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Understanding the distribution of species is fundamental for biodiversity conservation, ecosystem management, and increasingly also for climate impact assessment. The presence of a species in a given site depends on physiological limitations (abiotic factors), interactions with other species (biotic factors), migratory or dispersal processes (site accessibility) as well as the continuing
effects of past events, e.g. disturbances (site legacy). Existing approaches to predict species distributions either (i) correlate observed species occurrences with environmental variables describing abiotic limitations, thus ignoring biotic interactions, dispersal and legacy effects (statistical species distribution model, SDM); or (ii) mechanistically model the variety of processes determining species distributions (process-based model, PBM). SDMs are widely used due to their easy applicability and ability to handle varied data qualities. But they fail to reproduce the dynamic response of species distributions to changing conditions. PBMs are expected to be superior in this respect, but they need very specific data unavailable for many species, and are often more complex and require more computational effort. More recently, hybrid models link the two approaches to combine their respective strengths.
In this thesis, I apply and compare statistical and process-based approaches to predict species distributions, and I discuss their respective limitations, specifically for applications in changing environments. Detailed analyses of SDMs for boreal tree species in Finland reveal that nonclimatic predictors - edaphic properties and biotic interactions - are important limitations at the treeline, contesting the assumption of unrestricted, climatically induced range expansion. While the estimated SDMs are successful within their training data range, spatial and temporal model transfer fails. Mapping and comparing sampled predictor space among data subsets identifies spurious extrapolation as the plausible explanation for limited model transferability. Using these findings, I analyze the limited success of an established PBM (LPJ-GUESS) applied to the same problem. Examination of process representation and parameterization in the PBM identifies implemented processes to adjust (competition between species, disturbance) and missing processes that are crucial in boreal forests (nutrient limitation, forest management). Based on climatic correlations shifting over time, I stress the restricted temporal transferability of bioclimatic limits used in LPJ-GUESS and similar PBMs. By critically assessing the performance of SDM and PBM in this application, I demonstrate the importance of understanding the limitations of the
applied methods.
As a potential solution, I add a novel approach to the repertoire of existing hybrid models. By simulation experiments with an individual-based PBM which reproduces community dynamics resulting from biotic factors, dispersal and legacy effects, I assess the resilience of coastal vegetation to abrupt hydrological changes. According to the results of the resilience analysis, I then modify temporal SDM predictions, thereby transferring relevant process detail from PBM to
SDM. The direction of knowledge transfer from PBM to SDM avoids disadvantages of current hybrid models and increases the applicability of the resulting model in long-term, large-scale applications. A further advantage of the proposed framework is its flexibility, as it is readily extended to other model types, disturbance definitions and response characteristics.
Concluding, I argue that we already have a diverse range of promising modelling tools at hand, which can be refined further. But most importantly, they need to be applied more thoughtfully. Bearing their limitations in mind, combining their strengths and openly reporting underlying assumptions and uncertainties is the way forward.
In this thesis, stochastic dynamics modelling collective motions of populations, one of the most mysterious type of biological phenomena, are considered. For a system of N particle-like individuals, two kinds of asymptotic behaviours are studied : ergodicity and flocking properties, in long time, and propagation of chaos, when the number N of agents goes to infinity. Cucker and Smale, deterministic, mean-field kinetic model for a population without a hierarchical structure is the starting point of our journey : the first two chapters are dedicated to the understanding of various stochastic dynamics it inspires, with random noise added in different ways. The third chapter, an attempt to improve those results, is built upon the cluster expansion method, a technique from statistical mechanics. Exponential ergodicity is obtained for a class of non-Markovian process with non-regular drift. In the final part, the focus shifts onto a stochastic system of interacting particles derived from Keller and Segel 2-D parabolicelliptic model for chemotaxis. Existence and weak uniqueness are proven.
Anthropogenically amplified erosion leads to increased fine-grained sediment input into the fluvial system in the 15.000 km2 Kharaa River catchment in northern Mongolia and constitutes a major stressing factor for the aquatic ecosystem. This study uniquely combines the application of intensive monitoring, source fingerprinting and catchment modelling techniques to allow for the comparison of the credibility and accuracy of each single method. High-resolution discharge data were used in combination with daily suspended solid measurements to calculate the suspended sediment budget and compare it with estimations of the sediment budget model SedNet. The comparison of both techniques showed that the development of an overall sediment budget with SedNet was possible, yielding results in the same order of magnitude (20.3 kt a- 1 and 16.2 kt a- 1).
