A machine learning approach for predictive warehouse design

Warehouse management systems (WMS) track warehousing and picking operations, generating a huge volumes of data quantified in millions to billions of records. Logistic operators incur significant costs to maintain these IT systems, without actively mining the collected data to monitor their business processes, smooth the warehousing flows, and support the strategic decisions. This study explores the impact of tracing data beyond the simple traceability purpose. We aim at supporting the strategic design of a warehousing system by training classifiers that can predict the storage technology (ST), the material handling system (MHS), the storage allocation strategy (SAS), and the picking policy (PP) of a storage system. We introduce the definition of a learning table, whose attributes are benchmarking metrics applicable to any storage system. Then, we investigate how the availability of data in the warehouse management system (i.e. varying the number of attributes of the learning table) affects the accuracy of the predictions. To validate the approach, we illustrate a generalisable case study which collects data from sixteen different real companies belonging to different industrial sectors (automotive, manufacturing, food and beverage, cosmetics and publishing) and different players (distribution centres and third-party logistic providers). The benchmarking metrics are applied and used to generate learning tables with varying number of attributes. A bunch of classifiers is used to identify the crucial input data attributes in the prediction of ST, MHS, SAS, and PP. The managerial relevance of the data-driven methodology for warehouse design is showcased for 3PL providers experiencing a fast rotation of the SKUs stored in their storage systems

Fructose 1,6-Diphosphatase from Rabbit Liver XII. EFFECT OF SUBSTRATE AND ADENOSINE MONOPHOSPHATE ON THE IONIZATION OF THE TYROSYL RESIDUES

Abstract The effects of substrate and AMP on the state of ionization of tyrosyl residues of fructose 1,6-diphosphatase have been investigated. In the native enzyme, 5 to 6 tyrosyl residues were titrated with a pK of about 8.4, and 7 to 8 residues were titrated with a pK of 9 to 9.2. The remaining tyrosyl residues were not titrated below pH 10. In the presence of 10-5 m fructose 1,6-diphosphate, when 4 moles of substrate are bound per mole of enzyme, approximately 4 of the low pK tyrosyl residues are shifted from pK 8.4 to pK 9.7. However, all of the pK values are modified, and under these conditions 2 tyrosyl residues show a pK of 8.7, and 10 or 11 residues show a pK of 9.7. At a high concentration of fructose 1,6-diphosphate, 10-3 m, all 12 to 13 of the tyrosyl residues are titrated with a pK of 9.8. The results can be correlated with previous studies on the acetylation of fructose 1,6-diphosphatase. The tyrosyl residues with low pK are more reactive and are associated with loss of sensitivity to AMP. However, after acetylation, only 10 tyrosyl residues are titrated with a pK of 9.3 to 9.4, and the pK is shifted to 9.7 when the substrate is bound. A method of analyzing the titration data is presented which permits simultaneous evaluation of number of residues and pK value of each titrated group. This has revealed changes in tyrosyl residues that would otherwise have been overlooked

a tailored maintenance management system to control spare parts life cycle

Abstract The maintenance of complex production systems became increasingly crucial to ensure the competitiveness of companies and service level to their clients. Because of product customization the number of mechanical and electrical components and functional groups of manufacturing lines enhanced with their complexity. To face this concern, the physical and logical design of such systems is typically partitioned among several groups of engineers and designers. Consequently, a holistic awareness of the whole project is lacking and the maintenance of such systems becomes even more challenging. In view of this, new tailored support-decision tools able to manage and control the life cycle of spare parts from their design, throughout the run time, and to their failure and replacement are necessary. This paper illustrates an original maintenance management system (MMS) resulting by the combination of different computerized tools able to integrate the information flow behind the life cycle of a generic component. The proposed system supports coordination among groups of engineers and practitioners through graphic user interfaces (GUIs) and performance i.e. cost, reliability, dashboards, which lead decision-making from the design phase to the planning of maintenance tasks along the life of the manufacturing line. These tools are validated with a real-world instance from the tobacco industry which allows assessing how components belonging to the same functional group may differently behave over their life cycle. The results suggest that the holistic awareness on the whole manufacturing system provided by the proposed MMS can support task design and schedule of maintenance actions providing the reduction of more than 20% of the total cost and time for maintenance actions. The practical example shown contributes to shed light on the potentials of new paradigms for maintenance management in the industry 4.0

Welfare parameters in dairy cows reared in tie-stall and open-stall farming systems: pilot study

