinum combination in patients with advanced NSCLC with a high level of PD-L1 expression without EGFR mutations or ALK translocation. Compared with the platinum doublet the administration of pembrolizumab significantly increased all estimated parameters, including the median of progression-free survival (mPFS was 10.3 months versus 6 months; HR = 0.50; 95% CI 0.37-0.68, p < 0.001), the objective response rate (ORR 44.8% versus 27.8%), duration of response (in the pembrolizumab arm the median was not reached, in the chemotherapy (CT) group - 6.3 months). Despite the approved crossover, the use of pembrolizumab in the 1st line of treatment more than doubled the life expectancy of NSCLC patients with high PD-L1 expression as compared to CT: the median overall survival (OS) was 30.0 months versus 14.2 months (HR = 0.63, p = 0.002), 1-year OS 70.3% versus 54.8%; 2-year OS - 51.5% versus 34.5%. The remaining population to study were untreated patients with any level of PD-L1 expression. A randomized phase 3 study KEYNOTE-189 evaluated the effectiveness of adding pembrolizumab to the platinum combination in the 1st line treatment of non-squamous NSCLC without EGFR and ALK mutations with any PD-L1 expression. The addition of pembrolizumab to the standard 1st line CT significantly increased all estimated efficacy indicators including OS, PFS and ORR. After a median follow-up of 10.5 months the median OS in the pembrolizumab combination group was not reached and in CT group was 11.3 months. The estimated 12-months survival was 69.2% and 49.4% respectively (HR = 0.49; 95% CI 0.38-0,64; p <0.001). The median PFS was 8.8 months versus 4.9 months, alive 1 year without progression 34.1% and 17.3% of patients respectively (HR = 0.52; p <0.001). The ORR in the group with pembrolizumab reached 47.6% versus 18.9% in CT group, moreover the tumor regressions were much longer. Finally a randomized 3-phase study KEYN0TE-407 evaluated the effectiveness of adding pembrolizumab to 1st-line CT of NSCLC with squamous histology with any PD-L1 expression. As the first analysis showed, the addition of permboli-zumab significantly increased OS of patients with squamous NSCLC, median OS 15.9 months versus 11.3 months in the groups of pembrolizumab + CT and placebo + CT respectively (HR = 0.64; 95% CI 0,49-0.95; p = 0.0006), median PFS 6.4 months and 4.8 months respectively (HR = 0.56; 95% CI 0.450.70; p <0, 0001) and OrR 57.9% versus 38.4%, the median response duration 7.7 months versus 4.8 months. Thus, the convincing advantages of using pembrolizumab in 1st line therapy were demonstrated in 3 randomized phase 3 studies: in monotherapy of NSCLC of any histological subtype with high PD-L1 expression, and in combination with CT in squamous and non-squamous hystologies regardless of the level of PD-L1 expression.


Author(s):  
Aida Mekhoukhe ◽  
Nacer Mohellebi ◽  
Tayeb Mohellebi ◽  
Leila Deflaoui-Abdelfettah ◽  
Sonia Medouni-Adrar ◽  
...  

OBJECTIVE: the present work proposed to extract Locust Bean Gum (LBG) from Algerian carob fruits, evaluate physicochemical and rheological properties (solubility). It aimed also to develop different formulations of strawberry jams with a mixture of LBG and pectin in order to obtain a product with a high sensory acceptance. METHODS: the physicochemical characteristics of LBG were assessed. The impact of temperature on solubility was also studied. The physical and the sensory profile and acceptance of five Jams were evaluated. RESULTS: composition results revealed that LBG presented a high level of carbohydrate but low concentrations of fat and ash. The LBG was partially cold-water-soluble (∼62% at 25°C) and needed heating to reach a higher solubility value (∼89% at 80 °C). Overall, the sensorial acceptances decreased in jams J3 which was formulated with 100% pectin and commercial one (J5). The external preference map explained that most consumers were located to the right side of the map providing evidence that most samples appreciated were J4 and J2 (rate of 80–100%). CONCLUSION: In this investigation, the LBG was used successfully in the strawberry jam’s formulation.


2021 ◽  
Vol 31 (3) ◽  
pp. 1-26
Author(s):  
Aravind Balakrishnan ◽  
Jaeyoung Lee ◽  
Ashish Gaurav ◽  
Krzysztof Czarnecki ◽  
Sean Sedwards

Reinforcement learning (RL) is an attractive way to implement high-level decision-making policies for autonomous driving, but learning directly from a real vehicle or a high-fidelity simulator is variously infeasible. We therefore consider the problem of transfer reinforcement learning and study how a policy learned in a simple environment using WiseMove can be transferred to our high-fidelity simulator, W ise M ove . WiseMove is a framework to study safety and other aspects of RL for autonomous driving. W ise M ove accurately reproduces the dynamics and software stack of our real vehicle. We find that the accurately modelled perception errors in W ise M ove contribute the most to the transfer problem. These errors, when even naively modelled in WiseMove , provide an RL policy that performs better in W ise M ove than a hand-crafted rule-based policy. Applying domain randomization to the environment in WiseMove yields an even better policy. The final RL policy reduces the failures due to perception errors from 10% to 2.75%. We also observe that the RL policy has significantly less reliance on velocity compared to the rule-based policy, having learned that its measurement is unreliable.


2015 ◽  
Vol 114 (6) ◽  
pp. 3351-3358 ◽  
Author(s):  
Stefania de Vito ◽  
Marine Lunven ◽  
Clémence Bourlon ◽  
Christophe Duret ◽  
Patrick Cavanagh ◽  
...  

When we look at bars flashed against a moving background, we see them displaced in the direction of the upcoming motion (flash-grab illusion). It is still debated whether these motion-induced position shifts are low-level, reflexive consequences of stimulus motion or high-level compensation engaged only when the stimulus is tracked with attention. To investigate whether attention is a causal factor for this striking illusory position shift, we evaluated the flash-grab illusion in six patients with damaged attentional networks in the right hemisphere and signs of left visual neglect and six age-matched controls. With stimuli in the top, right, and bottom visual fields, neglect patients experienced the same amount of illusion as controls. However, patients showed no significant shift when the test was presented in their left hemifield, despite having equally precise judgments. Thus, paradoxically, neglect patients perceived the position of the flash more veridically in their neglected hemifield. These results suggest that impaired attentional processes can reduce the interaction between a moving background and a superimposed stationary flash, and indicate that attention is a critical factor in generating the illusory motion-induced shifts of location.


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