Radionuclide sediment tracing, using Be-7, Cs-137 and Pb-210 was applied to differentiate sediment sources for particles < 10μm from hillslope and riverbank erosion and showed that riverbank erosion generates 74.5% of the suspended sediment load, whereas surface erosion contributes 21.7% and gully erosion only 3.8%. The contribution of the single subcatchments of the Kharaa to the suspended sediment load was assessed based on their variation in geochemical composition (e.g. in Ti, Sn, Mo, Mn, As, Sr, B, U, Ca and Sb). These variations were used for sediment source discrimination with geochemical composite fingerprints based on Genetic Algorithm driven Discriminant Function Analysis, the Kruskal–Wallis H-test and Principal Component Analysis. The contributions of the individual sub-catchment varied from 6.4% to 36.2%, generally showing higher contributions from the sub-catchments in the middle, rather than the upstream portions of the study area.
The results indicate that river bank erosion generated by existing grazing practices of livestock is the main cause for elevated fine sediment input. Actions towards the protection of the headwaters and the stabilization of the river banks within the middle reaches were identified as the highest priority. Deforestation and by lodging and forest fires should be prevented to avoid increased hillslope erosion in the mountainous areas. Mining activities are of minor importance for the overall catchment sediment load but can constitute locally important point sources for particular heavy metals in the fluvial system.
Nowadays, the need to protect the environment becomes more urgent than ever. In the field of chemistry, this translates to practices such as waste prevention, use of renewable feedstocks, and catalysis; concepts based on the principles of green chemistry. Polymers are an important product in the chemical industry and are also in the focus of these changes. In this thesis, more sustainable approaches to make two classes of polymers, polypeptoids and polyesters, are described.
Polypeptoids or poly(alkyl-N-glycines) are isomers of polypeptides and are biocompatible, as well as degradable under biologically relevant conditions. In addition to that, they can have interesting properties such as lower critical solution temperature (LCST) behavior. They are usually synthesized by the ring opening polymerization (ROP) of N-carboxy anhydrides (NCAs), which are produced with the use of toxic compounds (e.g. phosgene) and which are highly sensitive to humidity. In order to avoid the direct synthesis and isolation of the NCAs, N-phenoxycarbonyl-protected N-substituted glycines are prepared, which can yield the NCAs in situ. The conditions for the NCA synthesis and its direct polymerization are investigated and optimized for the simplest N-substituted glycine, sarcosine. The use of a tertiary amine in less than stoichiometric amounts compared to the N-phenoxycarbonyl--sarcosine seems to accelerate drastically the NCA formation and does not affect the efficiency of the polymerization. In fact, well defined polysarcosines that comply to the monomer to initiator ratio can be produced by this method. This approach was also applied to other N-substituted glycines.
Dihydroxyacetone is a sustainable diol produced from glycerol, and has already been used for the synthesis of polycarbonates. Here, it was used as a comonomer for the synthesis of polyesters. However, the polymerization of dihydroxyacetone presented difficulties, probably due to the insolubility of the macromolecular chains. To circumvent the problem, the dimethyl acetal protected dihydroxyacetone was polymerized with terephthaloyl chloride to yield a soluble polymer. When the carbonyl was recovered after deprotection, the product was insoluble in all solvents, showing that the carbonyl in the main chain hinders the dissolution of the polymers. The solubility issue can be avoided, when a 1:1 mixture of dihydroxyacetone/ ethylene glycol is used to yield a soluble copolyester.
I. Ceric ammonium nitrate (CAN) mediated thiocyanate radical additions to glycals
In this dissertation, a facile entry was developed for the synthesis of 2-thiocarbohydrates and their transformations. Initially, CAN mediated thiocyanation of carbohydrates was carried out to obtain the basic building blocks (2-thiocyanates) for the entire studies. Subsequently, 2-thiocyanates were reduced to the corresponding thiols using appropriate reagents and reaction conditions. The screening of substrates, stereochemical outcome and the reaction mechanism are discussed briefly (Scheme I).
Scheme I. Synthesis of the 2-thiocyanates II and reductions to 2-thiols III & IV.