ABSTRACT. Animals can experience pain or distress as a result of widely accepted management practices. In dairy cattle, housing system can affect animal welfare. The assessment of animal welfare requires the use of multiple indicators in order to analyse the heterogeneity of the aspects involved. The aim of this study was to compare the welfare of dairy cows reared in a tie-stall (TS) and open-stall (OS) system by metabolic, immunological and stress related parameters. The study involved 80 pluriparous lactating cows belonging to eight dairy farms located in the area of Mugello (Florence, Italy) reared in TS and OS systems. Ten blood samples were collected at morning time to measure alanine-aminotransferase (ALT), aspartate-aminotransferase (AST), blood urea nitrogen (BUN), β-hydroxybutyrate (BHBA), creatinine (Creat), non-esterified fatty acids (NEFA), total proteins (TP), calcium (Ca), phosphorus (P), and potassium (K), serum lisozyme (SL), bactericidal activity (SBA), haptoglobin (Hp), oxygen free radicals (OFR), and hair cortisol levels. At the same time a body condition score (BCS) was recorded. Statistical analysis was performed by ANOVA. The experiment was carried out in accordance with European Commission regulations (Directive 2010/63/EC and Directive 98/58/EC). The results showed that the housing system affected various parameters such as ALT, BHBA, OFR, cortisol (P≤0.01) and AST, BUN (P≤0.05). Most of these parameters showed mean values within the range of reference without revealing any signs of suffering. An interesting outcome regarded the OFR levels, which was higher in the OS system (68.2±34.51 U.Carr. vs 36.1±21.39 U.Carr.), probably as a consequence of the high productive effort. In conclusion, it is possible to state that TS did not show a comparable overall situation with serious signs of welfare impairment

Experimental Testing and Modeling of 5 kW Oil-Free Open Drive Scroll Expander Using R245fa

Organic Rankine Cycles (ORC) are thermodynamic power cycles designed to generate work from low temperature sources, typically between 80 °C to 270 °C.  The low temperature heat input makes this technology attractive for applications in waste heat recovery from industrial processes, exhaust gas from diesel engines, solar systems, geothermal systems, and others.  The expander has the greatest effect on increasing the efficiency of an ORC. The operating  conditions that the expander is subjected to are directed related to its efficiency.  The performance of a 5 kW scroll expander with a displacement of 73.6 cm3 per revolution, operating at speeds from 500 to 3600 rpm, and using R245fa as the working fluid in a traditional Organic Ranking cycle is experimentally investigated In this paper. Tests were conducted varying the mass flow rate of the working fluid and varying source temperatures, while measuring the effective expander power production and the isentropic efficiency.  The experimental data was then used to develop a model of the scroll expander. Using this model, thermodynamic simulations were carried out for applications similar to exhaust gas waste heat recovery from internal combustion engines

Erythrocyte morphology automated analysis: proposal for a new prediction tool of essential hypertension diagnosis

Erythrocyte morphology has already been studied in essential hypertension (EH) and cell membrane alterations have been observed. Relationships among red cell rheological, biochemical, and morphological properties still appear complex and are not clearly understood

Subcutaneous adipose tissue classification

The developments in the technologies based on the use of autologous adipose tissue attracted attention to minor depots as possible sampling areas. Some of those depots have never been studied in detail. The present study was performed on subcutaneous adipose depots sampled in different areas with the aim of explaining their morphology, particularly as far as regards stem niches. The results demonstrated that three different types of white adipose tissue (WAT) can be differentiated on the basis of structural and ultrastructural features: deposit WAT (dWAT), structural WAT (sWAT) and fibrous WAT (fWAT). dWAT can be found essentially in large fatty depots in the abdominal area (periumbilical). In the dWAT, cells are tightly packed and linked by a weak net of isolated collagen fibers. Collagenic components are very poor, cells are large and few blood vessels are present. The deep portion appears more fibrous then the superficial one. The microcirculation is formed by thin walled capillaries with rare stem niches. Reinforcement pericyte elements are rarely evident. The sWAT is more stromal; it is located in some areas in the limbs and in the hips. The stroma is fairly well represented, with a good vascularity and adequate staminality. Cells are wrapped by a basket of collagen fibers. The fatty depots of the knees and of the trochanteric areas have quite loose meshes. The fWAT has a noteworthy fibrous component and can be found in areas where a severe mechanic stress occurs. Adipocytes have an individual thick fibrous shell. In conclusion, the present study demonstrates evident differences among subcutaneous WAT deposits, thus suggesting that in regenerative procedures based on autologous adipose tissues the sampling area should not be randomly chosen, but it should be oriented by evidence based evaluations. The structural peculiarities of the sWAT, and particularly of its microcirculation, suggest that it could represent a privileged source for regenerative procedures based on autologous adipose tissues

Morfologia do fruto e da semente de Euterpe edulis, Mart.

