Simulation of Smart Home Activity Datasets.

A globally ageing population is resulting in an increased prevalence of chronic conditions which affect older adults. Such conditions require long-term care and management to maximize quality of life, placing an increasing strain on healthcare resources. Intelligent environments such as smart homes facilitate long-term monitoring of activities in the home through the use of sensor technology. Access to sensor datasets is necessary for the development of novel activity monitoring and recognition approaches. Access to such datasets is limited due to issues such as sensor cost, availability and deployment time. The use of simulated environments and sensors may address these issues and facilitate the generation of comprehensive datasets. This paper provides a review of existing approaches for the generation of simulated smart home activity datasets, including model-based approaches and interactive approaches which implement virtual sensors, environments and avatars. The paper also provides recommendation for future work in intelligent environment simulation.

Use of focussed beam reflectance measurement (FBRM) for monitoring changes in biomass concentration.

The potential of focussed beam reflectance measurement (FBRM) as a tool to monitor changes in biomass concentration was investigated in a number of biological systems. The measurement technique was applied to two morphologically dissimilar plant cell suspension cultures, Morinda citrifolia and Centaurea calcitrapa, to a filamentous bacteria, Streptomyces natalensis, to high density cultures of Escherichia coli and to a murine Sp2/0 hybridoma suspension cell line, 3-2.19. In all cases, the biomass concentration proved to be correlated with total FBRM counts. The nature of the correlation varied between systems and was influenced by the concentration, nature, size and morphology of the particle under investigation.

Generation of reactive oxygen and antioxidant species by hydrodynamically stressed suspensions of Morinda citrifolia.

The generation of reactive oxygen species (ROS) by plant cell suspension cultures, in response to the imposition of both biotic and abiotic stress, is well-documented. This study investigated the generation of hydrogen peroxide by hydrodynamically stressed cultures of Morinda citrifolia, over a 5-h period post-stress imposition. Suspensions were exposed to repeated passages through a syringe, under laminar flow conditions, corresponding to cumulative energy dissipation levels of approximately 3-6 J kg-1. Extracellular hydrogen peroxide was detected using a luminol-based chemiluminescence assay. The addition of exogenous hydrogen peroxide facilitated the detection of low levels of hydrogen peroxide in the presence of antioxidants. Immediately after shear exposure, there was evidence of significant antioxidative capacity in the sheared cell cultures, which potentially masked any oxidative burst (OB), but which decreased over the following 40 min. This antioxidative capacity was determined to derive from the shearing process. Trials in which ground cellular debris was added to control suspensions suggested that some of the antioxidative capacity observed in stressed suspensions was directly associated with debris generated by the shearing process. Using UV-vis spectrophotometry and HPLC, stress-related increases in the levels of phenolic compounds were detected in suspension filtrates. Under the stress conditions investigated, maximum hydrogen peroxide levels of 11.5 muM were observed, 5 h after shear exposure. This study emphasizes the importance of considering both oxidative and antioxidative capacities as part of a holistic approach to the determination of the OB in hydrodynamically stressed plant cell suspension cultures.

Growth behavior in plant cell cultures based on emissions detected by a multisensor array.

The use of a multisensor array based on chemical gas sensors to monitor plant cell cultures is described. The multisensor array, also referred to as an electronic nose, consisted of 19 different metal oxide semiconductor sensors and one carbon dioxide sensor. The device was used to continuously monitor the off-gas from two plant cell suspension cultures, Morinda citrifolia and Nicotiana tabacum, cultivated under batch conditions. By analyzing the multiarray responses using two pattern recognition methods, principal component analysis and artificial neural networks, it was possible to monitor the course of the cultivations and, in turn, to predict (1) the biomass concentration in both systems and (2) the formation of the secondary metabolite, antraquinone, by M. citrifolia. The results identify the multisensor array method as a potentially useful analytical tool for monitoring plant process variables that are otherwise difficult to analyze on-line.

Focussed beam reflectance measurement (FBRM) monitoring of particle size and morphology in suspension cultures of Morinda citrifolia and Centaurea calcitrapa.

Laser light scattering technology, as applied in the Lasentec focussed beam reflectance measurement (FBRM) system, was used to characterise two morphologically dissimilar plant cell suspension cultures, Morinda citrifolia and Centaurea calcitrapa. Shake-flask suspensions were analysed in terms of biomass concentration and aggregate size/shape over the course of typical batch growth cycles. For the heavily aggregated C. calcitrapa, biomass levels [from 10-160 g fresh weight (fw) l(-1))] were linearly correlated with FBRM counts. For M. citrifolia, which grows in unbranched chains of 2-10 elongated cells, linear correlation of biomass concentration with FBRM counts was applicable in the range 0-100 g fw l(-1); at higher levels (100-300 g fw l(-1)), biomass was non-linearly correlated with FBRM counts and length-weighted average FBRM chord length. For both cell systems, particle morphology (size/shape) was quantified using semi-automated digital image analysis. The average aggregate equivalent diameter (C. calcitrapa) and average chain length (M. citrifolia), determined using image analysis, closely tracked the FBRM average chord length. The data clearly demonstrate the potential for applying the FBRM technique for rapid characterisation of plant cell suspension cultures.