An interesting mechanism was proposed for the reduction of 2-thiocyanates II to 2-thiols III via formation of a disulfide intermediate. The water soluble free thiols IV were obtained by cleaving the thiocyanate and benzyl groups in a single step. In the subsequent part of studies, the synthetic potential of the 2-thiols was successfully expanded by simple synthetic transformations.
II. Transformations of the 2-thiocarbohydrates
The 2-thiols were utilized for convenient transformations including sulfa-Michael additions, nucleophilic substitutions, oxidation to disulfides and functionalization at the anomeric position. The diverse functionalizations of the carbohydrates at the C-2 position by means of the sulfur linkage are the highlighting feature of these studies. Thus, it creates an opportunity to expand the utility of 2-thiocarbohydrates for biological studies.
Reagents and conditions: a) I2, pyridine, THF, rt, 15 min; b) K2CO3, MeCN, rt, 1 h; c) MeI, K2CO3, DMF, 0 °C, 5 min; d) Ac2O, H2SO4 (1 drop), rt, 10 min; e) CAN, MeCN/H2O, NH4SCN, rt, 1 h; f) NaN3, ZnBr2, iPrOH/H2O, reflux, 15 h; g) NaOH (1 M), TBAI, benzene, rt, 2 h; h) ZnCl2, CHCl3, reflux, 3 h.
Scheme II. Functionalization of 2-thiocarbohydrates.
These transformations have enhanced the synthetic value of 2-thiocarbohydrates for the preparative scale. Worth to mention is the Lewis acid catalyzed replacement of the methoxy group by other nucleophiles and the synthesis of the (2→1) thiodisaccharides, which were obtained with complete β-selectivity. Additionally, for the first time, the carbohydrate linked thiotetrazole was synthesized by a (3 + 2) cycloaddition approach at the C-2 position.
III. Synthesis of thiodisaccharides by thiol-ene coupling.
In the final part of studies, the synthesis of thiodisaccharides by a classical photoinduced thiol-ene coupling was successfully achieved.
Reagents and conditions: 2,2-Dimethoxy-2-phenylacetophenone (DPAP), CH2Cl2/EtOH, hv, rt.
Scheme III. Thiol-ene coupling between 2-thiols and exo-glycals.
During the course of investigations, it was found that the steric hindrance plays an important role in the addition of bulky thiols to endo-glycals. Thus, we successfully screened the suitable substrates for addition of various thiols to sterically less hindered alkenes (Scheme III). The photochemical addition of 2-thiols to three different exo-glycals delivered excellent regio- and diastereoselectivities as well as yields, which underlines the synthetic potential of this convenient methodology.
In the present work side-chain polystyrenes were synthesized and characterized, in order to be applied in multilayer OLEDs fabricated by solution process techniques. Manufacture of optoelectronic devices by solution process techniques is meant to decrease significantly fabrication cost and allow large scale production of such devices.
This dissertation focusses in three series, enveloped in two material classes. The two classes differ to each other in the type of charge transport exhibited, either ambipolar transport or electron transport. All materials were applied in all-organic solution processed green Ir-based devices.
In the first part, a series of ambipolar host materials were developed to transport both charge types, holes and electrons, and be applied especially as matrix for green Ir-based emitters. It was possible to increase devices efficacy by modulating the predominant charge transport type. This was achieved by modification of molecules electron transport part with more electron-deficient heterocycles or by extending the delocalization of the LUMO. Efficiencies up to 28.9 cd/A were observed for all-organic solution-process three layer devices.
In the second part, suitability of triarylboranes and tetraphenylsilanes as electron transport materials was studied. High triplet energies were obtained, up to 2.95 eV, by rational combination of both molecular structures. Although the combination of both elements had a low effect in materials electron transport properties, high efficiencies around 24 cd/A were obtained for the series in all-organic solution-processed two layer devices.
In the last part, benzene and pyridine were chosen as the series electron-transport motif. By controlling the relative pyridine content (RPC) solubility into methanol was induced for polystyrenes with bulky side-chains. Materials with RPC ≥ 0.5 could be deposited orthogonally from solution without harming underlying layers. From the best of our knowledge, this is the first time such materials are applied in this architecture showing moderate efficiencies around 10 cd/A in all-organic solution processed OLEDs.
Overall, the outcome of these studies will actively contribute to the current research on materials for all-solution processed OLEDs.