This paper describes the fruit and seed morphology of Euterpe edulis, Mart.. The mesocarp has fibrous blade, with 0,5 x 23 mm in average, made of wood fibers, sclereids and spiralated vessels. Endocarp membranous, 0,3 mm thick, with predominancy of sclereids over fibers, lateral hilum, excavated. Opercular area, and operculum with 1,8 mm of diameter. The basal embryo, with cylindrical-conic shape has 3,5 mm length and 1,8 mm in diameter. It has two regions, one conic and the other cylindrical. They correspond respectively to the median part and to the sheath of the cotyledon. The firts one develops during the germination in haustorium, and the second enclosed the plumule and the hypocotyl-root axis. The radicle is enclosed by the coleorhiza and the plumule by an coleoptile.Estudamos neste trabalho a morfologia do fruto e da semente de Euterpe edulis, Mart., o palmito-doce ou palmito-branco. O mesocarpo possui duas camadas de lâminas fibrosas, estreitas, inseridas no endocarpo e que diferem entre si pela forma, largura e pouco no tamanho, apresentando a base ramificada por dicotomia. As lâminas externas medem 0,5 mm de largura por 2,3 cm de comprimento; as internas são mais finas e as últimas são filamentosas. Em sua estrutura, identificamos fibras lenhosas, esclereidos e elementos vasculares espiralados. Hilo lateral, com forma de canaleta, coberto por um feixe de filamentos fibrosos. Endocarpo membranoso, mais ou menos consistente, com 0,3 mm de espessura; nele notamos o hilo, a área opercular com seu opérculo, o qual mede 1,8 mm de diâmetro. Na estrutura do endocarpo há predominância de esclereidos sobre as fibras, raramente elementos vasculares ou braquiesclereidos. Semente globosa, aderente ao endocarpo. Endosperma homogêneo, córneo, com cavidade esférica central e uma câmara cilíndrica que abriga o embrião. Embrião basilar, cilíndrico-cônico, medindo 3,5 mm de comprimento por 1,8 de diâmetro, possui uma região cônica que corresponde à porção mediana do cotilédone e uma porção cilíndrica que corresponde à bainha do cotilédone. Na germinação, a peça mediana do cotilédone desenvolve em sua extremidade um haustório globoso que digere o endosperma por ação enzimática. Com o aumento de volume, o haustório assemelha-se a um cogumelo. A bainha invaginante do cotilédone envolve a plúmula e o eixo hipocótílo-radicular. A extremidade da radícula é envolvida por uma coleorriza membranácea e delgada. A plúmula, por sua vez, é envolvida por um coleóptilo de forma cônica, mais espesso e mais resistente que a coleorriza

Overstocking dairy cows during the dry period affects dehydroepiandrosterone and cortisol secretion

Stressful situations trigger several changes such as the secretion of cortisol and dehydroepiandrosterone (DHEA) from the adrenal cortex, in response to ACTH. The aim of this study was to verify whether overstocking during the dry period (from 21 \ub1 3 d to the expected calving until calving) affects DHEA and cortisol secretion and behavior in Holstein Friesian cows. Twenty-eight cows were randomly divided into 2 groups (14 animals each), balanced for the number of lactations, body condition score, and expected date of calving. Cows in the far-off phase of the dry period (from 60 to 21 d before the expected calving date) were housed together in a bedded pack. Then, animals from 21 \ub1 3 d before the expected calving until calving were housed in pens with the same size but under different crowding conditions due to the introduction of heifers (interference animals) into the pen. The control condition (CTR) had 2 animals per pen with 12.0 m2 each, whereas the overstocked condition (OS) had 3 interference animals in the same pen with 4.8 m2 for each animal. On d 1230 \ub1 3, 1221 \ub1 3, 1215 \ub1 3, 1210 \ub1 3, and 125 \ub1 3 before and 10, 20, and 30 after calving, blood samples were collected from each cow for the determination of plasma DHEA and cortisol concentrations by RIA. Rumination time (min/d), activity (steps/h), lying time (min/d), and lying bouts (bouts/d) were individually recorded daily. In both groups, DHEA increased before calving and the concentration declined rapidly after parturition. Overstocking significantly increased DHEA concentration compared with the CTR group at d 1210 (1.79 \ub1 0.09 vs. 1.24 \ub1 0.14 pmol/mL), whereas an increase of cortisol was observed at d 1215 (3.64 \ub1 0.52 vs. 1.64 \ub1 0.46 ng/mL). The OS group showed significantly higher activity (steps/h) compared with the CTR group. Daily lying bouts tended to be higher for the OS group compared with CTR group in the first week of treatment. The overall results of this study documented that overstocking during the dry period was associated with a short-term changes in DHEA and cortisol but these hormonal modifications did not influence cow behavior