In Zeiten eines sich schnell ändernden und vielseitigen Energiemarktes müssen Kohlenstoffmaterialien für verschiedene Anforderungen einsetzbar sein. Dies erfordert flexibel synthetisierbare Kohlenstoffmaterialien bevorzugt aus günstigen und nachhaltigen Kohlenstoffquellen. Es ist allerdings nicht leicht Vorläuferverbindungen auszumachen, welche sich einerseits für verschiedene Herstellungsverfahren eignen und deren Kohlenstoffprodukte andererseits in spezifischen Eigenschaften, wie der Struktur, des Stickstoffanteils, der Oberfläche und der Porengrößen, eingestellt werden können. In diesem Zusammenhang können natürliche Polyphenole, etwa überschüssige Tannine aus der Weinproduktion, eine neue Welt zu hoch funktionalen und vielseitig einstellbaren Kohlenstoffmaterialien mit hohen Ausbeuten öffnen.
Das Hauptziel dieser vorliegenden Thesis war es neue funktionale, einstellbare und skalierbare nanostrukturierte Kohlenstoffmaterialien aus Tanninen (insbesondere Tanninsäure) für unterschiedliche elektrochemische Zwecke zu synthetisieren und zu charakterisieren. Ermöglicht wurde dies durch unterschiedliche synthetische Herangehensweisen, wie etwa der polymeren Strukturdirektion, dem ionothermalen Templatieren und der weichen Templatierung. An Stelle des weitläufig gebräuchlichen, aber kanzerogenen Vernetzungsagens Formaldehyd wurden bei den vorgestellten Synthesen Harnstoff und Thioharnstoff gewählt, um zugleich die synthetisierten Kohlenmaterialien variabel dotieren zu können.
Daher wurden im ersten Teil der Arbeit die Wechselwirkungen, Reaktionen und thermischen Verhaltensweisen von Tanninsäure und Mixturen von Tanninsäure und Harnstoff bzw. Thioharnstoff untersucht, um daraus wichtige Erkenntnisse für die verschiedenen Kohlenstoffsynthesen zu gewinnen.
Durch die Verwendung eines polymeren Strukturierungsagenz Pluronic P123 konnten in einer ersten Kohlenstoffsynthese nachhaltige und dotierbare Kohlenstoffpartikel mit Durchmessern im Nanometerbereich aus Tanninsäure und Harnstoff hergestellt werden. Es konnte dabei gezeigt werden, dass durch die Modifikation der verschiedenen Syntheseparameter die Kohlenstoffnanopartikel gemäß ihres gemittelten Partikeldurchmessers, ihrer BET-Oberfläche, ihrer Komposition, ihrer Leitfähigkeit und ihrer chemischen Stabilität einstellbar sind. Dies eröffnete die Möglichkeit diese Kohlenstoffpartikel als alternatives und nachhaltiges Rußmaterial einzusetzen.
Weiterhin war es durch die ionothermale Templatierung möglich poröse, dotierte und kontrollierbare Kohlenstoffpartikel mit hohen spezifischen Oberflächen aus den gewählten Präkursorverbindungen zu synthetisieren, die sich für den Einsatz in Superkondensatoren eignen.
Auf diesen Erkenntnissen aufbauend konnten mittels der Rotationsbeschichtung poröse binderfreie und strukturierte Kohlenstofffilme synthetisiert werden, die eine spinodale Struktur aufwiesen. Anhand der Modifikation der Stammlösungskonzentration, der Rotationsgeschwindigkeit und der verwendeten Substrate konnten die Filmdicke (100-1000 nm), die Morphologie und Gesamtoberfläche gezielt beeinflusst werden. Die erweiterte elektrochemische Analyse zeigte außerdem ein sehr gut zugängliches Porensystem der porösen Kohlenstofffilme.
Allumfassend konnten demnach verschiedene Synthesewege für Kohlenstoffmaterialien aus Tanninen aufgezeigt werden, die verschiedenartig strukturiert und kontrolliert werden können und sich für diverse Anwendungsgebiete eignen.
Der technologische Wandel stellt Organisationen vor die Herausforderung, Innovationen möglichst schnell produktiv zu nutzen und damit einen Wettbewerbsvorteil zu erzielen. Der Erfolg der Technologieeinführung hängt stark mit der Schaffung von Akzeptanz bei den Mitarbeitern zusammen. Bestehende Ansätze wie die Diffusionstheorie (Rogers, 2003) oder das Technology Acceptance Model (Davis, 1989; Venkatesh und Davis, 1996; Venkatesh und Davis, 2000; Venkatesh, Morris u. a., 2003) widmen sich dem Organisationskontext jedoch nur am Rande. Ihre Modelle zielen auf die Übernahme einer Technologie in freier Entscheidung und im Marktkontext ab. Weiterhin beleuchten sie den Widerstand gegen Neuerungen nicht, welcher sich bei der verpflichtenden Übernahme bilden kann. Zur Untersuchung der Technologieeinführung und von Akzeptanzbildungsprozessen in Organisationen sind sie daher nur begrenzt nutzbar.
Das Ziel dieser Arbeit ist es daher, den spezifischen Einfluss des Kontextes Organisation auf die Akzeptanz und das Nutzungsverhalten herauszuarbeiten. Konkreter soll die Forschungsfrage geklärt werden, welchen Einfluss unterschiedliche Organisationstypen auf die Akzeptanz- und Nutzungsdynamik innerhalb von Organisationen haben. Hierfür wird die Erweiterung und Synthese bestehender Modelle der Akzeptanzforschung um organisationsspezifische Attribute vorgenommen. Das resultierende Modell erfasst die dynamische Entwicklung innerhalb der Organisation und ermöglicht damit die Beobachtung des Wandels. Die Funktionsweise des entwickelten Modells soll in einem Simulationsexperiment demonstriert und die Wirkung unterschiedlicher Organisationsformen verdeutlicht werden.
Das Modell vereint daher zwei Perspektiven: Die personale Perspektive fasst Akzeptanz als kognitiv-psychischen Prozess auf individueller Ebene. Dieser basiert auf den Kalkülen und Entscheidungen einzelner Personen. Zentral sind hierfür die Beiträge der Diffusionstheorie (Rogers, 2003) sowie das Technology Acceptance Model in seinen diversen Weiterentwicklungen und Veränderungen (Davis, 1989; Venkatesh und Davis, 1996; Venkatesh und Davis, 2000; Venkatesh, Morris u. a., 2003). Individuelle Faktoren aus unterschiedlichen Fit-Theorien (Goodhue und Thompson, 1995; Floyd, 1986; Liu, Lee und Chen, 2011; Parkes, 2013) werden genutzt, um diese Modelle anzureichern. Neben der Entwicklung
einer positiven, förderlichen Einstellung muss jedoch auch die Ablehnung und das offene Opponieren gegen die Innovation berücksichtigt werden (Patsiotis, Hughes und Webber, 2012).
Die organisatorische Perspektive hingegen sieht Akzeptanzentscheidungen eingebettet in den sozialen Kontext der Organisation. Die gegenseitige Beeinflussung basiert auf der Beobachtung der Umgebung und der Internalisierung sozialen Drucks. Dem steht in Organisationen die intendierte Beeinflussung in Form von Steuerung gegenüber. Beide Vorgänge formen das Akzeptanz- oder das Nutzungsverhalten der Mitarbeiter. Ausgehend von einem systemtheoretischen Organisationsbegriff werden unterschiedliche Steuerungsmedien (Luhmann, 1997; Fischer, 2009) vorgestellt. Diese können durch Steuerungsakteure
(Change Agents, Management) intendiert eingesetzt werden, um den Akzeptanz- und Nutzungsprozess über Interventionen zu gestalten.
Die Wirkung der Medien unterscheidet sich in verschiedenen Organisationstypen. Zur Analyse unterschiedlicher Organisationstypen werden die Konfigurationen nach Mintzberg (1979) herangezogen. Diese zeichnen sich durch unterschiedliche Koordinationsmechanismen aus, welche wiederum auf dem Einsatz von Steuerungsmedien beruhen.
Die Demonstration der Funktionsweise und Analysemöglichkeiten des entwickelten Modells erfolgt anhand eines Simulationsexperiments mittels der Simulationsplattform AnyLogic. Das Gültigkeitsspektrum wird anhand einer Sensitivitätsanalyse geprüft.
In der Simulation lassen sich spezifische Muster der Nutzung und Akzeptanzentwicklung nachweisen. Die Akzeptanz ist durch ein initiales Absinken und ein anschließendes gedämpftes Wachstum gekennzeichnet. Die Nutzung wird in der Organisation hingegen schnell durchgesetzt und verharrt dann auf einem stabilen Niveau. Für die Organisationstypen konnten unterschiedliche Effekte beobachtet werden. So eignet sich die bürokratische Steuerungsform zur Nutzungserhöhung, schafft es jedoch nicht, die Akzeptanz zu steigern. Organisationen, welche eher auf gegenseitige Abstimmung zur Koordination ausgelegt sind, erhöhen die Akzeptanz, jedoch nicht die Nutzung. Weiterhin ist die Entwicklung der Akzeptanz in diesem Organisationstyp sehr unsicher und weist einen hohen Schwankungsbereich auf.
Für den Industrialisierungsprozess von Entwicklungs- und Schwellenländern haben ausländische Direktinvestitionen (ADI) eine wichtige Funktion. Sie können zum einen zu einer Erhöhung des industriellen Output des Ziellandes führen und zum anderen als Träger von technologischem Wissen fungieren. Neues Wissen kann den Empfängerländern der ADI durch Spillovereffekte und Technologietransfers ausländischer Tochterunternehmen zufließen. Diese Arbeit soll Antworten auf die Fragen geben, durch welche Mechanismen Spillovereffekte und Technologietransfers ausgelöst werden und wie Entwicklungs- und Schwellenländern diesen Wissenszufluss zur Beschleunigung ihres Industrialisierungsprozesses einsetzen können. Hierfür wird ein Konzept zur Förderung von Spillovereffekten entwickelt. Weiterhin wird ein theoretisches Modell entwickelt, in dem der Technologietransfer ausländischer Exportplattformen erstmals in Abhängigkeit des Anteils der Vorprodukte, die im Gastland nachgefragt werden, untersucht. In den Fallstudien Irland und Malaysia werden die Ergebnisse des theoretischen Modells sowie des entwickelten Konzepts illustriert.
Information on the contemporary in-situ stress state of the earth’s crust is essential for geotechnical applications and physics-based seismic hazard assessment. Yet, stress data records for a data point are incomplete and their availability is usually not dense enough to allow conclusive statements. This demands a thorough examination of the in-situ stress field which is achieved by 3D geomechanicalnumerical models. However, the models spatial resolution is limited and the resulting local stress state is subject to large uncertainties that confine the significance of the findings. In addition, temporal variations of the in-situ stress field are naturally or anthropogenically induced. In my thesis I address these challenges in three manuscripts that investigate (1) the current crustal stress field orientation, (2) the 3D geomechanical-numerical modelling of the in-situ stress state, and (3) the phenomenon of injection induced temporal stress tensor rotations. In the first manuscript I present the first comprehensive stress data compilation of Iceland with 495 data records. Therefore, I analysed image logs from 57 boreholes in Iceland for indicators of the orientation of the maximum horizontal stress component. The study is the first stress survey from different kinds of stress indicators in a geologically very young and tectonically active area of an onshore spreading ridge. It reveals a distinct stress field with a depth independent stress orientation even very close to the spreading centre. In the second manuscript I present a calibrated 3D geomechanical-numerical modelling approach of the in-situ stress state of the Bavarian Molasse Basin that investigates the regional (70x70x10km³) and local (10x10x10km³) stress state. To link these two models I develop a multi-stage modelling approach that provides a reliable and efficient method to derive from the larger scale model initial and boundary conditions for the smaller scale model. Furthermore, I quantify the uncertainties in the models results which are inherent to geomechanical-numerical modelling in general and the multi-stage approach in particular. I show that the significance of the models results is mainly reduced due to the uncertainties in the material properties and the low number of available stress magnitude data records for calibration. In the third manuscript I investigate the phenomenon of injection induced temporal stress tensor rotation and its controlling factors. I conduct a sensitivity study with a 3D generic thermo-hydro-mechanical model. I show that the key control factors for the stress tensor rotation are the permeability as the decisive factor, the injection rate, and the initial differential stress. In particular for enhanced geothermal systems with a low permeability large rotations of the stress tensor are indicated. According to these findings the estimation of the initial differential stress in a reservoir is possible provided the permeability is known and the angle of stress rotation is observed. I propose that the stress tensor rotations can be a key factor in terms of the potential for induced seismicity on pre-existing faults due to the reorientation of the stress field that changes the optimal orientation of faults.